Best-of Machine Learning with Python

🏆 A ranked list of awesome machine learning Python libraries. Updated weekly.

This curated list contains 900 awesome open-source projects with a total of 3.4M stars grouped into 34 categories. All projects are ranked by a project-quality score, which is calculated based on various metrics automatically collected from GitHub and different package managers. If you like to add or update projects, feel free to open an issue, submit a pull request, or directly edit the projects.yaml. Contributions are very welcome!

🧙‍♂️ Discover other best-of lists or create your own.
📫 Subscribe to our newsletter for updates and trending projects.

Machine Learning Frameworks 56 projects
Data Visualization 51 projects
Text Data & NLP 96 projects
Image Data 60 projects
Graph Data 36 projects
Audio Data 28 projects
Geospatial Data 22 projects
Financial Data 25 projects
Time Series Data 26 projects
Medical Data 19 projects
Tabular Data 5 projects
Optical Character Recognition 12 projects
Data Containers & Structures 0 projects
Data Loading & Extraction 2 projects
Web Scraping & Crawling 1 projects
Data Pipelines & Streaming 43 projects
Distributed Machine Learning 33 projects
Hyperparameter Optimization & AutoML 47 projects
Reinforcement Learning 23 projects
Recommender Systems 16 projects
Privacy Machine Learning 6 projects
Workflow & Experiment Tracking 39 projects
Model Serialization & Deployment 16 projects
Model Interpretability 52 projects
Vector Similarity Search (ANN) 12 projects
Probabilistics & Statistics 22 projects
Adversarial Robustness 9 projects
GPU Utilities 18 projects
Tensorflow Utilities 15 projects
Jax Utilities 2 projects
Sklearn Utilities 17 projects
Pytorch Utilities 32 projects
Database Clients 1 projects
Others 61 projects

Explanation

🥇🥈🥉 Combined project-quality score
⭐️ Star count from GitHub
🐣 New project (less than 6 months old)
💤 Inactive project (6 months no activity)
💀 Dead project (12 months no activity)
📈📉 Project is trending up or down
➕ Project was recently added
❗️ Warning (e.g. missing/risky license)
👨‍💻 Contributors count from GitHub
🔀 Fork count from GitHub
📋 Issue count from GitHub
⏱️ Last update timestamp on package manager
📥 Download count from package manager
📦 Number of dependent projects
Tensorflow related project
Sklearn related project
PyTorch related project
MxNet related project
Apache Spark related project
Jupyter related project
PaddlePaddle related project
Pandas related project
Jax related project

Machine Learning Frameworks

General-purpose machine learning and deep learning frameworks.

Tensorflow (🥇55 · ⭐ 170K) - An Open Source Machine Learning Framework for Everyone. Apache-2

GitHub (👨‍💻 4K · 🔀 87K · 📦 200K · 📋 35K - 6% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/tensorflow/tensorflow
```
PyPi (📥 16M / month · 📦 14K · ⏱️ 16.05.2022):
```
 pip install tensorflow
```

Conda (📥 3.3M · ⏱️ 18.05.2022):

 conda install -c conda-forge tensorflow

Docker Hub (📥 65M · ⭐ 2K · ⏱️ 19.05.2022):
```
 docker pull tensorflow/tensorflow
```

scikit-learn (🥇51 · ⭐ 50K) - scikit-learn: machine learning in Python. BSD-3

GitHub (👨‍💻 2.6K · 🔀 23K · 📥 800 · 📦 350K · 📋 10K - 22% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/scikit-learn/scikit-learn
```
PyPi (📥 34M / month · 📦 25K · ⏱️ 19.05.2022):
```
 pip install scikit-learn
```

Conda (📥 13M · ⏱️ 13.05.2022):

 conda install -c conda-forge scikit-learn

PyTorch (🥇49 · ⭐ 56K) - Tensors and Dynamic neural networks in Python with strong GPU.. BSD-3

GitHub (👨‍💻 3.3K · 🔀 15K · 📥 3.5K · 📋 29K - 38% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/pytorch/pytorch
```
PyPi (📥 8.8M / month · 📦 7K · ⏱️ 10.03.2022):
```
 pip install torch
```
Conda (📥 17M · ⏱️ 10.03.2022):
```
 conda install -c pytorch pytorch
```

Keras (🥇44 · ⭐ 55K) - Deep Learning for humans. Apache-2

GitHub (👨‍💻 1.1K · 🔀 19K · 📋 11K - 2% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/keras-team/keras
```
PyPi (📥 9.8M / month · 📦 290 · ⏱️ 13.05.2022):
```
 pip install keras
```
Conda (📥 2.2M · ⏱️ 19.05.2022):
```
 conda install -c conda-forge keras
```

XGBoost (🥇44 · ⭐ 23K) - Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT or.. Apache-2

GitHub (👨‍💻 560 · 🔀 8.4K · 📥 4.1K · 📦 31K · 📋 4.4K - 6% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/dmlc/xgboost
```
PyPi (📥 9.2M / month · 📦 1.3K · ⏱️ 09.05.2022):
```
 pip install xgboost
```
Conda (📥 2.6M · ⏱️ 17.02.2022):
```
 conda install -c conda-forge xgboost
```

jax (🥇44 · ⭐ 18K · 📈) - Composable transformations of Python+NumPy programs: differentiate,.. Apache-2

GitHub (👨‍💻 400 · 🔀 1.6K · 📦 4.3K · 📋 3.3K - 32% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/google/jax
```
PyPi (📥 440K / month · 📦 300 · ⏱️ 16.05.2022):
```
 pip install jax
```
Conda (📥 310K · ⏱️ 12.05.2022):
```
 conda install -c conda-forge jaxlib
```

pytorch-lightning (🥈43 · ⭐ 18K · 📈) - The lightweight PyTorch wrapper for high-performance.. Apache-2

GitHub (👨‍💻 680 · 🔀 2.3K · 📥 6.7K · 📦 8.9K · 📋 5K - 9% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/PyTorchLightning/pytorch-lightning
```
PyPi (📥 3.6M / month · 📦 360 · ⏱️ 03.05.2022):
```
 pip install pytorch-lightning
```

Conda (📥 440K · ⏱️ 04.05.2022):

 conda install -c conda-forge pytorch-lightning

StatsModels (🥈43 · ⭐ 7.4K) - Statsmodels: statistical modeling and econometrics in Python. BSD-3

GitHub (👨‍💻 370 · 🔀 2.4K · 📥 26 · 📦 63K · 📋 4.8K - 47% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/statsmodels/statsmodels
```
PyPi (📥 10M / month · 📦 4.5K · ⏱️ 08.02.2022):
```
 pip install statsmodels
```

Conda (📥 6.1M · ⏱️ 11.02.2022):

 conda install -c conda-forge statsmodels

PySpark (🥈42 · ⭐ 33K) - Apache Spark Python API. Apache-2

GitHub (👨‍💻 2.7K · 🔀 26K · ⏱️ 19.05.2022):
```
 git clone https://github.com/apache/spark
```
PyPi (📥 20M / month · 📦 820 · ⏱️ 18.02.2022):
```
 pip install pyspark
```
Conda (📥 1.6M · ⏱️ 26.01.2022):
```
 conda install -c conda-forge pyspark
```

LightGBM (🥈42 · ⭐ 14K) - A fast, distributed, high performance gradient boosting (GBT, GBDT, GBRT,.. MIT

GitHub (👨‍💻 260 · 🔀 3.5K · 📥 150K · 📦 13K · 📋 2.7K - 7% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/microsoft/LightGBM
```
PyPi (📥 7.1M / month · 📦 580 · ⏱️ 07.01.2022):
```
 pip install lightgbm
```
Conda (📥 1M · ⏱️ 08.01.2022):
```
 conda install -c conda-forge lightgbm
```

PaddlePaddle (🥈41 · ⭐ 18K) - PArallel Distributed Deep LEarning: Machine Learning.. Apache-2

GitHub (👨‍💻 740 · 🔀 4.5K · 📥 15K · 📦 110 · 📋 15K - 18% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/PaddlePaddle/Paddle
```
PyPi (📥 89K / month · 📦 48 · ⏱️ 09.05.2022):
```
 pip install paddlepaddle
```

MXNet (🥈40 · ⭐ 20K) - Lightweight, Portable, Flexible Distributed/Mobile Deep Learning.. Apache-2

GitHub (👨‍💻 970 · 🔀 6.9K · 📥 25K · 📋 9.7K - 20% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/apache/incubator-mxnet
```
PyPi (📥 310K / month · 📦 280 · ⏱️ 17.05.2022):
```
 pip install mxnet
```
Conda (📥 7.4K · 📦 5 · ⏱️ 02.05.2022):
```
 conda install -c anaconda mxnet
```

Catboost (🥈40 · ⭐ 6.5K) - A fast, scalable, high performance Gradient Boosting on Decision.. Apache-2

GitHub (👨‍💻 990 · 🔀 1K · 📥 80K · 📋 1.8K - 21% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/catboost/catboost
```
PyPi (📥 2.6M / month · 📦 230 · ⏱️ 19.05.2022):
```
 pip install catboost
```
Conda (📥 980K · ⏱️ 19.05.2022):
```
 conda install -c conda-forge catboost
```

Fastai (🥈39 · ⭐ 22K) - The fastai deep learning library. Apache-2

GitHub (👨‍💻 610 · 🔀 7.2K · 📋 1.6K - 6% open · ⏱️ 16.05.2022):
```
 git clone https://github.com/fastai/fastai
```
PyPi (📥 280K / month · 📦 300 · ⏱️ 01.05.2022):
```
 pip install fastai
```

Jina (🥈38 · ⭐ 15K) - Cloud-native neural search framework for kind of data. Apache-2

GitHub (👨‍💻 140 · 🔀 1.9K · 📦 280 · 📋 1.5K - 4% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/jina-ai/jina
```
PyPi (📥 58K / month · 📦 2 · ⏱️ 19.05.2022):
```
 pip install jina
```

Conda (📥 4.8K · ⏱️ 22.04.2022):

 conda install -c conda-forge jina-core

Docker Hub (📥 1.1M · ⭐ 7 · ⏱️ 19.05.2022):
```
 docker pull jinaai/jina
```

Theano (🥈38 · ⭐ 9.6K) - Theano was a Python library that allows you to define, optimize, and.. BSD-3

GitHub (👨‍💻 380 · 🔀 2.5K · 📦 12K · 📋 2.8K - 24% open · ⏱️ 23.11.2021):
```
 git clone https://github.com/Theano/Theano
```
PyPi (📥 250K / month · 📦 2.8K · ⏱️ 27.07.2020):
```
 pip install theano
```
Conda (📥 2M · ⏱️ 16.03.2022):
```
 conda install -c conda-forge theano
```

Thinc (🥈37 · ⭐ 2.5K) - A refreshing functional take on deep learning, compatible with your favorite.. MIT

GitHub (👨‍💻 51 · 🔀 250 · 📦 21K · 📋 120 - 15% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/explosion/thinc
```
PyPi (📥 5.1M / month · 📦 620 · ⏱️ 19.05.2022):
```
 pip install thinc
```
Conda (📥 2M · ⏱️ 15.03.2022):
```
 conda install -c conda-forge thinc
```

PyFlink (🥈36 · ⭐ 19K · 📉) - Apache Flink Python API. Apache-2

GitHub (👨‍💻 1.5K · 🔀 11K · ⏱️ 19.05.2022):
```
 git clone https://github.com/apache/flink
```
PyPi (📥 14K / month · 📦 15 · ⏱️ 26.04.2022):
```
 pip install apache-flink
```

Chainer (🥈36 · ⭐ 5.7K) - A flexible framework of neural networks for deep learning. MIT

GitHub (👨‍💻 320 · 🔀 1.4K · 📦 2.6K · 📋 2K - 0% open · ⏱️ 05.01.2022):
```
 git clone https://github.com/chainer/chainer
```
PyPi (📥 18K / month · 📦 400 · ⏱️ 05.01.2022):
```
 pip install chainer
```
Conda (📥 7.5K · ⏱️ 21.01.2022):
```
 conda install -c conda-forge chainer
```

Flax (🥈35 · ⭐ 3K) - Flax is a neural network library for JAX that is designed for.. Apache-2

GitHub (👨‍💻 140 · 🔀 340 · 📥 42 · 📦 930 · 📋 530 - 24% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/google/flax
```
PyPi (📥 140K / month · 📦 66 · ⏱️ 05.05.2022):
```
 pip install flax
```
Conda (📥 3.9K · ⏱️ 23.03.2022):
```
 conda install -c conda-forge flax
```

Vowpal Wabbit (🥈34 · ⭐ 8K) - Vowpal Wabbit is a machine learning system which pushes the.. BSD-3

GitHub (👨‍💻 320 · 🔀 1.8K · 📋 1.2K - 11% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/VowpalWabbit/vowpal_wabbit
```
PyPi (📥 54K / month · 📦 30 · ⏱️ 06.04.2022):
```
 pip install vowpalwabbit
```

Conda (📥 59K · ⏱️ 07.04.2022):

 conda install -c conda-forge vowpalwabbit

tensorflow-upstream (🥈34 · ⭐ 590) - TensorFlow ROCm port. Apache-2

GitHub (👨‍💻 4K · 🔀 68 · 📥 20 · 📋 330 - 17% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/ROCmSoftwarePlatform/tensorflow-upstream
```
PyPi (📥 14K / month · 📦 5 · ⏱️ 11.04.2022):
```
 pip install tensorflow-rocm
```

Ignite (🥉33 · ⭐ 4K) - High-level library to help with training and evaluating neural.. BSD-3

GitHub (👨‍💻 170 · 🔀 540 · 📋 1.1K - 12% open · ⏱️ 13.05.2022):
```
 git clone https://github.com/pytorch/ignite
```
PyPi (📥 150K / month · 📦 81 · ⏱️ 19.05.2022):
```
 pip install pytorch-ignite
```
Conda (📥 88K · ⏱️ 04.05.2022):
```
 conda install -c pytorch ignite
```

Turi Create (🥉32 · ⭐ 11K) - Turi Create simplifies the development of custom machine learning.. BSD-3

GitHub (👨‍💻 85 · 🔀 1.1K · 📥 6.1K · 📦 310 · 📋 1.8K - 27% open · ⏱️ 29.11.2021):
```
 git clone https://github.com/apple/turicreate
```
PyPi (📥 30K / month · 📦 19 · ⏱️ 30.09.2020):
```
 pip install turicreate
```

Ludwig (🥉32 · ⭐ 8.3K) - Data-centric declarative deep learning framework. Apache-2

GitHub (👨‍💻 120 · 🔀 980 · 📦 120 · 📋 740 - 27% open · ⏱️ 17.05.2022):
```
 git clone https://github.com/ludwig-ai/ludwig
```
PyPi (📥 3.4K / month · 📦 9 · ⏱️ 10.05.2022):
```
 pip install ludwig
```

tensorpack (🥉32 · ⭐ 6.2K) - A Neural Net Training Interface on TensorFlow, with focus.. Apache-2

GitHub (👨‍💻 58 · 🔀 1.8K · 📥 130 · 📦 1K · 📋 1.3K - 0% open · ⏱️ 04.05.2022):
```
 git clone https://github.com/tensorpack/tensorpack
```
PyPi (📥 20K / month · 📦 46 · ⏱️ 22.01.2021):
```
 pip install tensorpack
```

Conda (📥 1.1K · ⏱️ 06.02.2022):

 conda install -c conda-forge tensorpack

mlpack (🥉32 · ⭐ 4K) - mlpack: a scalable C++ machine learning library --. BSD-3

GitHub (👨‍💻 290 · 🔀 1.4K · 📋 1.5K - 6% open · ⏱️ 10.05.2022):
```
 git clone https://github.com/mlpack/mlpack
```
PyPi (📥 310 / month · 📦 1 · ⏱️ 28.10.2020):
```
 pip install mlpack
```
Conda (📥 100K · ⏱️ 09.11.2021):
```
 conda install -c conda-forge mlpack
```

Sonnet (🥉31 · ⭐ 9.3K) - TensorFlow-based neural network library. Apache-2

GitHub (👨‍💻 53 · 🔀 1.3K · 📦 840 · 📋 180 - 13% open · ⏱️ 07.03.2022):
```
 git clone https://github.com/deepmind/sonnet
```
PyPi (📥 22K / month · 📦 52 · ⏱️ 27.03.2020):
```
 pip install dm-sonnet
```
Conda (📥 13K · ⏱️ 14.11.2020):
```
 conda install -c conda-forge sonnet
```

einops (🥉31 · ⭐ 5K) - Deep learning operations reinvented (for pytorch, tensorflow, jax and others). MIT

GitHub (👨‍💻 17 · 🔀 220 · 📦 2.7K · 📋 110 - 29% open · ⏱️ 01.04.2022):
```
 git clone https://github.com/arogozhnikov/einops
```
PyPi (📥 2.7M / month · 📦 200 · ⏱️ 04.03.2022):
```
 pip install einops
```
Conda (📥 15K · ⏱️ 04.03.2022):
```
 conda install -c conda-forge einops
```

dyNET (🥉31 · ⭐ 3.3K) - DyNet: The Dynamic Neural Network Toolkit. Apache-2

GitHub (👨‍💻 160 · 🔀 700 · 📥 5.7K · 📦 210 · 📋 920 - 28% open · ⏱️ 11.03.2022):
```
 git clone https://github.com/clab/dynet
```
PyPi (📥 22K / month · 📦 28 · ⏱️ 21.10.2020):
```
 pip install dyNET
```

Haiku (🥉31 · ⭐ 1.9K) - JAX-based neural network library. Apache-2

GitHub (👨‍💻 61 · 🔀 150 · 📦 430 · 📋 160 - 22% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/deepmind/dm-haiku
```
PyPi (📥 99K / month · 📦 30 · ⏱️ 14.02.2022):
```
 pip install dm-haiku
```
Conda (📥 2.6K · ⏱️ 14.02.2022):
```
 conda install -c conda-forge dm-haiku
```

ktrain (🥉31 · ⭐ 990) - ktrain is a Python library that makes deep learning and AI more.. Apache-2

GitHub (👨‍💻 15 · 🔀 240 · 📦 290 · ⏱️ 17.05.2022):
```
 git clone https://github.com/amaiya/ktrain
```
PyPi (📥 28K / month · 📦 3 · ⏱️ 17.05.2022):
```
 pip install ktrain
```

Neural Network Libraries (🥉30 · ⭐ 2.5K) - Neural Network Libraries. Apache-2

GitHub (👨‍💻 66 · 🔀 320 · 📥 540 · 📋 78 - 42% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/sony/nnabla
```
PyPi (📥 3.6K / month · 📦 53 · ⏱️ 01.05.2022):
```
 pip install nnabla
```

skorch (🥉28 · ⭐ 4.5K) - A scikit-learn compatible neural network library that wraps.. BSD-3

GitHub (👨‍💻 49 · 🔀 300 · 📦 500 · 📋 440 - 11% open · ⏱️ 24.04.2022):
```
 git clone https://github.com/skorch-dev/skorch
```
PyPi (📥 24K / month · 📦 33 · ⏱️ 31.10.2021):
```
 pip install skorch
```
Conda (📥 540K · ⏱️ 30.11.2021):
```
 conda install -c conda-forge skorch
```

Neural Tangents (🥉26 · ⭐ 1.8K) - Fast and Easy Infinite Neural Networks in Python. Apache-2

GitHub (👨‍💻 22 · 🔀 200 · 📥 230 · 📦 36 · 📋 120 - 35% open · ⏱️ 16.05.2022):
```
 git clone https://github.com/google/neural-tangents
```
PyPi (📥 2.6K / month · 📦 1 · ⏱️ 23.02.2022):
```
 pip install neural-tangents
```

mace (🥉24 · ⭐ 4.6K) - MACE is a deep learning inference framework optimized for mobile.. Apache-2

GitHub (👨‍💻 63 · 🔀 800 · 📥 1.4K · 📋 670 - 7% open · ⏱️ 11.02.2022):
```
 git clone https://github.com/XiaoMi/mace
```

fklearn (🥉24 · ⭐ 1.4K) - fklearn: Functional Machine Learning. Apache-2

GitHub (👨‍💻 43 · 🔀 160 · 📦 12 · 📋 45 - 51% open · ⏱️ 18.04.2022):
```
 git clone https://github.com/nubank/fklearn
```
PyPi (📥 7.4K / month · ⏱️ 30.12.2021):
```
 pip install fklearn
```

Towhee (🥉23 · ⭐ 480) - A framework that provides a simple API for developing ML-driven data.. Apache-2

GitHub (👨‍💻 24 · 🔀 88 · 📥 17 · 📋 340 - 14% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/towhee-io/towhee
```
PyPi (📥 460 / month · ⏱️ 13.05.2022):
```
 pip install towhee
```

Objax (🥉22 · ⭐ 690) - Objax is a machine learning framework that provides an Object.. Apache-2

GitHub (👨‍💻 22 · 🔀 59 · 📦 21 · 📋 100 - 43% open · ⏱️ 18.03.2022):
```
 git clone https://github.com/google/objax
```
PyPi (📥 220 / month · 📦 2 · ⏱️ 31.01.2022):
```
 pip install objax
```

NeoML (🥉22 · ⭐ 670) - Machine learning framework for both deep learning and traditional.. Apache-2

GitHub (👨‍💻 30 · 🔀 110 · 📋 71 - 38% open · ⏱️ 16.05.2022):
```
 git clone https://github.com/neoml-lib/neoml
```
PyPi (📥 270 / month · ⏱️ 28.04.2022):
```
 pip install neoml
```

ThunderSVM (🥉20 · ⭐ 1.4K) - ThunderSVM: A Fast SVM Library on GPUs and CPUs. Apache-2

GitHub (👨‍💻 34 · 🔀 190 · 📥 2.4K · 📋 210 - 29% open · ⏱️ 09.04.2022):
```
 git clone https://github.com/Xtra-Computing/thundersvm
```
PyPi (📥 780 / month · ⏱️ 13.03.2020):
```
 pip install thundersvm
```

elegy (🥉19 · ⭐ 360) - A High Level API for Deep Learning in JAX. MIT

GitHub (👨‍💻 17 · 🔀 23 · 📋 96 - 31% open · ⏱️ 23.03.2022):
```
 git clone https://github.com/poets-ai/elegy
```
PyPi (📥 840 / month · ⏱️ 22.04.2022):
```
 pip install elegy
```

chefboost (🥉18 · ⭐ 330) - A Lightweight Decision Tree Framework supporting regular algorithms:.. MIT

GitHub (👨‍💻 6 · 🔀 87 · 📦 23 · 📋 25 - 24% open · ⏱️ 23.03.2022):
```
 git clone https://github.com/serengil/chefboost
```
PyPi (📥 750 / month · ⏱️ 16.02.2022):
```
 pip install chefboost
```

Show 13 hidden projects...

dlib (🥈38 · ⭐ 11K) - A toolkit for making real world machine learning and data analysis.. ❗️BSL-1.0
TFlearn (🥉32 · ⭐ 9.6K · 💀) - Deep learning library featuring a higher-level API for TensorFlow. MIT
CNTK (🥉31 · ⭐ 17K · 💀) - Microsoft Cognitive Toolkit (CNTK), an open source deep-learning toolkit. MIT
Lasagne (🥉29 · ⭐ 3.8K · 💀) - Lightweight library to build and train neural networks in Theano. MIT
MindsDB (🥉28 · ⭐ 6.8K) - In-Database Machine Learning. ❗️GPL-3.0
NuPIC (🥉28 · ⭐ 6.3K · 💀) - Numenta Platform for Intelligent Computing is an implementation.. ❗️AGPL-3.0
SHOGUN (🥉26 · ⭐ 2.9K · 💀) - Unified and efficient Machine Learning. BSD-3
xLearn (🥉25 · ⭐ 3K · 💀) - High performance, easy-to-use, and scalable machine learning (ML).. Apache-2
NeuPy (🥉25 · ⭐ 710 · 💀) - NeuPy is a Tensorflow based python library for prototyping and building.. MIT
neon (🥉23 · ⭐ 3.9K · 💀) - Intel Nervana reference deep learning framework committed to best.. Apache-2
Torchbearer (🥉22 · ⭐ 630 · 💀) - torchbearer: A model fitting library for PyTorch. MIT
ThunderGBM (🥉16 · ⭐ 620 · 💀) - ThunderGBM: Fast GBDTs and Random Forests on GPUs. Apache-2
StarSpace (🥉15 · ⭐ 3.8K · 💀) - Learning embeddings for classification, retrieval and ranking. MIT

Data Visualization

General-purpose and task-specific data visualization libraries.

Matplotlib (🥇49 · ⭐ 15K) - matplotlib: plotting with Python. Python-2.0

GitHub (👨‍💻 1.4K · 🔀 6.4K · 📦 560K · 📋 8.9K - 20% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/matplotlib/matplotlib
```
PyPi (📥 28M / month · 📦 54K · ⏱️ 03.05.2022):
```
 pip install matplotlib
```

Conda (📥 12M · ⏱️ 04.05.2022):

 conda install -c conda-forge matplotlib

Bokeh (🥇44 · ⭐ 16K · 📈) - Interactive Data Visualization in the browser, from Python. BSD-3

GitHub (👨‍💻 600 · 🔀 3.9K · 📦 51K · 📋 6.9K - 10% open · ⏱️ 15.05.2022):
```
 git clone https://github.com/bokeh/bokeh
```
PyPi (📥 3.2M / month · 📦 3.5K · ⏱️ 18.05.2022):
```
 pip install bokeh
```
Conda (📥 7.2M · ⏱️ 13.04.2022):
```
 conda install -c conda-forge bokeh
```

Seaborn (🥇43 · ⭐ 9.4K · 📈) - Statistical data visualization in Python. BSD-3

GitHub (👨‍💻 170 · 🔀 1.6K · 📥 220 · 📦 160K · 📋 2K - 5% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/mwaskom/seaborn
```
PyPi (📥 8.9M / month · 📦 8.8K · ⏱️ 16.08.2021):
```
 pip install seaborn
```
Conda (📥 3.8M · ⏱️ 16.08.2021):
```
 conda install -c conda-forge seaborn
```

Plotly (🥇42 · ⭐ 12K) - The interactive graphing library for Python (includes Plotly Express). MIT

GitHub (👨‍💻 200 · 🔀 2.1K · 📦 9 · 📋 2.3K - 49% open · ⏱️ 11.05.2022):
```
 git clone https://github.com/plotly/plotly.py
```
PyPi (📥 7.6M / month · 📦 4K · ⏱️ 11.05.2022):
```
 pip install plotly
```
Conda (📥 2.5M · ⏱️ 11.05.2022):
```
 conda install -c conda-forge plotly
```
npm (📥 45K / month · 📦 4 · ⏱️ 12.01.2021):
```
 npm install plotlywidget
```

dash (🥇39 · ⭐ 16K) - Analytical Web Apps for Python, R, Julia, and Jupyter. No JavaScript Required. MIT

GitHub (👨‍💻 110 · 🔀 1.7K · 📦 190 · 📋 1.3K - 47% open · ⏱️ 12.05.2022):
```
 git clone https://github.com/plotly/dash
```
PyPi (📥 860K / month · 📦 1.2K · ⏱️ 11.05.2022):
```
 pip install dash
```
Conda (📥 450K · ⏱️ 12.05.2022):
```
 conda install -c conda-forge dash
```

Altair (🥇39 · ⭐ 7.5K) - Declarative statistical visualization library for Python. BSD-3

GitHub (👨‍💻 140 · 🔀 660 · 📦 27K · 📋 1.6K - 14% open · ⏱️ 25.03.2022):
```
 git clone https://github.com/altair-viz/altair
```
PyPi (📥 7.7M / month · 📦 340 · ⏱️ 29.12.2021):
```
 pip install altair
```
Conda (📥 1.2M · ⏱️ 29.12.2021):
```
 conda install -c conda-forge altair
```

pandas-profiling (🥈38 · ⭐ 9K) - Create HTML profiling reports from pandas DataFrame.. MIT

GitHub (👨‍💻 88 · 🔀 1.3K · 📦 7.8K · 📋 570 - 19% open · ⏱️ 15.05.2022):
```
 git clone https://github.com/ydataai/pandas-profiling
```
PyPi (📥 1.1M / month · 📦 160 · ⏱️ 27.09.2021):
```
 pip install pandas-profiling
```

Conda (📥 200K · ⏱️ 02.05.2022):

 conda install -c conda-forge pandas-profiling

Graphviz (🥈35 · ⭐ 1.2K) - Simple Python interface for Graphviz. MIT

GitHub (👨‍💻 18 · 🔀 180 · 📦 31K · 📋 140 - 4% open · ⏱️ 17.04.2022):
```
 git clone https://github.com/xflr6/graphviz
```
PyPi (📥 10M / month · 📦 3K · ⏱️ 16.04.2022):
```
 pip install graphviz
```

Conda (📥 20K · ⏱️ 04.02.2021):

 conda install -c anaconda python-graphviz

pyecharts (🥈34 · ⭐ 12K) - Python Echarts Plotting Library. MIT

GitHub (👨‍💻 30 · 🔀 2.7K · 📦 2.3K · 📋 1.6K - 0% open · ⏱️ 25.04.2022):
```
 git clone https://github.com/pyecharts/pyecharts
```
PyPi (📥 77K / month · 📦 220 · ⏱️ 16.11.2021):
```
 pip install pyecharts
```

UMAP (🥈34 · ⭐ 5.6K) - Uniform Manifold Approximation and Projection. BSD-3

GitHub (👨‍💻 100 · 🔀 630 · 📦 5.3K · 📋 620 - 52% open · ⏱️ 06.05.2022):
```
 git clone https://github.com/lmcinnes/umap
```
PyPi (📥 720K / month · 📦 310 · ⏱️ 13.04.2022):
```
 pip install umap-learn
```

Conda (📥 1M · ⏱️ 14.04.2022):

 conda install -c conda-forge umap-learn

HoloViews (🥈34 · ⭐ 2.2K) - With Holoviews, your data visualizes itself. BSD-3

GitHub (👨‍💻 120 · 🔀 360 · 📋 2.8K - 31% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/holoviz/holoviews
```
PyPi (📥 350K / month · 📦 210 · ⏱️ 06.05.2022):
```
 pip install holoviews
```

Conda (📥 710K · ⏱️ 09.05.2022):

 conda install -c conda-forge holoviews

npm (📥 1.8K / month · ⏱️ 24.05.2020):
```
 npm install @pyviz/jupyterlab_pyviz
```

PyQtGraph (🥈33 · ⭐ 2.8K) - Fast data visualization and GUI tools for scientific / engineering.. MIT

GitHub (👨‍💻 220 · 🔀 920 · 📋 1K - 31% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/pyqtgraph/pyqtgraph
```
PyPi (📥 92K / month · 📦 790 · ⏱️ 04.03.2022):
```
 pip install pyqtgraph
```

Conda (📥 240K · ⏱️ 05.03.2022):

 conda install -c conda-forge pyqtgraph

PyVista (🥈33 · ⭐ 1.3K) - 3D plotting and mesh analysis through a streamlined interface for.. MIT

GitHub (👨‍💻 90 · 🔀 250 · 📥 640 · 📦 750 · 📋 790 - 28% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/pyvista/pyvista
```
PyPi (📥 68K / month · 📦 100 · ⏱️ 18.04.2022):
```
 pip install pyvista
```
Conda (📥 170K · ⏱️ 15.04.2022):
```
 conda install -c conda-forge pyvista
```

FiftyOne (🥈33 · ⭐ 1.3K) - Visualize, create, and debug image and video datasets.. Apache-2

GitHub (👨‍💻 37 · 🔀 170 · 📦 110 · 📋 750 - 31% open · ⏱️ 16.05.2022):
```
 git clone https://github.com/voxel51/fiftyone
```
PyPi (📥 22K / month · 📦 1 · ⏱️ 26.04.2022):
```
 pip install fiftyone
```

wordcloud (🥈32 · ⭐ 8.8K) - A little word cloud generator in Python. MIT

GitHub (👨‍💻 65 · 🔀 2.2K · 📋 480 - 23% open · ⏱️ 26.04.2022):
```
 git clone https://github.com/amueller/word_cloud
```
PyPi (📥 710K / month · 📦 710 · ⏱️ 11.11.2020):
```
 pip install wordcloud
```

Conda (📥 280K · ⏱️ 15.11.2021):

 conda install -c conda-forge wordcloud

plotnine (🥈32 · ⭐ 3.1K) - A grammar of graphics for Python. MIT

GitHub (👨‍💻 94 · 🔀 160 · 📋 490 - 12% open · ⏱️ 05.05.2022):
```
 git clone https://github.com/has2k1/plotnine
```
PyPi (📥 250K / month · 📦 200 · ⏱️ 25.03.2021):
```
 pip install plotnine
```
Conda (📥 170K · ⏱️ 25.03.2021):
```
 conda install -c conda-forge plotnine
```

VisPy (🥈32 · ⭐ 2.9K) - High-performance interactive 2D/3D data visualization library. BSD-3

GitHub (👨‍💻 170 · 🔀 590 · 📦 740 · 📋 1.3K - 21% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/vispy/vispy
```
PyPi (📥 50K / month · 📦 96 · ⏱️ 18.04.2022):
```
 pip install vispy
```
Conda (📥 220K · ⏱️ 18.04.2022):
```
 conda install -c conda-forge vispy
```
npm (📥 35 / month · ⏱️ 15.03.2020):
```
 npm install vispy
```

datashader (🥈32 · ⭐ 2.8K) - Quickly and accurately render even the largest data. BSD-3

GitHub (👨‍💻 47 · 🔀 350 · 📦 1.1K · 📋 500 - 25% open · ⏱️ 06.05.2022):
```
 git clone https://github.com/holoviz/datashader
```
PyPi (📥 46K / month · 📦 95 · ⏱️ 07.05.2022):
```
 pip install datashader
```

Conda (📥 300K · ⏱️ 26.04.2022):

 conda install -c conda-forge datashader

Perspective (🥈31 · ⭐ 4.5K) - A data visualization and analytics component, especially.. Apache-2

GitHub (👨‍💻 69 · 🔀 470 · 📦 250 · 📋 520 - 16% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/finos/perspective
```
PyPi (📥 2.7K / month · 📦 9 · ⏱️ 14.03.2022):
```
 pip install perspective-python
```

Conda (📥 59K · ⏱️ 18.05.2022):

 conda install -c conda-forge perspective

npm (📥 2.8K / month · ⏱️ 13.05.2022):

 npm install @finos/perspective-jupyterlab

bqplot (🥈31 · ⭐ 3.3K) - Plotting library for IPython/Jupyter notebooks. Apache-2

GitHub (👨‍💻 57 · 🔀 460 · 📦 30 · 📋 580 - 38% open · ⏱️ 09.05.2022):
```
 git clone https://github.com/bqplot/bqplot
```
PyPi (📥 70K / month · 📦 92 · ⏱️ 11.02.2022):
```
 pip install bqplot
```
Conda (📥 960K · ⏱️ 11.02.2022):
```
 conda install -c conda-forge bqplot
```
npm (📥 26K / month · 📦 10 · ⏱️ 11.02.2022):
```
 npm install bqplot
```

D-Tale (🥉30 · ⭐ 3.4K) - Visualizer for pandas data structures. ❗️LGPL-2.1

GitHub (👨‍💻 23 · 🔀 270 · 📦 370 · 📋 460 - 8% open · ⏱️ 08.05.2022):
```
 git clone https://github.com/man-group/dtale
```
PyPi (📥 59K / month · 📦 12 · ⏱️ 08.05.2022):
```
 pip install dtale
```
Conda (📥 110K · ⏱️ 08.05.2022):
```
 conda install -c conda-forge dtale
```

missingno (🥉30 · ⭐ 3.2K) - Missing data visualization module for Python. MIT

GitHub (👨‍💻 17 · 🔀 400 · 📦 7.3K · 📋 120 - 5% open · ⏱️ 27.02.2022):
```
 git clone https://github.com/ResidentMario/missingno
```
PyPi (📥 960K / month · 📦 120 · ⏱️ 27.02.2022):
```
 pip install missingno
```

Conda (📥 160K · ⏱️ 15.02.2020):

 conda install -c conda-forge missingno

data-validation (🥉29 · ⭐ 630) - Library for exploring and validating machine learning.. Apache-2

GitHub (👨‍💻 24 · 🔀 120 · 📥 300 · 📦 470 · 📋 160 - 23% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/tensorflow/data-validation
```
PyPi (📥 1.3M / month · 📦 27 · ⏱️ 16.05.2022):
```
 pip install tensorflow-data-validation
```

hvPlot (🥉29 · ⭐ 560) - A high-level plotting API for pandas, dask, xarray, and networkx built on.. BSD-3

GitHub (👨‍💻 36 · 🔀 68 · 📦 1.2K · 📋 420 - 34% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/holoviz/hvplot
```
PyPi (📥 140K / month · 📦 62 · ⏱️ 09.05.2022):
```
 pip install hvplot
```
Conda (📥 170K · ⏱️ 09.05.2022):
```
 conda install -c conda-forge hvplot
```

Facets Overview (🥉27 · ⭐ 6.8K · 💤) - Visualizations for machine learning datasets. Apache-2

GitHub (👨‍💻 28 · 🔀 830 · 📦 110 · 📋 150 - 50% open · ⏱️ 06.05.2021):
```
 git clone https://github.com/pair-code/facets
```
PyPi (📥 280K / month · 📦 4 · ⏱️ 24.07.2019):
```
 pip install facets-overview
```

HyperTools (🥉26 · ⭐ 1.7K) - A Python toolbox for gaining geometric insights into high-dimensional.. MIT

GitHub (👨‍💻 21 · 🔀 160 · 📥 14 · 📦 190 · 📋 190 - 35% open · ⏱️ 12.02.2022):
```
 git clone https://github.com/ContextLab/hypertools
```
PyPi (📥 820 / month · 📦 10 · ⏱️ 12.02.2022):
```
 pip install hypertools
```

openTSNE (🥉26 · ⭐ 990) - Extensible, parallel implementations of t-SNE. BSD-3

GitHub (👨‍💻 10 · 🔀 120 · 📦 330 · 📋 100 - 3% open · ⏱️ 18.03.2022):
```
 git clone https://github.com/pavlin-policar/openTSNE
```
PyPi (📥 18K / month · 📦 9 · ⏱️ 18.03.2022):
```
 pip install opentsne
```
Conda (📥 140K · ⏱️ 13.11.2021):
```
 conda install -c conda-forge opentsne
```

pythreejs (🥉26 · ⭐ 810) - A Jupyter - Three.js bridge. BSD-3

GitHub (👨‍💻 29 · 🔀 180 · 📦 19 · 📋 220 - 33% open · ⏱️ 06.12.2021):
```
 git clone https://github.com/jupyter-widgets/pythreejs
```
PyPi (📥 48K / month · 📦 38 · ⏱️ 26.02.2021):
```
 pip install pythreejs
```

Conda (📥 380K · ⏱️ 02.03.2021):

 conda install -c conda-forge pythreejs

npm (📥 5.5K / month · 📦 7 · ⏱️ 26.02.2021):
```
 npm install jupyter-threejs
```

lets-plot (🥉26 · ⭐ 740) - An open-source plotting library for statistical data. MIT

GitHub (👨‍💻 16 · 🔀 33 · 📥 260 · 📦 16 · 📋 240 - 29% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/JetBrains/lets-plot
```
PyPi (📥 1.8K / month · 📦 1 · ⏱️ 21.03.2022):
```
 pip install lets-plot
```

vega (🥉25 · ⭐ 330) - IPython/Jupyter notebook module for Vega and Vega-Lite. BSD-3

GitHub (👨‍💻 11 · 🔀 59 · 📋 94 - 12% open · ⏱️ 01.05.2022):
```
 git clone https://github.com/vega/ipyvega
```
PyPi (📥 5.8K / month · 📦 84 · ⏱️ 10.02.2022):
```
 pip install vega
```
Conda (📥 480K · ⏱️ 10.02.2022):
```
 conda install -c conda-forge vega
```

HiPlot (🥉23 · ⭐ 2.3K) - HiPlot makes understanding high dimensional data easy. MIT

GitHub (👨‍💻 8 · 🔀 120 · 📦 4 · 📋 77 - 16% open · ⏱️ 26.03.2022):
```
 git clone https://github.com/facebookresearch/hiplot
```
PyPi (📥 14K / month · 📦 11 · ⏱️ 26.03.2022):
```
 pip install hiplot
```
Conda (📥 84K · ⏱️ 05.11.2021):
```
 conda install -c conda-forge hiplot
```

Sweetviz (🥉23 · ⭐ 2K · 💤) - Visualize and compare datasets, target values and associations, with.. MIT

GitHub (👨‍💻 6 · 🔀 200 · 📋 98 - 27% open · ⏱️ 08.07.2021):
```
 git clone https://github.com/fbdesignpro/sweetviz
```
PyPi (📥 89K / month · 📦 5 · ⏱️ 08.07.2021):
```
 pip install sweetviz
```
Conda (📥 9.8K · ⏱️ 09.07.2021):
```
 conda install -c conda-forge sweetviz
```

AutoViz (🥉23 · ⭐ 700) - Automatically Visualize any dataset, any size with a single line of.. Apache-2

GitHub (👨‍💻 12 · 🔀 100 · 📦 180 · 📋 54 - 7% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/AutoViML/AutoViz
```
PyPi (📥 55K / month · 📦 6 · ⏱️ 28.04.2022):
```
 pip install autoviz
```
Conda (📥 4.4K · ⏱️ 28.04.2022):
```
 conda install -c conda-forge autoviz
```

Pandas-Bokeh (🥉22 · ⭐ 780) - Bokeh Plotting Backend for Pandas and GeoPandas. MIT

GitHub (👨‍💻 14 · 🔀 100 · 📋 97 - 31% open · ⏱️ 25.03.2022):
```
 git clone https://github.com/PatrikHlobil/Pandas-Bokeh
```
PyPi (📥 10K / month · 📦 11 · ⏱️ 11.04.2021):
```
 pip install pandas-bokeh
```

python-ternary (🥉22 · ⭐ 550) - Ternary plotting library for python with matplotlib. MIT

GitHub (👨‍💻 27 · 🔀 140 · 📥 17 · 📦 92 · 📋 120 - 22% open · ⏱️ 27.02.2022):
```
 git clone https://github.com/marcharper/python-ternary
```
PyPi (📥 17K / month · 📦 21 · ⏱️ 17.02.2021):
```
 pip install python-ternary
```

Conda (📥 62K · ⏱️ 17.02.2021):

 conda install -c conda-forge python-ternary

joypy (🥉21 · ⭐ 420) - Joyplots in Python with matplotlib & pandas. MIT

GitHub (👨‍💻 6 · 🔀 47 · 📦 160 · 📋 48 - 22% open · ⏱️ 19.12.2021):
```
 git clone https://github.com/leotac/joypy
```
PyPi (📥 18K / month · 📦 5 · ⏱️ 19.12.2021):
```
 pip install joypy
```
Conda (📥 13K · ⏱️ 28.12.2020):
```
 conda install -c conda-forge joypy
```

PyWaffle (🥉20 · ⭐ 490) - Make Waffle Charts in Python. MIT

GitHub (👨‍💻 6 · 🔀 88 · 📦 130 · 📋 16 - 25% open · ⏱️ 21.12.2021):
```
 git clone https://github.com/gyli/PyWaffle
```
PyPi (📥 3.1K / month · 📦 1 · ⏱️ 21.12.2021):
```
 pip install pywaffle
```
Conda (📥 4.5K · ⏱️ 22.12.2021):
```
 conda install -c conda-forge pywaffle
```

Show 14 hidden projects...

cartopy (🥈31 · ⭐ 1K) - Cartopy - a cartographic python library with matplotlib support. ❗️LGPL-3.0
Cufflinks (🥉29 · ⭐ 2.6K · 💀) - Productivity Tools for Plotly + Pandas. MIT
Multicore-TSNE (🥉25 · ⭐ 1.7K · 💀) - Parallel t-SNE implementation with Python and Torch.. BSD-3
Chartify (🥉24 · ⭐ 3.2K · 💀) - Python library that makes it easy for data scientists to create.. Apache-2
pivottablejs (🥉23 · ⭐ 460 · 💀) - Dragndrop Pivot Tables and Charts for Jupyter/IPython.. MIT
PandasGUI (🥉22 · ⭐ 2.6K) - A GUI for Pandas DataFrames. ❗️MIT-0
PDPbox (🥉22 · ⭐ 680 · 💀) - python partial dependence plot toolbox. MIT
Popmon (🥉21 · ⭐ 300 · ➕) - Monitor the stability of a Pandas or Spark dataframe. MIT
ivis (🥉19 · ⭐ 260) - Dimensionality reduction in very large datasets using Siamese.. Apache-2
animatplot (🥉17 · ⭐ 390 · 💀) - A python package for animating plots build on matplotlib. MIT
pdvega (🥉16 · ⭐ 340 · 💀) - Interactive plotting for Pandas using Vega-Lite. MIT
data-describe (🥉16 · ⭐ 290) - datadescribe: Pythonic EDA Accelerator for Data Science. Apache-2
nx-altair (🥉16 · ⭐ 190 · 💀) - Draw interactive NetworkX graphs with Altair. MIT
nptsne (🥉14 · ⭐ 28 · 💀) - nptsne is a numpy compatible python binary package that offers a.. Apache-2

Text Data & NLP

Libraries for processing, cleaning, manipulating, and analyzing text data as well as libraries for NLP tasks such as language detection, fuzzy matching, classification, seq2seq learning, conversational AI, keyword extraction, and translation.

transformers (🥇49 · ⭐ 63K) - Transformers: State-of-the-art Machine Learning for.. Apache-2

GitHub (👨‍💻 1.3K · 🔀 15K · 📥 1.5K · 📦 28K · 📋 9.4K - 5% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/huggingface/transformers
```
PyPi (📥 6.7M / month · 📦 880 · ⏱️ 13.05.2022):
```
 pip install transformers
```

Conda (📥 200K · ⏱️ 31.01.2022):

 conda install -c conda-forge transformers

spaCy (🥇44 · ⭐ 23K) - Industrial-strength Natural Language Processing (NLP) in Python. MIT

GitHub (👨‍💻 680 · 🔀 3.8K · 📥 3.1K · 📦 39K · 📋 5.1K - 1% open · ⏱️ 17.05.2022):
```
 git clone https://github.com/explosion/spaCy
```
PyPi (📥 5.7M / month · 📦 2.3K · ⏱️ 05.04.2022):
```
 pip install spacy
```
Conda (📥 2.6M · ⏱️ 03.05.2022):
```
 conda install -c conda-forge spacy
```

nltk (🥇44 · ⭐ 11K) - Suite of libraries and programs for symbolic and statistical natural.. Apache-2

GitHub (👨‍💻 420 · 🔀 2.6K · 📦 140K · 📋 1.6K - 13% open · ⏱️ 13.05.2022):
```
 git clone https://github.com/nltk/nltk
```
PyPi (📥 13M / month · 📦 12K · ⏱️ 09.02.2022):
```
 pip install nltk
```
Conda (📥 1.2M · ⏱️ 29.12.2021):
```
 conda install -c conda-forge nltk
```

gensim (🥇42 · ⭐ 13K) - Topic Modelling for Humans. ❗️LGPL-2.1

GitHub (👨‍💻 430 · 🔀 4.2K · 📥 3.8K · 📦 33K · 📋 1.8K - 21% open · ⏱️ 06.05.2022):
```
 git clone https://github.com/RaRe-Technologies/gensim
```
PyPi (📥 6.2M / month · 📦 2.9K · ⏱️ 01.05.2022):
```
 pip install gensim
```
Conda (📥 790K · ⏱️ 02.05.2022):
```
 conda install -c conda-forge gensim
```

Rasa (🥇39 · ⭐ 14K) - Open source machine learning framework to automate text- and voice-.. Apache-2

GitHub (👨‍💻 540 · 🔀 4K · 📋 6.6K - 14% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/RasaHQ/rasa
```
PyPi (📥 160K / month · 📦 59 · ⏱️ 05.04.2022):
```
 pip install rasa
```

flair (🥇39 · ⭐ 12K) - A very simple framework for state-of-the-art Natural Language Processing.. MIT

GitHub (👨‍💻 220 · 🔀 1.9K · 📦 1.4K · 📋 1.9K - 5% open · ⏱️ 17.05.2022):
```
 git clone https://github.com/flairNLP/flair
```
PyPi (📥 84K / month · 📦 72 · ⏱️ 09.05.2022):
```
 pip install flair
```

Conda (📥 7.4K · ⏱️ 16.05.2022):

 conda install -c conda-forge python-flair

AllenNLP (🥇37 · ⭐ 11K) - An open-source NLP research library, built on PyTorch. Apache-2

GitHub (👨‍💻 260 · 🔀 2.2K · 📥 46 · 📦 2.5K · 📋 2.5K - 3% open · ⏱️ 09.05.2022):
```
 git clone https://github.com/allenai/allennlp
```
PyPi (📥 46K / month · 📦 180 · ⏱️ 14.04.2022):
```
 pip install allennlp
```
Conda (📥 57K · ⏱️ 15.04.2022):
```
 conda install -c conda-forge allennlp
```

fairseq (🥇36 · ⭐ 17K · 📉) - Facebook AI Research Sequence-to-Sequence Toolkit written in.. MIT

GitHub (👨‍💻 380 · 🔀 4.5K · 📥 240 · 📦 790 · 📋 3.4K - 16% open · ⏱️ 13.05.2022):
```
 git clone https://github.com/pytorch/fairseq
```
PyPi (📥 57K / month · 📦 37 · ⏱️ 05.01.2021):
```
 pip install fairseq
```
Conda (📥 14K · ⏱️ 28.04.2021):
```
 conda install -c conda-forge fairseq
```

ChatterBot (🥇36 · ⭐ 12K · 💤) - ChatterBot is a machine learning, conversational dialog engine.. BSD-3

GitHub (👨‍💻 100 · 🔀 4K · 📦 4.4K · 📋 1.6K - 19% open · ⏱️ 01.06.2021):
```
 git clone https://github.com/gunthercox/ChatterBot
```
PyPi (📥 86K / month · 📦 350 · ⏱️ 22.08.2020):
```
 pip install chatterbot
```

ParlAI (🥇35 · ⭐ 8.8K) - A framework for training and evaluating AI models on a variety of.. MIT

GitHub (👨‍💻 180 · 🔀 1.8K · 📦 76 · 📋 1.3K - 6% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/facebookresearch/ParlAI
```
PyPi (📥 1.7K / month · 📦 3 · ⏱️ 30.03.2022):
```
 pip install parlai
```

stanza (🥇35 · ⭐ 6.1K) - Official Stanford NLP Python Library for Many Human Languages. Apache-2

GitHub (👨‍💻 48 · 🔀 790 · 📦 1.1K · 📋 710 - 12% open · ⏱️ 23.04.2022):
```
 git clone https://github.com/stanfordnlp/stanza
```
PyPi (📥 390K / month · 📦 67 · ⏱️ 23.04.2022):
```
 pip install stanza
```
Conda (📥 5.1K · ⏱️ 23.04.2022):
```
 conda install -c stanfordnlp stanza
```

spark-nlp (🥇35 · ⭐ 2.7K) - State of the Art Natural Language Processing. Apache-2

GitHub (👨‍💻 120 · 🔀 560 · 📋 680 - 8% open · ⏱️ 17.05.2022):
```
 git clone https://github.com/JohnSnowLabs/spark-nlp
```
PyPi (📥 1.6M / month · 📦 11 · ⏱️ 05.05.2022):
```
 pip install spark-nlp
```

TextBlob (🥈34 · ⭐ 8.2K · 💤) - Simple, Pythonic, text processing--Sentiment analysis, part-of-.. MIT

GitHub (👨‍💻 35 · 🔀 1.1K · 📥 98 · 📦 20K · 📋 260 - 39% open · ⏱️ 22.10.2021):
```
 git clone https://github.com/sloria/TextBlob
```
PyPi (📥 930K / month · 📦 1.4K · ⏱️ 15.12.2021):
```
 pip install textblob
```
Conda (📥 160K · ⏱️ 24.02.2019):
```
 conda install -c conda-forge textblob
```

sentence-transformers (🥈34 · ⭐ 7.7K) - Multilingual Sentence & Image Embeddings with BERT. Apache-2

GitHub (👨‍💻 79 · 🔀 1.5K · 📦 3.2K · 📋 1.4K - 51% open · ⏱️ 12.05.2022):
```
 git clone https://github.com/UKPLab/sentence-transformers
```
PyPi (📥 2.8M / month · 📦 110 · ⏱️ 10.02.2022):
```
 pip install sentence-transformers
```

Conda (📥 21K · ⏱️ 20.02.2022):

 conda install -c conda-forge sentence-transformers

sentencepiece (🥈34 · ⭐ 5.9K) - Unsupervised text tokenizer for Neural Network-based text.. Apache-2

GitHub (👨‍💻 66 · 🔀 810 · 📥 21K · 📦 15K · 📋 520 - 7% open · ⏱️ 17.05.2022):
```
 git clone https://github.com/google/sentencepiece
```
PyPi (📥 6.5M / month · 📦 390 · ⏱️ 18.06.2021):
```
 pip install sentencepiece
```

Conda (📥 180K · ⏱️ 08.04.2022):

 conda install -c conda-forge sentencepiece

Tokenizers (🥈34 · ⭐ 5.6K) - Fast State-of-the-Art Tokenizers optimized for Research and.. Apache-2

GitHub (👨‍💻 56 · 🔀 470 · 📦 48 · 📋 630 - 30% open · ⏱️ 05.05.2022):
```
 git clone https://github.com/huggingface/tokenizers
```
PyPi (📥 7.1M / month · 📦 120 · ⏱️ 13.04.2022):
```
 pip install tokenizers
```

Conda (📥 160K · ⏱️ 13.04.2022):

 conda install -c conda-forge tokenizers

fastText (🥈33 · ⭐ 24K) - Library for fast text representation and classification. MIT

GitHub (👨‍💻 59 · 🔀 4.4K · 📦 2.9K · 📋 1.1K - 43% open · ⏱️ 04.03.2022):
```
 git clone https://github.com/facebookresearch/fastText
```
PyPi (📥 490K / month · 📦 180 · ⏱️ 28.04.2020):
```
 pip install fasttext
```
Conda (📥 29K · ⏱️ 16.04.2022):
```
 conda install -c conda-forge fasttext
```

Dedupe (🥈33 · ⭐ 3.4K) - A python library for accurate and scalable fuzzy matching, record.. MIT

GitHub (👨‍💻 63 · 🔀 470 · 📦 220 · 📋 730 - 5% open · ⏱️ 08.05.2022):
```
 git clone https://github.com/dedupeio/dedupe
```
PyPi (📥 300K / month · 📦 48 · ⏱️ 20.04.2022):
```
 pip install dedupe
```
Conda (📥 3.4K · ⏱️ 20.04.2022):
```
 conda install -c conda-forge dedupe
```

torchtext (🥈33 · ⭐ 3K) - Data loaders and abstractions for text and NLP. BSD-3

GitHub (👨‍💻 130 · 🔀 700 · 📋 710 - 44% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/pytorch/text
```
PyPi (📥 160K / month · 📦 430 · ⏱️ 10.03.2022):
```
 pip install torchtext
```

TensorFlow Text (🥈33 · ⭐ 940) - Making text a first-class citizen in TensorFlow. Apache-2

GitHub (👨‍💻 86 · 🔀 210 · 📦 1.8K · 📋 210 - 39% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/tensorflow/text
```
PyPi (📥 3.6M / month · 📦 77 · ⏱️ 18.05.2022):
```
 pip install tensorflow-text
```

OpenNMT (🥈32 · ⭐ 5.6K) - Open Source Neural Machine Translation in PyTorch. MIT

GitHub (👨‍💻 170 · 🔀 2.1K · 📦 140 · 📋 1.3K - 8% open · ⏱️ 09.02.2022):
```
 git clone https://github.com/OpenNMT/OpenNMT-py
```
PyPi (📥 30K / month · 📦 9 · ⏱️ 14.09.2021):
```
 pip install OpenNMT-py
```

DeepPavlov (🥈31 · ⭐ 5.7K) - An open source library for deep learning end-to-end dialog.. Apache-2

GitHub (👨‍💻 67 · 🔀 1K · 📦 260 · 📋 630 - 12% open · ⏱️ 27.04.2022):
```
 git clone https://github.com/deepmipt/DeepPavlov
```
PyPi (📥 12K / month · 📦 6 · ⏱️ 27.04.2022):
```
 pip install deeppavlov
```

haystack (🥈31 · ⭐ 4.7K) - Haystack is an open source NLP framework that leverages Transformer.. Apache-2

GitHub (👨‍💻 120 · 🔀 750 · 📥 12 · 📋 1.3K - 14% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/deepset-ai/haystack
```
PyPi (📥 1.1K / month · 📦 85 · ⏱️ 15.12.2021):
```
 pip install haystack
```

jellyfish (🥈31 · ⭐ 1.7K) - a python library for doing approximate and phonetic matching of.. BSD-2

GitHub (👨‍💻 25 · 🔀 150 · 📦 3.7K · 📋 110 - 9% open · ⏱️ 07.01.2022):
```
 git clone https://github.com/jamesturk/jellyfish
```
PyPi (📥 2.1M / month · 📦 400 · ⏱️ 07.01.2022):
```
 pip install jellyfish
```

Conda (📥 220K · ⏱️ 08.04.2022):

 conda install -c conda-forge jellyfish

snowballstemmer (🥈31 · ⭐ 560) - Snowball compiler and stemming algorithms. BSD-3

GitHub (👨‍💻 28 · 🔀 160 · 📦 4 · 📋 77 - 42% open · ⏱️ 17.12.2021):
```
 git clone https://github.com/snowballstem/snowball
```
PyPi (📥 6.7M / month · 📦 6.7K · ⏱️ 16.11.2021):
```
 pip install snowballstemmer
```

Conda (📥 4.3M · ⏱️ 17.11.2021):

 conda install -c conda-forge snowballstemmer

ftfy (🥈30 · ⭐ 3.2K) - Fixes mojibake and other glitches in Unicode text, after the fact. MIT

GitHub (👨‍💻 18 · 🔀 110 · 📦 5.7K · 📋 130 - 9% open · ⏱️ 09.02.2022):
```
 git clone https://github.com/rspeer/python-ftfy
```
PyPi (📥 1.8M / month · 📦 490 · ⏱️ 09.02.2022):
```
 pip install ftfy
```
Conda (📥 160K · ⏱️ 13.03.2022):
```
 conda install -c conda-forge ftfy
```

SciSpacy (🥈30 · ⭐ 1.2K) - A full spaCy pipeline and models for scientific/biomedical documents. Apache-2

GitHub (👨‍💻 23 · 🔀 150 · 📦 460 · 📋 260 - 14% open · ⏱️ 10.03.2022):
```
 git clone https://github.com/allenai/scispacy
```
PyPi (📥 28K / month · 📦 17 · ⏱️ 10.03.2022):
```
 pip install scispacy
```

NeMo (🥈29 · ⭐ 4.2K) - NeMo: a toolkit for conversational AI. Apache-2

GitHub (👨‍💻 150 · 🔀 960 · 📥 4.2K · 📋 1.1K - 6% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/NVIDIA/NeMo
```
PyPi (📥 17K / month · 📦 7 · ⏱️ 26.04.2022):
```
 pip install nemo-toolkit
```

nlpaug (🥈29 · ⭐ 3.2K) - Data augmentation for NLP. MIT

GitHub (👨‍💻 30 · 🔀 360 · 📦 320 · 📋 180 - 20% open · ⏱️ 03.04.2022):
```
 git clone https://github.com/makcedward/nlpaug
```
PyPi (📥 58K / month · 📦 14 · ⏱️ 23.12.2021):
```
 pip install nlpaug
```
Conda (📥 1.8K · ⏱️ 25.12.2021):
```
 conda install -c conda-forge nlpaug
```

Sumy (🥈29 · ⭐ 2.8K) - Module for automatic summarization of text documents and HTML pages. Apache-2

GitHub (👨‍💻 22 · 🔀 470 · 📦 1.2K · 📋 100 - 13% open · ⏱️ 21.04.2022):
```
 git clone https://github.com/miso-belica/sumy
```
PyPi (📥 22K / month · 📦 100 · ⏱️ 21.04.2022):
```
 pip install sumy
```
Conda (📥 900 · ⏱️ 22.04.2022):
```
 conda install -c conda-forge sumy
```

PyText (🥈28 · ⭐ 6.3K) - A natural language modeling framework based on PyTorch. BSD-3

GitHub (👨‍💻 230 · 🔀 800 · 📥 290 · 📦 110 · 📋 220 - 66% open · ⏱️ 15.05.2022):
```
 git clone https://github.com/facebookresearch/pytext
```
PyPi (📥 350 / month · 📦 1 · ⏱️ 08.06.2020):
```
 pip install pytext-nlp
```

vaderSentiment (🥈28 · ⭐ 3.6K) - VADER Sentiment Analysis. VADER (Valence Aware Dictionary and.. MIT

GitHub (👨‍💻 11 · 🔀 860 · 📦 3.8K · 📋 110 - 30% open · ⏱️ 01.04.2022):
```
 git clone https://github.com/cjhutto/vaderSentiment
```
PyPi (📥 200K / month · 📦 170 · ⏱️ 22.05.2020):
```
 pip install vadersentiment
```

Conda (📥 8.6K · ⏱️ 22.03.2021):

 conda install -c conda-forge vadersentiment

TextDistance (🥈28 · ⭐ 2.8K) - Compute distance between sequences. 30+ algorithms, pure python.. MIT

GitHub (👨‍💻 11 · 🔀 230 · 📥 650 · 📦 2.2K · ⏱️ 29.11.2021):
```
 git clone https://github.com/life4/textdistance
```
PyPi (📥 510K / month · 📦 39 · ⏱️ 27.10.2021):
```
 pip install textdistance
```

Conda (📥 110K · ⏱️ 27.10.2021):

 conda install -c conda-forge textdistance

neuralcoref (🥈28 · ⭐ 2.5K · 💤) - Fast Coreference Resolution in spaCy with Neural Networks. MIT

GitHub (👨‍💻 21 · 🔀 440 · 📥 390 · 📦 490 · 📋 300 - 16% open · ⏱️ 22.06.2021):
```
 git clone https://github.com/huggingface/neuralcoref
```
PyPi (📥 110K / month · 📦 14 · ⏱️ 08.04.2019):
```
 pip install neuralcoref
```

Conda (📥 11K · ⏱️ 21.02.2020):

 conda install -c conda-forge neuralcoref

GluonNLP (🥈28 · ⭐ 2.4K · 💤) - Toolkit that enables easy text preprocessing, datasets.. Apache-2

GitHub (👨‍💻 82 · 🔀 520 · 📦 800 · 📋 560 - 46% open · ⏱️ 24.08.2021):
```
 git clone https://github.com/dmlc/gluon-nlp
```
PyPi (📥 34K / month · 📦 22 · ⏱️ 13.08.2020):
```
 pip install gluonnlp
```

textacy (🥈28 · ⭐ 1.9K) - NLP, before and after spaCy. Apache-2

GitHub (👨‍💻 32 · 🔀 230 · 📋 250 - 11% open · ⏱️ 06.03.2022):
```
 git clone https://github.com/chartbeat-labs/textacy
```
PyPi (📥 41K / month · 📦 100 · ⏱️ 06.12.2021):
```
 pip install textacy
```
Conda (📥 110K · ⏱️ 06.02.2022):
```
 conda install -c conda-forge textacy
```

PyTextRank (🥈28 · ⭐ 1.8K) - Python implementation of TextRank algorithms (textgraphs) for phrase.. MIT

GitHub (👨‍💻 18 · 🔀 330 · 📦 250 · 📋 86 - 29% open · ⏱️ 07.03.2022):
```
 git clone https://github.com/DerwenAI/pytextrank
```
PyPi (📥 20K / month · 📦 13 · ⏱️ 06.03.2022):
```
 pip install pytextrank
```

CLTK (🥈28 · ⭐ 720) - The Classical Language Toolkit. MIT

GitHub (👨‍💻 120 · 🔀 310 · 📥 25 · 📦 200 · 📋 520 - 4% open · ⏱️ 01.05.2022):
```
 git clone https://github.com/cltk/cltk
```
PyPi (📥 2K / month · 📦 42 · ⏱️ 26.04.2022):
```
 pip install cltk
```

Ciphey (🥉27 · ⭐ 9.9K) - Automatically decrypt encryptions without knowing the key or cipher,.. MIT

GitHub (👨‍💻 46 · 🔀 610 · 📋 290 - 17% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/Ciphey/Ciphey
```
PyPi (📥 14K / month · ⏱️ 06.06.2021):
```
 pip install ciphey
```
Docker Hub (📥 15K · ⭐ 7 · ⏱️ 14.04.2022):
```
 docker pull remnux/ciphey
```

T5 (🥉27 · ⭐ 4.2K) - Code for the paper Exploring the Limits of Transfer Learning with a.. Apache-2

GitHub (👨‍💻 48 · 🔀 570 · 📦 98 · 📋 400 - 15% open · ⏱️ 11.05.2022):
```
 git clone https://github.com/google-research/text-to-text-transfer-transformer
```
PyPi (📥 7.4K / month · 📦 2 · ⏱️ 18.10.2021):
```
 pip install t5
```

fastNLP (🥉27 · ⭐ 2.6K) - fastNLP: A Modularized and Extensible NLP Framework. Currently still.. Apache-2

GitHub (👨‍💻 54 · 🔀 420 · 📥 66 · 📦 78 · 📋 200 - 23% open · ⏱️ 06.12.2021):
```
 git clone https://github.com/fastnlp/fastNLP
```
PyPi (📥 1.4K / month · 📦 3 · ⏱️ 04.02.2019):
```
 pip install fastnlp
```

spacy-transformers (🥉27 · ⭐ 1.1K) - Use pretrained transformers like BERT, XLNet and GPT-2.. MIT spacy

GitHub (👨‍💻 18 · 🔀 140 · 📦 500 · ⏱️ 04.05.2022):
```
 git clone https://github.com/explosion/spacy-transformers
```
PyPi (📥 97K / month · 📦 17 · ⏱️ 15.03.2022):
```
 pip install spacy-transformers
```

Conda (📥 1.2K · ⏱️ 15.03.2022):

 conda install -c conda-forge spacy-transformers

english-words (🥉26 · ⭐ 7.1K) - A text file containing 479k English words for all your.. Unlicense

GitHub (👨‍💻 27 · 🔀 1.4K · 📋 92 - 68% open · ⏱️ 20.04.2022):
```
 git clone https://github.com/dwyl/english-words
```
PyPi (📥 18K / month · 📦 6 · ⏱️ 29.01.2022):
```
 pip install english-words
```

Snips NLU (🥉25 · ⭐ 3.7K · 💤) - Snips Python library to extract meaning from text. Apache-2

GitHub (👨‍💻 22 · 🔀 500 · 📋 260 - 23% open · ⏱️ 03.05.2021):
```
 git clone https://github.com/snipsco/snips-nlu
```
PyPi (📥 3.4K / month · 📦 11 · ⏱️ 15.01.2020):
```
 pip install snips-nlu
```

scattertext (🥉25 · ⭐ 1.8K) - Beautiful visualizations of how language differs among document.. Apache-2

GitHub (👨‍💻 12 · 🔀 250 · 📦 280 · 📋 87 - 19% open · ⏱️ 26.03.2022):
```
 git clone https://github.com/JasonKessler/scattertext
```
PyPi (📥 3.9K / month · 📦 10 · ⏱️ 26.03.2022):
```
 pip install scattertext
```

Conda (📥 61K · ⏱️ 26.03.2022):

 conda install -c conda-forge scattertext

MatchZoo (🥉24 · ⭐ 3.7K · 💤) - Facilitating the design, comparison and sharing of deep.. Apache-2

GitHub (👨‍💻 36 · 🔀 910 · 📦 10 · 📋 460 - 6% open · ⏱️ 02.06.2021):
```
 git clone https://github.com/NTMC-Community/MatchZoo
```
PyPi (📥 98 / month · ⏱️ 24.10.2019):
```
 pip install matchzoo
```

pytorch-nlp (🥉24 · ⭐ 2.1K · 💤) - Basic Utilities for PyTorch Natural Language Processing.. BSD-3

GitHub (👨‍💻 18 · 🔀 250 · 📦 380 · 📋 67 - 26% open · ⏱️ 10.07.2021):
```
 git clone https://github.com/PetrochukM/PyTorch-NLP
```
PyPi (📥 7.2K / month · 📦 17 · ⏱️ 04.11.2019):
```
 pip install pytorch-nlp
```

fast-bert (🥉24 · ⭐ 1.7K) - Super easy library for BERT based NLP models. Apache-2

GitHub (👨‍💻 36 · 🔀 330 · 📋 250 - 61% open · ⏱️ 12.04.2022):
```
 git clone https://github.com/utterworks/fast-bert
```
PyPi (📥 2K / month · 📦 2 · ⏱️ 12.04.2022):
```
 pip install fast-bert
```

Kashgari (🥉23 · ⭐ 2.3K · 💤) - Kashgari is a production-level NLP Transfer learning.. Apache-2

GitHub (👨‍💻 21 · 🔀 440 · 📦 52 · 📋 370 - 10% open · ⏱️ 09.07.2021):
```
 git clone https://github.com/BrikerMan/Kashgari
```
PyPi (📥 65 / month · 📦 2 · ⏱️ 18.10.2019):
```
 pip install kashgari-tf
```

sense2vec (🥉23 · ⭐ 1.4K · 💤) - Contextually-keyed word vectors. MIT

GitHub (👨‍💻 17 · 🔀 230 · 📥 29K · 📦 140 · 📋 110 - 18% open · ⏱️ 16.08.2021):
```
 git clone https://github.com/explosion/sense2vec
```
PyPi (📥 4K / month · 📦 8 · ⏱️ 19.04.2021):
```
 pip install sense2vec
```

Conda (📥 25K · ⏱️ 14.07.2021):

 conda install -c conda-forge sense2vec

Sockeye (🥉23 · ⭐ 1.1K) - Sequence-to-sequence framework with a focus on Neural Machine.. Apache-2

GitHub (👨‍💻 56 · 🔀 310 · 📥 14 · 📋 280 - 2% open · ⏱️ 04.05.2022):
```
 git clone https://github.com/awslabs/sockeye
```
PyPi (📥 880 / month · 📦 2 · ⏱️ 05.05.2022):
```
 pip install sockeye
```

Texthero (🥉22 · ⭐ 2.5K · 💤) - Text preprocessing, representation and visualization from zero to.. MIT

GitHub (👨‍💻 18 · 🔀 210 · 📥 90 · 📋 140 - 55% open · ⏱️ 19.07.2021):
```
 git clone https://github.com/jbesomi/texthero
```
PyPi (📥 17K / month · 📦 4 · ⏱️ 01.07.2021):
```
 pip install texthero
```

qdrant (🥉22 · ⭐ 1.6K) - Qdrant - vector similarity search engine with extended filtering.. Apache-2

GitHub (👨‍💻 24 · 🔀 92 · 📋 200 - 23% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/qdrant/qdrant
```

FARM (🥉22 · ⭐ 1.5K) - Fast & easy transfer learning for NLP. Harvesting language models.. Apache-2

GitHub (👨‍💻 37 · 🔀 220 · 📋 440 - 8% open · ⏱️ 25.04.2022):
```
 git clone https://github.com/deepset-ai/FARM
```
PyPi (📥 4.6K / month · 📦 2 · ⏱️ 10.06.2021):
```
 pip install farm
```
Conda (📥 1K · ⏱️ 14.06.2021):
```
 conda install -c conda-forge farm
```

rubrix (🥉22 · ⭐ 1.1K) - Rubrix, open-source framework for data-centric NLP. Data annotation.. Apache-2

GitHub (👨‍💻 19 · 🔀 90 · 📋 560 - 13% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/recognai/rubrix
```
PyPi (📥 960 / month · ⏱️ 10.05.2022):
```
 pip install rubrix
```
Conda (📥 1.2K · ⏱️ 10.05.2022):
```
 conda install -c conda-forge rubrix
```

detoxify (🥉22 · ⭐ 420) - Trained models & code to predict toxic comments on all 3 Jigsaw.. Apache-2

GitHub (👨‍💻 6 · 🔀 50 · 📥 43K · 📦 86 · 📋 34 - 50% open · ⏱️ 20.04.2022):
```
 git clone https://github.com/unitaryai/detoxify
```
PyPi (📥 14K / month · 📦 2 · ⏱️ 12.04.2022):
```
 pip install detoxify
```

DeepMatcher (🥉21 · ⭐ 4.2K · 💤) - Python package for performing Entity and Text Matching using.. BSD-3

GitHub (👨‍💻 7 · 🔀 1.5K · 📦 19 · 📋 83 - 73% open · ⏱️ 13.06.2021):
```
 git clone https://github.com/anhaidgroup/deepmatcher
```
PyPi (📥 960 / month · ⏱️ 13.06.2021):
```
 pip install deepmatcher
```

gpt-2-simple (🥉21 · ⭐ 2.9K · 💤) - Python package to easily retrain OpenAIs GPT-2 text-.. MIT

GitHub (👨‍💻 18 · 🔀 590 · 📥 300 · 📋 250 - 61% open · ⏱️ 18.10.2021):
```
 git clone https://github.com/minimaxir/gpt-2-simple
```
PyPi (📥 5.3K / month · 📦 5 · ⏱️ 18.10.2021):
```
 pip install gpt-2-simple
```

NLP Architect (🥉21 · ⭐ 2.8K · 💤) - A model library for exploring state-of-the-art deep.. Apache-2

GitHub (👨‍💻 37 · 🔀 440 · 📦 8 · 📋 130 - 15% open · ⏱️ 12.09.2021):
```
 git clone https://github.com/IntelLabs/nlp-architect
```
PyPi (📥 120 / month · ⏱️ 12.04.2020):
```
 pip install nlp-architect
```

lightseq (🥉21 · ⭐ 2.1K) - LightSeq: A High Performance Library for Sequence Processing and.. Apache-2

GitHub (👨‍💻 9 · 🔀 220 · 📥 620 · 📋 170 - 54% open · ⏱️ 07.05.2022):
```
 git clone https://github.com/bytedance/lightseq
```
PyPi (📥 810 / month · ⏱️ 26.01.2022):
```
 pip install lightseq
```

OpenPrompt (🥉21 · ⭐ 1.4K) - An Open-Source Framework for Prompt-Learning. Apache-2

GitHub (👨‍💻 13 · 🔀 150 · 📦 9 · 📋 120 - 6% open · ⏱️ 12.05.2022):
```
 git clone https://github.com/thunlp/OpenPrompt
```
PyPi (📥 520 / month · ⏱️ 15.04.2022):
```
 pip install openprompt
```

jiant (🥉21 · ⭐ 1.4K) - jiant is an nlp toolkit. MIT

GitHub (👨‍💻 57 · 🔀 270 · 📦 2 · 📋 550 - 11% open · ⏱️ 31.03.2022):
```
 git clone https://github.com/nyu-mll/jiant
```
PyPi (📥 72 / month · ⏱️ 10.05.2021):
```
 pip install jiant
```

finetune (🥉20 · ⭐ 660) - Scikit-learn style model finetuning for NLP. MPL-2.0

GitHub (👨‍💻 19 · 🔀 71 · 📦 9 · 📋 140 - 15% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/IndicoDataSolutions/finetune
```
PyPi (📥 75 / month · 📦 2 · ⏱️ 20.12.2021):
```
 pip install finetune
```

TextBox (🥉17 · ⭐ 360) - TextBox is an open-source library for building text generation system. MIT

GitHub (👨‍💻 14 · 🔀 63 · 📦 5 · 📋 20 - 15% open · ⏱️ 06.05.2022):
```
 git clone https://github.com/RUCAIBox/TextBox
```
PyPi (📥 57 / month · ⏱️ 15.04.2021):
```
 pip install textbox
```

OpenNRE (🥉16 · ⭐ 3.6K) - An Open-Source Package for Neural Relation Extraction (NRE). MIT

GitHub (👨‍💻 10 · 🔀 940 · 📋 350 - 5% open · ⏱️ 06.04.2022):
```
 git clone https://github.com/thunlp/OpenNRE
```

Camphr (🥉16 · ⭐ 340 · 💤) - Camphr - NLP libary for creating pipeline components. Apache-2 spacy

GitHub (👨‍💻 7 · 🔀 18 · 📋 28 - 7% open · ⏱️ 18.08.2021):
```
 git clone https://github.com/PKSHATechnology-Research/camphr
```
PyPi (📥 190 / month · 📦 2 · ⏱️ 28.07.2021):
```
 pip install camphr
```

Translate (🥉15 · ⭐ 740) - Translate - a PyTorch Language Library. BSD-3

GitHub (👨‍💻 87 · 🔀 170 · 📋 93 - 70% open · ⏱️ 15.05.2022):
```
 git clone https://github.com/pytorch/translate
```
PyPi (📥 4 / month · ⏱️ 01.05.2018):
```
 pip install pytorch-translate
```

VizSeq (🥉15 · ⭐ 400) - An Analysis Toolkit for Natural Language Generation (Translation,.. MIT

GitHub (👨‍💻 3 · 🔀 47 · 📦 6 · 📋 16 - 43% open · ⏱️ 29.04.2022):
```
 git clone https://github.com/facebookresearch/vizseq
```
PyPi (📥 51 / month · ⏱️ 07.08.2020):
```
 pip install vizseq
```

Show 28 hidden projects...

fuzzywuzzy (🥈32 · ⭐ 8.7K · 💤) - Fuzzy String Matching in Python. ❗️GPL-2.0
langid (🥉27 · ⭐ 2K · 💀) - Stand-alone language identification system. BSD-3
polyglot (🥉26 · ⭐ 2K · 💀) - Multilingual text (NLP) processing toolkit. ❗️GPL-3.0
flashtext (🥉25 · ⭐ 5.2K · 💀) - Extract Keywords from sentence or Replace keywords in sentences. MIT
textgenrnn (🥉24 · ⭐ 4.7K · 💀) - Easily train your own text-generating neural network of any.. MIT
whoosh (🥉24 · ⭐ 230) - Pure-Python full-text search library. ❗️BSD-1-Clause
YouTokenToMe (🥉23 · ⭐ 800 · 💀) - Unsupervised text tokenizer focused on computational efficiency. MIT
pySBD (🥉23 · ⭐ 440 · 💀) - pySBD (Python Sentence Boundary Disambiguation) is a rule-based sentence.. MIT
Texar (🥉22 · ⭐ 2.3K · 💀) - Toolkit for Machine Learning, Natural Language Processing, and.. Apache-2
DELTA (🥉21 · ⭐ 1.5K · 💀) - DELTA is a deep learning based natural language and speech.. Apache-2
anaGo (🥉21 · ⭐ 1.4K · 💀) - Bidirectional LSTM-CRF and ELMo for Named-Entity Recognition,.. MIT
happy-transformer (🥉21 · ⭐ 290) - A package built on top of Hugging Faces transformers.. Apache-2 huggingface
stop-words (🥉21 · ⭐ 140 · 💀) - Get list of common stop words in various languages in Python. BSD-3
fastT5 (🥉20 · ⭐ 290) - boost inference speed of T5 models by 5x & reduce the model size by 3x. Apache-2
pyfasttext (🥉20 · ⭐ 230 · 💀) - Yet another Python binding for fastText. ❗️GPL-3.0
textpipe (🥉19 · ⭐ 300 · 💤) - Textpipe: clean and extract metadata from text. MIT
NeuroNER (🥉17 · ⭐ 1.6K · 💀) - Named-entity recognition using neural networks. Easy-to-use and.. MIT
nboost (🥉17 · ⭐ 620 · 💀) - NBoost is a scalable, search-api-boosting platform for deploying.. Apache-2
textaugment (🥉17 · ⭐ 240) - TextAugment: Text Augmentation Library. MIT
skift (🥉17 · ⭐ 230) - scikit-learn wrappers for Python fastText. MIT
BLINK (🥉15 · ⭐ 880 · 💀) - Entity Linker solution. MIT
NeuralQA (🥉15 · ⭐ 220 · 💀) - NeuralQA: A Usable Library for Question Answering on Large Datasets.. MIT
Headliner (🥉14 · ⭐ 230 · 💀) - Easy training and deployment of seq2seq models. MIT
numerizer (🥉14 · ⭐ 140) - A Python module to convert natural language numerics into ints and.. MIT
spacy-dbpedia-spotlight (🥉14 · ⭐ 61) - A spaCy wrapper for DBpedia Spotlight. MIT spacy
TransferNLP (🥉13 · ⭐ 290 · 💀) - NLP library designed for reproducible experimentation.. MIT
ONNX-T5 (🥉13 · ⭐ 200 · 💀) - Summarization, translation, sentiment-analysis, text-generation.. Apache-2
textvec (🥉13 · ⭐ 180 · 💀) - Text vectorization tool to outperform TFIDF for classification.. MIT

Image Data

Libraries for image & video processing, manipulation, and augmentation as well as libraries for computer vision tasks such as facial recognition, object detection, and classification.

Pillow (🥇45 · ⭐ 9.8K) - The friendly PIL fork (Python Imaging Library). ❗️PIL

GitHub (👨‍💻 400 · 🔀 1.9K · 📋 2.5K - 5% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/python-pillow/Pillow
```
PyPi (📥 44M / month · 📦 63K · ⏱️ 17.05.2022):
```
 pip install Pillow
```
Conda (📥 15M · ⏱️ 17.05.2022):
```
 conda install -c conda-forge pillow
```

scikit-image (🥇44 · ⭐ 4.9K) - Image processing in Python. BSD-2

GitHub (👨‍💻 550 · 🔀 2K · 📦 100K · 📋 2.4K - 25% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/scikit-image/scikit-image
```
PyPi (📥 7.9M / month · 📦 9.2K · ⏱️ 17.02.2022):
```
 pip install scikit-image
```

Conda (📥 3.4M · ⏱️ 18.02.2022):

 conda install -c conda-forge scikit-image

torchvision (🥇42 · ⭐ 12K) - Datasets, Transforms and Models specific to Computer Vision. BSD-3

GitHub (👨‍💻 480 · 🔀 5.9K · 📥 5.3K · 📋 2.5K - 28% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/pytorch/vision
```
PyPi (📥 4.7M / month · 📦 3.6K · ⏱️ 10.03.2022):
```
 pip install torchvision
```

Conda (📥 240K · ⏱️ 29.03.2022):

 conda install -c conda-forge torchvision

MMDetection (🥇37 · ⭐ 20K) - OpenMMLab Detection Toolbox and Benchmark. Apache-2

GitHub (👨‍💻 340 · 🔀 7.2K · 📦 370 · 📋 5.8K - 9% open · ⏱️ 11.05.2022):
```
 git clone https://github.com/open-mmlab/mmdetection
```
PyPi (📥 41K / month · 📦 9 · ⏱️ 30.04.2022):
```
 pip install mmdet
```

PyTorch Image Models (🥇37 · ⭐ 19K) - PyTorch image models, scripts, pretrained weights --.. Apache-2

GitHub (👨‍💻 74 · 🔀 3.1K · 📥 1.2M · 📦 3K · 📋 500 - 12% open · ⏱️ 15.05.2022):
```
 git clone https://github.com/rwightman/pytorch-image-models
```
PyPi (📥 2.8M / month · 📦 94 · ⏱️ 15.05.2022):
```
 pip install timm
```
Conda (📥 17K · ⏱️ 30.06.2021):
```
 conda install -c conda-forge timm
```

MoviePy (🥇37 · ⭐ 9.2K) - Video editing with Python. MIT

GitHub (👨‍💻 150 · 🔀 1.2K · 📦 16K · 📋 1.2K - 24% open · ⏱️ 12.05.2022):
```
 git clone https://github.com/Zulko/moviepy
```
PyPi (📥 5.5M / month · 📦 750 · ⏱️ 05.10.2020):
```
 pip install moviepy
```
Conda (📥 110K · ⏱️ 16.04.2022):
```
 conda install -c conda-forge moviepy
```

imageio (🥈36 · ⭐ 1K) - Python library for reading and writing image data. BSD-2

GitHub (👨‍💻 89 · 🔀 210 · 📥 230 · 📦 62K · 📋 450 - 13% open · ⏱️ 16.05.2022):
```
 git clone https://github.com/imageio/imageio
```
PyPi (📥 17M / month · 📦 2.6K · ⏱️ 16.05.2022):
```
 pip install imageio
```
Conda (📥 2.8M · ⏱️ 17.05.2022):
```
 conda install -c conda-forge imageio
```

Kornia (🥈35 · ⭐ 6.6K) - Open Source Differentiable Computer Vision Library. Apache-2

GitHub (👨‍💻 170 · 🔀 650 · 📥 300 · 📦 1.3K · 📋 590 - 27% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/kornia/kornia
```
PyPi (📥 290K / month · 📦 54 · ⏱️ 17.05.2022):
```
 pip install kornia
```
Conda (📥 16K · ⏱️ 17.05.2022):
```
 conda install -c conda-forge kornia
```

InsightFace (🥈34 · ⭐ 12K) - State-of-the-art 2D and 3D Face Analysis Project. MIT

GitHub (👨‍💻 43 · 🔀 3.8K · 📦 160 · 📋 1.9K - 54% open · ⏱️ 16.05.2022):
```
 git clone https://github.com/deepinsight/insightface
```
PyPi (📥 21K / month · 📦 5 · ⏱️ 29.01.2022):
```
 pip install insightface
```

opencv-python (🥈34 · ⭐ 2.7K) - Automated CI toolchain to produce precompiled opencv-python,.. MIT

GitHub (👨‍💻 38 · 🔀 540 · 📋 540 - 7% open · ⏱️ 12.04.2022):
```
 git clone https://github.com/opencv/opencv-python
```
PyPi (📥 5.5M / month · 📦 8.9K · ⏱️ 09.03.2022):
```
 pip install opencv-python
```

Face Recognition (🥈33 · ⭐ 44K · 💤) - The worlds simplest facial recognition api for Python.. MIT

GitHub (👨‍💻 47 · 🔀 12K · 📥 460 · 📋 1.2K - 54% open · ⏱️ 14.06.2021):
```
 git clone https://github.com/ageitgey/face_recognition
```
PyPi (📥 54K / month · 📦 210 · ⏱️ 21.08.2018):
```
 pip install face_recognition
```

Conda (📥 6.3K · ⏱️ 30.04.2021):

 conda install -c conda-forge face_recognition

detectron2 (🥈33 · ⭐ 21K) - Detectron2 is a platform for object detection, segmentation.. Apache-2

GitHub (👨‍💻 200 · 🔀 5.7K · 📦 610 · 📋 3K - 7% open · ⏱️ 17.05.2022):
```
 git clone https://github.com/facebookresearch/detectron2
```
PyPi (📦 3 · ⏱️ 06.02.2020):
```
 pip install detectron2
```

Conda (📥 51K · ⏱️ 25.04.2022):

 conda install -c conda-forge detectron2

Albumentations (🥈33 · ⭐ 10K) - Fast image augmentation library and an easy-to-use wrapper.. MIT

GitHub (👨‍💻 100 · 🔀 1.3K · 📦 7.8K · 📋 640 - 45% open · ⏱️ 13.02.2022):
```
 git clone https://github.com/albumentations-team/albumentations
```
PyPi (📥 300K / month · 📦 210 · ⏱️ 04.10.2021):
```
 pip install albumentations
```

Conda (📥 37K · ⏱️ 15.07.2021):

 conda install -c conda-forge albumentations

GluonCV (🥈33 · ⭐ 5.2K) - Gluon CV Toolkit. Apache-2

GitHub (👨‍💻 120 · 🔀 1.1K · 📦 750 · 📋 820 - 7% open · ⏱️ 30.03.2022):
```
 git clone https://github.com/dmlc/gluon-cv
```
PyPi (📥 590K / month · 📦 59 · ⏱️ 19.05.2022):
```
 pip install gluoncv
```

Wand (🥈33 · ⭐ 1.2K) - The ctypes-based simple ImageMagick binding for Python. MIT

GitHub (👨‍💻 98 · 🔀 200 · 📥 7.6K · 📦 11K · 📋 370 - 4% open · ⏱️ 17.05.2022):
```
 git clone https://github.com/emcconville/wand
```
PyPi (📥 410K / month · 📦 690 · ⏱️ 17.08.2021):
```
 pip install wand
```
Conda (📥 11K · ⏱️ 18.05.2022):
```
 conda install -c conda-forge wand
```

PaddleDetection (🥈32 · ⭐ 7.7K) - Object Detection toolkit based on PaddlePaddle. It.. Apache-2

GitHub (👨‍💻 97 · 🔀 1.9K · 📦 15 · 📋 3.4K - 19% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/PaddlePaddle/PaddleDetection
```
PyPi (📥 330 / month · ⏱️ 24.04.2022):
```
 pip install paddledet
```

PaddleSeg (🥈31 · ⭐ 4.8K) - Easy-to-use image segmentation library with awesome pre-.. Apache-2

GitHub (👨‍💻 78 · 🔀 1K · 📦 540 · 📋 1.1K - 50% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/PaddlePaddle/PaddleSeg
```
PyPi (📥 1.5K / month · 📦 2 · ⏱️ 20.04.2022):
```
 pip install paddleseg
```

imutils (🥈31 · ⭐ 4.1K) - A series of convenience functions to make basic image processing.. MIT

GitHub (👨‍💻 21 · 🔀 960 · 📦 25K · 📋 220 - 65% open · ⏱️ 27.01.2022):
```
 git clone https://github.com/PyImageSearch/imutils
```
PyPi (📥 290K / month · 📦 760 · ⏱️ 15.01.2021):
```
 pip install imutils
```
Conda (📥 84K · ⏱️ 09.12.2021):
```
 conda install -c conda-forge imutils
```

deepface (🥈31 · ⭐ 3.8K) - A Lightweight Face Recognition and Facial Attribute Analysis (Age,.. MIT

GitHub (👨‍💻 25 · 🔀 860 · 📦 550 · 📋 450 - 1% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/serengil/deepface
```
PyPi (📥 32K / month · 📦 3 · ⏱️ 10.05.2022):
```
 pip install deepface
```

imageai (🥈30 · ⭐ 7K · 💤) - A python library built to empower developers to build applications and.. MIT

GitHub (👨‍💻 15 · 🔀 1.9K · 📥 750K · 📦 1.1K · 📋 680 - 37% open · ⏱️ 08.05.2021):
```
 git clone https://github.com/OlafenwaMoses/ImageAI
```
PyPi (📥 17K / month · 📦 16 · ⏱️ 05.01.2021):
```
 pip install imageai
```
Conda (📥 2.7K · ⏱️ 30.04.2021):
```
 conda install -c conda-forge imageai
```

ImageHash (🥈30 · ⭐ 2.4K · 💤) - A Python Perceptual Image Hashing Module. BSD-2

GitHub (👨‍💻 20 · 🔀 300 · 📦 5K · 📋 110 - 12% open · ⏱️ 07.09.2021):
```
 git clone https://github.com/JohannesBuchner/imagehash
```
PyPi (📥 1.4M / month · 📦 320 · ⏱️ 15.07.2021):
```
 pip install ImageHash
```

Conda (📥 180K · ⏱️ 15.07.2021):

 conda install -c conda-forge imagehash

vit-pytorch (🥈29 · ⭐ 10K) - Implementation of Vision Transformer, a simple way to achieve.. MIT

GitHub (👨‍💻 15 · 🔀 1.6K · 📦 110 · 📋 180 - 47% open · ⏱️ 04.05.2022):
```
 git clone https://github.com/lucidrains/vit-pytorch
```
PyPi (📥 22K / month · 📦 3 · ⏱️ 04.05.2022):
```
 pip install vit-pytorch
```

Augmentor (🥉28 · ⭐ 4.7K) - Image augmentation library in Python for machine learning. MIT

GitHub (👨‍💻 22 · 🔀 850 · 📦 450 · 📋 200 - 63% open · ⏱️ 09.05.2022):
```
 git clone https://github.com/mdbloice/Augmentor
```
PyPi (📥 16K / month · 📦 29 · ⏱️ 27.04.2022):
```
 pip install Augmentor
```

Face Alignment (🥉27 · ⭐ 5.7K · 💤) - 2D and 3D Face alignment library build using pytorch. BSD-3

GitHub (👨‍💻 23 · 🔀 1.2K · 📋 270 - 19% open · ⏱️ 04.08.2021):
```
 git clone https://github.com/1adrianb/face-alignment
```
PyPi (📥 9.9K / month · 📦 8 · ⏱️ 14.09.2021):
```
 pip install face-alignment
```

vidgear (🥉27 · ⭐ 2.2K) - A High-performance cross-platform Video Processing Python framework.. Apache-2

GitHub (👨‍💻 9 · 🔀 180 · 📥 590 · 📦 200 · 📋 220 - 0% open · ⏱️ 11.02.2022):
```
 git clone https://github.com/abhiTronix/vidgear
```
PyPi (📥 3.5K / month · 📦 5 · ⏱️ 11.02.2022):
```
 pip install vidgear
```

sahi (🥉27 · ⭐ 1.6K) - A lightweight vision library for performing large scale object detection/.. MIT

GitHub (👨‍💻 9 · 🔀 240 · 📥 190 · 📦 54 · 📋 150 - 13% open · ⏱️ 09.05.2022):
```
 git clone https://github.com/obss/sahi
```
PyPi (📥 19K / month · 📦 5 · ⏱️ 08.05.2022):
```
 pip install sahi
```
Conda (📥 2.6K · ⏱️ 08.05.2022):
```
 conda install -c conda-forge sahi
```

layout-parser (🥉26 · ⭐ 3K) - A Unified Toolkit for Deep Learning Based Document Image.. Apache-2

GitHub (👨‍💻 8 · 🔀 280 · 📦 70 · 📋 91 - 47% open · ⏱️ 05.04.2022):
```
 git clone https://github.com/Layout-Parser/layout-parser
```
PyPi (📥 5.4K / month · 📦 2 · ⏱️ 06.04.2022):
```
 pip install layoutparser
```

mtcnn (🥉26 · ⭐ 1.8K · 💤) - MTCNN face detection implementation for TensorFlow, as a PIP.. MIT

GitHub (👨‍💻 15 · 🔀 450 · 📦 2.2K · 📋 100 - 62% open · ⏱️ 09.07.2021):
```
 git clone https://github.com/ipazc/mtcnn
```
PyPi (📥 28K / month · 📦 43 · ⏱️ 09.07.2021):
```
 pip install mtcnn
```
Conda (📥 4.7K · ⏱️ 17.08.2021):
```
 conda install -c conda-forge mtcnn
```

lightly (🥉26 · ⭐ 1.6K) - A python library for self-supervised learning on images. MIT

GitHub (👨‍💻 18 · 🔀 120 · 📦 36 · 📋 320 - 19% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/lightly-ai/lightly
```
PyPi (📥 2.9K / month · 📦 1 · ⏱️ 17.05.2022):
```
 pip install lightly
```

mahotas (🥉26 · ⭐ 750) - Computer Vision in Python. MIT

GitHub (👨‍💻 32 · 🔀 140 · 📦 820 · 📋 78 - 21% open · ⏱️ 07.12.2021):
```
 git clone https://github.com/luispedro/mahotas
```
PyPi (📥 11K / month · 📦 110 · ⏱️ 14.10.2021):
```
 pip install mahotas
```
Conda (📥 320K · ⏱️ 17.11.2021):
```
 conda install -c conda-forge mahotas
```

pyvips (🥉26 · ⭐ 400) - python binding for libvips using cffi. MIT

GitHub (👨‍💻 13 · 🔀 39 · 📦 320 · 📋 280 - 37% open · ⏱️ 18.04.2022):
```
 git clone https://github.com/libvips/pyvips
```
PyPi (📥 19K / month · 📦 39 · ⏱️ 18.04.2022):
```
 pip install pyvips
```
Conda (📥 18K · ⏱️ 18.04.2022):
```
 conda install -c conda-forge pyvips
```

MMF (🥉25 · ⭐ 4.9K) - A modular framework for vision & language multimodal research from.. BSD-3

GitHub (👨‍💻 100 · 🔀 820 · 📦 12 · 📋 620 - 30% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/facebookresearch/mmf
```
PyPi (📥 480 / month · 📦 1 · ⏱️ 12.06.2020):
```
 pip install mmf
```

facenet-pytorch (🥉25 · ⭐ 2.9K) - Pretrained Pytorch face detection (MTCNN) and facial.. MIT

GitHub (👨‍💻 14 · 🔀 640 · 📥 290K · 📦 760 · 📋 150 - 40% open · ⏱️ 13.12.2021):
```
 git clone https://github.com/timesler/facenet-pytorch
```
PyPi (📥 13K / month · 📦 11 · ⏱️ 10.03.2021):
```
 pip install facenet-pytorch
```

pytorchvideo (🥉25 · ⭐ 2.4K) - A deep learning library for video understanding research. Apache-2

GitHub (👨‍💻 33 · 🔀 260 · 📋 130 - 41% open · ⏱️ 15.05.2022):
```
 git clone https://github.com/facebookresearch/pytorchvideo
```
PyPi (📥 18K / month · 📦 5 · ⏱️ 20.01.2022):
```
 pip install pytorchvideo
```

tensorflow-graphics (🥉24 · ⭐ 2.6K) - TensorFlow Graphics: Differentiable Graphics Layers.. Apache-2

GitHub (👨‍💻 36 · 🔀 340 · 📋 220 - 59% open · ⏱️ 04.04.2022):
```
 git clone https://github.com/tensorflow/graphics
```
PyPi (📥 3.1K / month · 📦 4 · ⏱️ 03.12.2021):
```
 pip install tensorflow-graphics
```

icevision (🥉24 · ⭐ 690) - An Agnostic Computer Vision Framework - Pluggable to any Training.. Apache-2

GitHub (👨‍💻 39 · 🔀 97 · 📋 640 - 21% open · ⏱️ 29.04.2022):
```
 git clone https://github.com/airctic/icevision
```
PyPi (📥 3.5K / month · 📦 5 · ⏱️ 10.02.2022):
```
 pip install icevision
```

CellProfiler (🥉24 · ⭐ 670 · 📉) - An open-source application for biological image analysis. BSD-3

GitHub (👨‍💻 130 · 🔀 310 · 📥 2.7K · 📦 8 · 📋 3.1K - 6% open · ⏱️ 15.03.2022):
```
 git clone https://github.com/CellProfiler/CellProfiler
```
PyPi (📥 760 / month · ⏱️ 04.09.2017):
```
 pip install cellprofiler
```

deep-daze (🥉23 · ⭐ 4.2K) - Simple command line tool for text to image generation using OpenAIs.. MIT

GitHub (👨‍💻 14 · 🔀 310 · 📦 38 · 📋 160 - 55% open · ⏱️ 13.03.2022):
```
 git clone https://github.com/lucidrains/deep-daze
```
PyPi (📥 2K / month · ⏱️ 13.03.2022):
```
 pip install deep-daze
```

Image Super-Resolution (🥉23 · ⭐ 3.6K · 💤) - Super-scale your images and run experiments with.. Apache-2

GitHub (👨‍💻 10 · 🔀 620 · 📦 83 · 📋 200 - 44% open · ⏱️ 02.06.2021):
```
 git clone https://github.com/idealo/image-super-resolution
```
PyPi (📥 4.4K / month · 📦 5 · ⏱️ 08.01.2020):
```
 pip install ISR
```

Docker Hub (📥 210 · ⏱️ 01.04.2019):

 docker pull idealo/image-super-resolution-gpu

vissl (🥉23 · ⭐ 2.6K) - VISSL is FAIRs library of extensible, modular and scalable components.. MIT

GitHub (👨‍💻 32 · 🔀 270 · 📦 7 · 📋 140 - 32% open · ⏱️ 15.05.2022):
```
 git clone https://github.com/facebookresearch/vissl
```
PyPi (📥 630 / month · 📦 1 · ⏱️ 02.11.2021):
```
 pip install vissl
```

Classy Vision (🥉23 · ⭐ 1.5K) - An end-to-end PyTorch framework for image and video.. MIT

GitHub (👨‍💻 75 · 🔀 250 · 📋 110 - 46% open · ⏱️ 15.05.2022):
```
 git clone https://github.com/facebookresearch/ClassyVision
```
PyPi (📥 1.8K / month · 📦 2 · ⏱️ 09.07.2021):
```
 pip install classy_vision
```

Conda (📥 12K · ⏱️ 22.03.2022):

 conda install -c conda-forge classy_vision

Norfair (🥉22 · ⭐ 1.4K) - Lightweight Python library for adding real-time object tracking to any.. BSD-3

GitHub (👨‍💻 12 · 🔀 120 · 📥 84 · 📋 57 - 31% open · ⏱️ 27.04.2022):
```
 git clone https://github.com/tryolabs/norfair
```
PyPi (📥 3.6K / month · 📦 1 · ⏱️ 19.04.2022):
```
 pip install norfair
```

image-match (🥉21 · ⭐ 2.7K · 💤) - Quickly search over billions of images. Apache-2

GitHub (👨‍💻 19 · 🔀 380 · 📋 100 - 53% open · ⏱️ 21.09.2021):
```
 git clone https://github.com/ProvenanceLabs/image-match
```
PyPi (📥 540 / month · 📦 4 · ⏱️ 13.02.2017):
```
 pip install image_match
```

pycls (🥉20 · ⭐ 1.9K) - Codebase for Image Classification Research, written in PyTorch. MIT

GitHub (👨‍💻 16 · 🔀 220 · 📦 5 · 📋 81 - 30% open · ⏱️ 15.05.2022):
```
 git clone https://github.com/facebookresearch/pycls
```
PyPi (📥 390 / month · ⏱️ 05.09.2020):
```
 pip install pycls
```

DE⫶TR (🥉19 · ⭐ 8.8K) - End-to-End Object Detection with Transformers. Apache-2

GitHub (👨‍💻 25 · 🔀 1.6K · 📋 430 - 37% open · ⏱️ 07.03.2022):
```
 git clone https://github.com/facebookresearch/detr
```

scenic (🥉19 · ⭐ 950) - Scenic: A Jax Library for Computer Vision Research and Beyond. Apache-2

GitHub (👨‍💻 36 · 🔀 110 · 📦 16 · 📋 59 - 57% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/google-research/scenic
```

PySlowFast (🥉18 · ⭐ 4.8K) - PySlowFast: video understanding codebase from FAIR for.. Apache-2

GitHub (👨‍💻 26 · 🔀 920 · 📦 7 · 📋 500 - 50% open · ⏱️ 27.04.2022):
```
 git clone https://github.com/facebookresearch/SlowFast
```
PyPi (📥 10 / month · ⏱️ 15.01.2020):
```
 pip install pyslowfast
```

Caer (🥉17 · ⭐ 620 · 💤) - A lightweight Computer Vision library. Scale your models, not boilerplate. MIT

GitHub (👨‍💻 8 · 🔀 100 · 📥 19 · 📋 15 - 13% open · ⏱️ 13.10.2021):
```
 git clone https://github.com/jasmcaus/caer
```
PyPi (📥 3.3K / month · 📦 1 · ⏱️ 13.10.2021):
```
 pip install caer
```

Show 12 hidden projects...

glfw (🥈36 · ⭐ 9.1K) - A multi-platform library for OpenGL, OpenGL ES, Vulkan, window and input. ❗️Zlib
imgaug (🥈35 · ⭐ 13K · 💀) - Image augmentation for machine learning experiments. MIT
PyTorch3D (🥈29 · ⭐ 6K) - PyTorch3D is FAIRs library of reusable components for deep.. ❗Unlicensed
Pillow-SIMD (🥉28 · ⭐ 1.8K) - The friendly PIL fork. ❗️PIL
chainercv (🥉27 · ⭐ 1.5K · 💀) - ChainerCV: a Library for Deep Learning in Computer Vision. MIT
segmentation_models (🥉25 · ⭐ 3.9K · 💀) - Segmentation models with pretrained backbones. Keras.. MIT
Image Deduplicator (🥉22 · ⭐ 4K · 💀) - Finding duplicate images made easy!. Apache-2
Luminoth (🥉21 · ⭐ 2.4K · 💀) - Deep Learning toolkit for Computer Vision. BSD-3
nude.py (🥉21 · ⭐ 860 · 💀) - Nudity detection with Python. MIT
solt (🥉16 · ⭐ 250 · 💀) - Streaming over lightweight data transformations. MIT
HugsVision (🥉15 · ⭐ 160) - HugsVision is a easy to use huggingface wrapper for state-of-the-.. MIT huggingface
Torch Points 3D (🥉14 · ⭐ 58 · 🐣) - Pytorch framework for doing deep learning on point.. BSD-3

Graph Data

Libraries for graph processing, clustering, embedding, and machine learning tasks.

networkx (🥇44 · ⭐ 11K · 📈) - Network Analysis in Python. BSD-3

GitHub (👨‍💻 590 · 🔀 2.6K · 📥 60 · 📦 110K · 📋 2.9K - 12% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/networkx/networkx
```
PyPi (📥 20M / month · 📦 13K · ⏱️ 18.05.2022):
```
 pip install networkx
```
Conda (📥 6.4M · ⏱️ 18.05.2022):
```
 conda install -c conda-forge networkx
```

PyTorch Geometric (🥇38 · ⭐ 15K · 📈) - Graph Neural Network Library for PyTorch. MIT

GitHub (👨‍💻 260 · 🔀 2.6K · 📋 2.5K - 37% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/pyg-team/pytorch_geometric
```
PyPi (📥 84K / month · 📦 43 · ⏱️ 12.03.2022):
```
 pip install torch-geometric
```

Conda (📥 6.4K · ⏱️ 16.05.2022):

 conda install -c conda-forge pytorch_geometric

dgl (🥇36 · ⭐ 9.6K) - Python package built to ease deep learning on graph, on top of existing.. Apache-2

GitHub (👨‍💻 200 · 🔀 2.3K · 📦 4 · 📋 1.5K - 15% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/dmlc/dgl
```
PyPi (📥 27K / month · 📦 45 · ⏱️ 16.03.2022):
```
 pip install dgl
```

StellarGraph (🥈28 · ⭐ 2.4K · 💤) - StellarGraph - Machine Learning on Graphs. Apache-2

GitHub (👨‍💻 36 · 🔀 360 · 📦 140 · 📋 1K - 27% open · ⏱️ 29.10.2021):
```
 git clone https://github.com/stellargraph/stellargraph
```
PyPi (📥 19K / month · 📦 5 · ⏱️ 30.06.2020):
```
 pip install stellargraph
```

ogb (🥈28 · ⭐ 1.3K) - Benchmark datasets, data loaders, and evaluators for graph machine learning. MIT

GitHub (👨‍💻 19 · 🔀 290 · 📦 290 · 📋 210 - 3% open · ⏱️ 14.05.2022):
```
 git clone https://github.com/snap-stanford/ogb
```
PyPi (📥 11K / month · 📦 13 · ⏱️ 23.02.2022):
```
 pip install ogb
```
Conda (📥 7.7K · ⏱️ 23.02.2022):
```
 conda install -c conda-forge ogb
```

pygraphistry (🥈27 · ⭐ 1.6K) - PyGraphistry is a Python library to quickly load, shape,.. BSD-3

GitHub (👨‍💻 21 · 🔀 160 · 📦 69 · 📋 210 - 42% open · ⏱️ 12.05.2022):
```
 git clone https://github.com/graphistry/pygraphistry
```
PyPi (📥 3K / month · 📦 4 · ⏱️ 13.05.2022):
```
 pip install graphistry
```

Paddle Graph Learning (🥈27 · ⭐ 1.3K) - Paddle Graph Learning (PGL) is an efficient and.. Apache-2

GitHub (👨‍💻 26 · 🔀 230 · 📦 26 · 📋 120 - 39% open · ⏱️ 11.05.2022):
```
 git clone https://github.com/PaddlePaddle/PGL
```
PyPi (📥 7.5K / month · 📦 2 · ⏱️ 21.04.2022):
```
 pip install pgl
```

Spektral (🥈26 · ⭐ 2.1K) - Graph Neural Networks with Keras and Tensorflow 2. MIT

GitHub (👨‍💻 20 · 🔀 280 · 📦 120 · 📋 220 - 19% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/danielegrattarola/spektral
```
PyPi (📥 6.4K / month · 📦 2 · ⏱️ 09.04.2022):
```
 pip install spektral
```

PyKEEN (🥈26 · ⭐ 850) - A Python library for learning and evaluating knowledge graph embeddings. MIT

GitHub (👨‍💻 26 · 🔀 120 · 📥 140 · 📋 400 - 30% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/pykeen/pykeen
```
PyPi (📥 1.4K / month · 📦 3 · ⏱️ 20.04.2022):
```
 pip install pykeen
```

PyTorch-BigGraph (🥈25 · ⭐ 3.1K) - Generate embeddings from large-scale graph-structured.. BSD-3

GitHub (👨‍💻 27 · 🔀 410 · 📥 130 · 📋 190 - 28% open · ⏱️ 15.05.2022):
```
 git clone https://github.com/facebookresearch/PyTorch-BigGraph
```
PyPi (📥 250K / month · 📦 3 · ⏱️ 01.05.2019):
```
 pip install torchbiggraph
```

pytorch_geometric_temporal (🥈25 · ⭐ 1.5K) - PyTorch Geometric Temporal: Spatiotemporal Signal.. MIT

GitHub (👨‍💻 21 · 🔀 230 · 📋 110 - 9% open · ⏱️ 24.04.2022):

 git clone https://github.com/benedekrozemberczki/pytorch_geometric_temporal

PyPi (📥 2.1K / month · 📦 2 · ⏱️ 04.04.2022):
```
 pip install torch-geometric-temporal
```

AmpliGraph (🥈23 · ⭐ 1.8K · 💤) - Python library for Representation Learning on Knowledge.. Apache-2

GitHub (👨‍💻 19 · 🔀 200 · 📦 20 · 📋 200 - 10% open · ⏱️ 25.05.2021):
```
 git clone https://github.com/Accenture/AmpliGraph
```
PyPi (📥 1.1K / month · ⏱️ 25.05.2021):
```
 pip install ampligraph
```

graph4nlp (🥈23 · ⭐ 1.3K) - Graph4nlp is the library for the easy use of Graph Neural.. Apache-2

GitHub (👨‍💻 27 · 🔀 160 · 📋 150 - 9% open · ⏱️ 02.05.2022):
```
 git clone https://github.com/graph4ai/graph4nlp
```
PyPi (📥 120 / month · ⏱️ 20.01.2022):
```
 pip install graph4nlp
```

Node2Vec (🥈23 · ⭐ 900) - Implementation of the node2vec algorithm. MIT

GitHub (👨‍💻 11 · 🔀 210 · ⏱️ 30.04.2022):
```
 git clone https://github.com/eliorc/node2vec
```
PyPi (📥 120K / month · 📦 15 · ⏱️ 30.04.2022):
```
 pip install node2vec
```
Conda (📥 21K · ⏱️ 25.04.2020):
```
 conda install -c conda-forge node2vec
```

torch-cluster (🥉22 · ⭐ 520) - PyTorch Extension Library of Optimized Graph Cluster.. MIT

GitHub (👨‍💻 20 · 🔀 95 · 📋 100 - 14% open · ⏱️ 20.04.2022):
```
 git clone https://github.com/rusty1s/pytorch_cluster
```
PyPi (📥 13K / month · 📦 27 · ⏱️ 11.03.2022):
```
 pip install torch-cluster
```

Conda (📥 30K · ⏱️ 06.04.2022):

 conda install -c conda-forge pytorch_cluster

jraph (🥉20 · ⭐ 900) - A Graph Neural Network Library in Jax. Apache-2

GitHub (👨‍💻 16 · 🔀 57 · 📦 18 · 📋 22 - 50% open · ⏱️ 10.05.2022):
```
 git clone https://github.com/deepmind/jraph
```
PyPi (📥 1.4K / month · 📦 2 · ⏱️ 19.11.2021):
```
 pip install jraph
```
Conda (📥 380 · ⏱️ 31.10.2021):
```
 conda install -c conda-forge jraph
```

deepsnap (🥉19 · ⭐ 420 · 💤) - Python library assists deep learning on graphs. MIT

GitHub (👨‍💻 15 · 🔀 46 · 📥 8 · 📦 21 · 📋 39 - 38% open · ⏱️ 19.09.2021):
```
 git clone https://github.com/snap-stanford/deepsnap
```
PyPi (📥 390 / month · 📦 1 · ⏱️ 05.09.2021):
```
 pip install deepsnap
```

AutoGL (🥉18 · ⭐ 790) - An autoML framework & toolkit for machine learning on graphs. Apache-2

GitHub (👨‍💻 13 · 🔀 89 · 📋 20 - 30% open · ⏱️ 19.04.2022):
```
 git clone https://github.com/THUMNLab/AutoGL
```
PyPi (📥 9 / month · ⏱️ 23.12.2020):
```
 pip install auto-graph-learning
```

GraphGym (🥉16 · ⭐ 1K) - Platform for designing and evaluating Graph Neural Networks (GNN). MIT

GitHub (👨‍💻 5 · 🔀 120 · 📥 13 · 📦 2 · 📋 26 - 15% open · ⏱️ 25.03.2022):
```
 git clone https://github.com/snap-stanford/GraphGym
```
PyPi (📥 51 / month · ⏱️ 24.03.2022):
```
 pip install graphgym
```

kglib (🥉16 · ⭐ 500 · 💤) - Grakn Knowledge Graph Library (ML R&D). Apache-2

GitHub (👨‍💻 7 · 🔀 89 · 📥 210 · 📋 62 - 19% open · ⏱️ 22.10.2021):
```
 git clone https://github.com/vaticle/kglib
```
PyPi (📥 38 / month · ⏱️ 19.08.2020):
```
 pip install grakn-kglib
```

ptgnn (🥉13 · ⭐ 320) - A PyTorch Graph Neural Network Library. MIT

GitHub (👨‍💻 7 · 🔀 38 · 📦 1 · 📋 7 - 28% open · ⏱️ 01.02.2022):
```
 git clone https://github.com/microsoft/ptgnn
```
PyPi (📥 70 / month · ⏱️ 21.10.2021):
```
 pip install ptgnn
```

Show 15 hidden projects...

igraph (🥇31 · ⭐ 970) - Python interface for igraph. ❗️GPL-2.0
pygal (🥈28 · ⭐ 2.5K) - PYthon svg GrAph plotting Library. ❗️LGPL-3.0
Karate Club (🥈23 · ⭐ 1.6K) - Karate Club: An API Oriented Open-source Python Framework for.. ❗️GPL-3.0
DeepWalk (🥉21 · ⭐ 2.4K · 💀) - DeepWalk - Deep Learning for Graphs. ❗️GPL-3.0
DIG (🥉21 · ⭐ 1.1K) - A library for graph deep learning research. ❗️GPL-3.0
graph-nets (🥉20 · ⭐ 5.1K · 💀) - Build Graph Nets in Tensorflow. Apache-2
pyRDF2Vec (🥉19 · ⭐ 150) - Python Implementation and Extension of RDF2Vec. MIT
Sematch (🥉17 · ⭐ 390 · 💀) - semantic similarity framework for knowledge graph. Apache-2
DeepGraph (🥉17 · ⭐ 250 · 💤) - Analyze Data with Pandas-based Networks. Documentation:. BSD-3
GraphEmbedding (🥉16 · ⭐ 2.8K · 💀) - Implementation and experiments of graph embedding.. MIT
OpenKE (🥉15 · ⭐ 3K · 💀) - An Open-Source Package for Knowledge Embedding (KE). MIT
Euler (🥉15 · ⭐ 2.8K · 💀) - A distributed graph deep learning framework. Apache-2
GraphSAGE (🥉15 · ⭐ 2.7K · 💀) - Representation learning on large graphs using stochastic.. MIT
OpenNE (🥉15 · ⭐ 1.6K · 💀) - An Open-Source Package for Network Embedding (NE). MIT
GraphVite (🥉12 · ⭐ 1K · 💀) - GraphVite: A General and High-performance Graph Embedding System. Apache-2

Audio Data

Libraries for audio analysis, manipulation, transformation, and extraction, as well as speech recognition and music generation tasks.

espnet (🥇36 · ⭐ 5.1K) - End-to-End Speech Processing Toolkit. Apache-2

GitHub (👨‍💻 270 · 🔀 1.6K · 📥 76 · 📦 49 · 📋 1.8K - 17% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/espnet/espnet
```
PyPi (📥 7.9K / month · 📦 1 · ⏱️ 12.04.2022):
```
 pip install espnet
```

DeepSpeech (🥇34 · ⭐ 20K · 📈) - DeepSpeech is an open source embedded (offline, on-.. MPL-2.0

GitHub (👨‍💻 160 · 🔀 3.5K · 📥 840K · 📦 750 · 📋 2.1K - 5% open · ⏱️ 17.11.2021):
```
 git clone https://github.com/mozilla/DeepSpeech
```
PyPi (📥 11K / month · 📦 37 · ⏱️ 19.12.2020):
```
 pip install deepspeech
```

Conda (📥 500 · ⏱️ 29.07.2021):

 conda install -c conda-forge deepspeech

Magenta (🥇33 · ⭐ 18K) - Magenta: Music and Art Generation with Machine Intelligence. Apache-2

GitHub (👨‍💻 150 · 🔀 3.5K · 📦 360 · 📋 900 - 35% open · ⏱️ 16.04.2022):
```
 git clone https://github.com/magenta/magenta
```
PyPi (📥 4.6K / month · 📦 36 · ⏱️ 12.11.2020):
```
 pip install magenta
```

librosa (🥇33 · ⭐ 5.2K · 📉) - Python library for audio and music analysis. ISC

GitHub (👨‍💻 96 · 🔀 800 · 📋 970 - 4% open · ⏱️ 12.05.2022):
```
 git clone https://github.com/librosa/librosa
```
PyPi (📥 930K / month · 📦 1.2K · ⏱️ 15.02.2022):
```
 pip install librosa
```
Conda (📥 460K · ⏱️ 15.02.2022):
```
 conda install -c conda-forge librosa
```

torchaudio (🥇33 · ⭐ 1.7K) - Data manipulation and transformation for audio signal.. BSD-2

GitHub (👨‍💻 160 · 🔀 420 · 📋 640 - 27% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/pytorch/audio
```
PyPi (📥 430K / month · 📦 140 · ⏱️ 10.03.2022):
```
 pip install torchaudio
```

speechbrain (🥈32 · ⭐ 4.1K) - A PyTorch-based Speech Toolkit. Apache-2

GitHub (👨‍💻 160 · 🔀 760 · 📦 170 · 📋 660 - 21% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/speechbrain/speechbrain
```
PyPi (📥 8.7K / month · 📦 2 · ⏱️ 20.12.2021):
```
 pip install speechbrain
```

SpeechRecognition (🥈31 · ⭐ 6.3K) - Speech recognition module for Python, supporting several.. BSD-3

GitHub (👨‍💻 43 · 🔀 2K · 📋 520 - 45% open · ⏱️ 27.03.2022):
```
 git clone https://github.com/Uberi/speech_recognition
```
PyPi (📥 270K / month · 📦 700 · ⏱️ 05.12.2017):
```
 pip install SpeechRecognition
```

Conda (📥 140K · ⏱️ 13.12.2021):

 conda install -c conda-forge speechrecognition

Pydub (🥈31 · ⭐ 6.1K · 📉) - Manipulate audio with a simple and easy high level interface. MIT

GitHub (👨‍💻 92 · 🔀 800 · 📦 12K · 📋 480 - 45% open · ⏱️ 14.05.2022):
```
 git clone https://github.com/jiaaro/pydub
```
PyPi (📥 2M / month · 📦 900 · ⏱️ 10.03.2021):
```
 pip install pydub
```
Conda (📥 23K · ⏱️ 13.03.2021):
```
 conda install -c conda-forge pydub
```

Coqui TTS (🥈29 · ⭐ 4.8K) - - a deep learning toolkit for Text-to-Speech, battle-.. MPL-2.0

GitHub (👨‍💻 88 · 🔀 480 · 📥 150K · 📋 330 - 8% open · ⏱️ 13.05.2022):
```
 git clone https://github.com/coqui-ai/TTS
```
PyPi (📥 5.9K / month · ⏱️ 14.07.2017):
```
 pip install tts
```
Conda (📥 1.6K · ⏱️ 15.12.2021):
```
 conda install -c conda-forge tts
```

pyAudioAnalysis (🥈29 · ⭐ 4.8K) - Python Audio Analysis Library: Feature Extraction,.. Apache-2

GitHub (👨‍💻 26 · 🔀 1.1K · 📦 270 · 📋 290 - 59% open · ⏱️ 19.04.2022):
```
 git clone https://github.com/tyiannak/pyAudioAnalysis
```
PyPi (📥 21K / month · 📦 19 · ⏱️ 07.02.2022):
```
 pip install pyAudioAnalysis
```

Porcupine (🥈28 · ⭐ 2.7K) - On-device wake word detection powered by deep learning. Apache-2

GitHub (👨‍💻 31 · 🔀 390 · 📦 9 · ⏱️ 17.05.2022):
```
 git clone https://github.com/Picovoice/Porcupine
```
PyPi (📥 1.4K / month · 📦 11 · ⏱️ 12.05.2022):
```
 pip install pvporcupine
```

tinytag (🥈28 · ⭐ 530) - Read audio and music meta data and duration of MP3, OGG, OPUS, MP4, M4A,.. MIT

GitHub (👨‍💻 21 · 🔀 89 · 📦 520 · 📋 89 - 12% open · ⏱️ 15.03.2022):
```
 git clone https://github.com/devsnd/tinytag
```
PyPi (📥 97K / month · 📦 70 · ⏱️ 12.03.2022):
```
 pip install tinytag
```

audioread (🥈28 · ⭐ 400) - cross-library (GStreamer + Core Audio + MAD + FFmpeg) audio decoding.. MIT

GitHub (👨‍💻 21 · 🔀 93 · 📦 8.4K · 📋 79 - 39% open · ⏱️ 03.12.2021):
```
 git clone https://github.com/beetbox/audioread
```
PyPi (📥 900K / month · 📦 320 · ⏱️ 20.10.2020):
```
 pip install audioread
```

Conda (📥 420K · ⏱️ 10.04.2022):

 conda install -c conda-forge audioread

spleeter (🥉27 · ⭐ 20K) - Deezer source separation library including pretrained models. MIT

GitHub (👨‍💻 19 · 🔀 2.2K · 📥 1.7M · 📋 680 - 20% open · ⏱️ 01.04.2022):
```
 git clone https://github.com/deezer/spleeter
```
PyPi (📥 13K / month · 📦 5 · ⏱️ 03.09.2021):
```
 pip install spleeter
```
Conda (📥 64K · ⏱️ 30.06.2020):
```
 conda install -c conda-forge spleeter
```

DDSP (🥉26 · ⭐ 2.2K) - DDSP: Differentiable Digital Signal Processing. Apache-2

GitHub (👨‍💻 31 · 🔀 240 · 📦 25 · 📋 130 - 16% open · ⏱️ 16.05.2022):
```
 git clone https://github.com/magenta/ddsp
```
PyPi (📥 2.8K / month · 📦 1 · ⏱️ 10.05.2022):
```
 pip install ddsp
```
Conda (📥 11K · ⏱️ 08.06.2020):
```
 conda install -c conda-forge ddsp
```

audiomentations (🥉25 · ⭐ 970) - A Python library for audio data augmentation. Inspired by.. MIT

GitHub (👨‍💻 21 · 🔀 120 · 📦 130 · 📋 120 - 25% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/iver56/audiomentations
```
PyPi (📥 4.8K / month · 📦 1 · ⏱️ 18.03.2022):
```
 pip install audiomentations
```

Madmom (🥉25 · ⭐ 900) - Python audio and music signal processing library. BSD-3

GitHub (👨‍💻 20 · 🔀 150 · 📦 200 · 📋 260 - 21% open · ⏱️ 06.01.2022):
```
 git clone https://github.com/CPJKU/madmom
```
PyPi (📥 2.8K / month · 📦 27 · ⏱️ 14.11.2018):
```
 pip install madmom
```

python-soundfile (🥉24 · ⭐ 450) - SoundFile is an audio library based on libsndfile, CFFI, and.. BSD-3

GitHub (👨‍💻 24 · 🔀 68 · 📥 3.2K · 📋 170 - 39% open · ⏱️ 23.02.2022):
```
 git clone https://github.com/bastibe/python-soundfile
```
PyPi (📥 1M / month · 📦 540 · ⏱️ 27.11.2019):
```
 pip install soundfile
```
Conda:
```
 conda install -c anaconda pysoundfile
```

kapre (🥉23 · ⭐ 820) - kapre: Keras Audio Preprocessors. MIT

GitHub (👨‍💻 13 · 🔀 140 · 📥 22 · 📦 1.6K · 📋 94 - 12% open · ⏱️ 21.01.2022):
```
 git clone https://github.com/keunwoochoi/kapre
```
PyPi (📥 4.2K / month · 📦 14 · ⏱️ 21.01.2022):
```
 pip install kapre
```

nnAudio (🥉22 · ⭐ 680) - Audio processing by using pytorch 1D convolution network. MIT

GitHub (👨‍💻 13 · 🔀 67 · 📦 51 · 📋 49 - 24% open · ⏱️ 24.12.2021):
```
 git clone https://github.com/KinWaiCheuk/nnAudio
```
PyPi (📥 12K / month · 📦 1 · ⏱️ 24.12.2021):
```
 pip install nnAudio
```

Show 8 hidden projects...

aubio (🥈28 · ⭐ 2.7K) - a library for audio and music analysis. ❗️GPL-3.0
Essentia (🥉27 · ⭐ 2.1K) - C++ library for audio and music analysis, description and.. ❗️AGPL-3.0
python_speech_features (🥉24 · ⭐ 2.1K · 💀) - This library provides common speech features for ASR.. MIT
TTS (🥉22 · ⭐ 5.9K · 💀) - Deep learning for Text to Speech (Discussion forum:.. MPL-2.0
Dejavu (🥉22 · ⭐ 5.7K · 💀) - Audio fingerprinting and recognition in Python. MIT
TimeSide (🥉22 · ⭐ 320) - Scalable audio processing framework written in Python with a.. ❗️AGPL-3.0
Muda (🥉18 · ⭐ 210 · 💤) - A library for augmenting annotated audio data. ISC
Julius (🥉17 · ⭐ 270) - Fast PyTorch based DSP for audio and 1D signals. MIT

Geospatial Data

Libraries to load, process, analyze, and write geographic data as well as libraries for spatial analysis, map visualization, and geocoding.

pydeck (🥇42 · ⭐ 9.8K) - WebGL2 powered visualization framework. MIT

GitHub (👨‍💻 190 · 🔀 1.8K · 📦 4.1K · 📋 2.4K - 6% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/visgl/deck.gl
```
PyPi (📥 980K / month · 📦 23 · ⏱️ 25.10.2021):
```
 pip install pydeck
```
Conda (📥 100K · ⏱️ 26.10.2021):
```
 conda install -c conda-forge pydeck
```
npm (📥 300K / month · 📦 380 · ⏱️ 18.05.2022):
```
 npm install deck.gl
```

Shapely (🥇37 · ⭐ 2.8K) - Manipulation and analysis of geometric objects. BSD-3

GitHub (👨‍💻 130 · 🔀 460 · 📥 35 · 📦 29K · 📋 880 - 18% open · ⏱️ 16.05.2022):
```
 git clone https://github.com/shapely/shapely
```
PyPi (📥 6.8M / month · 📦 3.8K · ⏱️ 03.05.2022):
```
 pip install shapely
```
Conda (📥 3.6M · ⏱️ 05.05.2022):
```
 conda install -c conda-forge shapely
```

Rasterio (🥇36 · ⭐ 1.7K) - Rasterio reads and writes geospatial raster datasets. BSD-3

GitHub (👨‍💻 130 · 🔀 470 · 📥 760 · 📦 4.9K · 📋 1.5K - 9% open · ⏱️ 16.05.2022):
```
 git clone https://github.com/rasterio/rasterio
```
PyPi (📥 700K / month · 📦 780 · ⏱️ 10.05.2022):
```
 pip install rasterio
```
Conda (📥 1.5M · ⏱️ 11.03.2022):
```
 conda install -c conda-forge rasterio
```

folium (🥈35 · ⭐ 5.8K) - Python Data. Leaflet.js Maps. MIT

GitHub (👨‍💻 130 · 🔀 2.1K · 📦 16K · 📋 940 - 23% open · ⏱️ 06.05.2022):
```
 git clone https://github.com/python-visualization/folium
```
PyPi (📥 950K / month · 📦 660 · ⏱️ 19.11.2021):
```
 pip install folium
```
Conda (📥 760K · ⏱️ 03.12.2021):
```
 conda install -c conda-forge folium
```

GeoPandas (🥈35 · ⭐ 3.1K) - Python tools for geographic data. BSD-3

GitHub (👨‍💻 170 · 🔀 680 · 📥 1.5K · 📦 14K · 📋 1.3K - 30% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/geopandas/geopandas
```
PyPi (📥 2.3M / month · 📦 1.1K · ⏱️ 16.10.2021):
```
 pip install geopandas
```

Conda (📥 1.6M · ⏱️ 01.12.2021):

 conda install -c conda-forge geopandas

pyproj (🥈35 · ⭐ 750) - Python interface to PROJ (cartographic projections and coordinate.. MIT

GitHub (👨‍💻 49 · 🔀 180 · 📦 14K · 📋 490 - 2% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/pyproj4/pyproj
```
PyPi (📥 4.4M / month · 📦 1.7K · ⏱️ 22.04.2022):
```
 pip install pyproj
```
Conda (📥 3.4M · ⏱️ 24.04.2022):
```
 conda install -c conda-forge pyproj
```

geopy (🥈34 · ⭐ 3.6K) - Geocoding library for Python. MIT

GitHub (👨‍💻 130 · 🔀 560 · 📦 38K · 📋 260 - 10% open · ⏱️ 16.05.2022):
```
 git clone https://github.com/geopy/geopy
```
PyPi (📥 3.6M / month · 📦 3.9K · ⏱️ 11.07.2021):
```
 pip install geopy
```
Conda (📥 700K · ⏱️ 12.07.2021):
```
 conda install -c conda-forge geopy
```

ipyleaflet (🥈33 · ⭐ 1.3K) - A Jupyter - Leaflet.js bridge. MIT

GitHub (👨‍💻 78 · 🔀 330 · 📦 1.7K · 📋 490 - 38% open · ⏱️ 17.05.2022):
```
 git clone https://github.com/jupyter-widgets/ipyleaflet
```
PyPi (📥 65K / month · 📦 110 · ⏱️ 14.04.2022):
```
 pip install ipyleaflet
```

Conda (📥 820K · ⏱️ 16.05.2022):

 conda install -c conda-forge ipyleaflet

npm (📥 51K / month · 📦 2 · ⏱️ 14.04.2022):
```
 npm install jupyter-leaflet
```

Fiona (🥈32 · ⭐ 920) - Fiona reads and writes geographic data files. BSD-3

GitHub (👨‍💻 66 · 🔀 180 · 📦 8.6K · 📋 680 - 11% open · ⏱️ 01.03.2022):
```
 git clone https://github.com/Toblerity/Fiona
```
PyPi (📥 2.6M / month · 📦 770 · ⏱️ 07.02.2022):
```
 pip install fiona
```
Conda (📥 2.8M · ⏱️ 26.03.2022):
```
 conda install -c conda-forge fiona
```

ArcGIS API (🥉31 · ⭐ 1.3K) - Documentation and samples for ArcGIS API for Python. Apache-2

GitHub (👨‍💻 80 · 🔀 880 · 📥 3.3K · 📋 510 - 24% open · ⏱️ 17.05.2022):
```
 git clone https://github.com/Esri/arcgis-python-api
```
PyPi (📥 70K / month · 📦 22 · ⏱️ 03.02.2022):
```
 pip install arcgis
```

Docker Hub (📥 7K · ⭐ 33 · ⏱️ 04.02.2022):

 docker pull esridocker/arcgis-api-python-notebook

geojson (🥉29 · ⭐ 720) - Python bindings and utilities for GeoJSON. BSD-3

GitHub (👨‍💻 48 · 🔀 91 · 📦 9.3K · 📋 84 - 26% open · ⏱️ 07.05.2022):
```
 git clone https://github.com/jazzband/geojson
```
PyPi (📥 690K / month · 📦 1.1K · ⏱️ 09.08.2019):
```
 pip install geojson
```
Conda (📥 500K · ⏱️ 11.08.2019):
```
 conda install -c conda-forge geojson
```

PySAL (🥉27 · ⭐ 1K) - PySAL: Python Spatial Analysis Library Meta-Package. BSD-3

GitHub (👨‍💻 75 · 🔀 270 · 📋 610 - 1% open · ⏱️ 30.01.2022):
```
 git clone https://github.com/pysal/pysal
```
PyPi (📥 19K / month · 📦 30 · ⏱️ 30.01.2022):
```
 pip install pysal
```
Conda (📥 440K · ⏱️ 31.01.2022):
```
 conda install -c conda-forge pysal
```

EarthPy (🥉26 · ⭐ 360) - A package built to support working with spatial data using open source.. BSD-3

GitHub (👨‍💻 40 · 🔀 140 · 📦 140 · 📋 220 - 8% open · ⏱️ 20.12.2021):
```
 git clone https://github.com/earthlab/earthpy
```
PyPi (📥 8.1K / month · 📦 7 · ⏱️ 01.10.2021):
```
 pip install earthpy
```
Conda (📥 43K · ⏱️ 04.10.2021):
```
 conda install -c conda-forge earthpy
```

GeoViews (🥉25 · ⭐ 410) - Simple, concise geographical visualization in Python. BSD-3

GitHub (👨‍💻 27 · 🔀 68 · 📋 300 - 34% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/holoviz/geoviews
```
PyPi (📥 10K / month · 📦 26 · ⏱️ 08.03.2022):
```
 pip install geoviews
```
Conda (📥 100K · ⏱️ 08.03.2022):
```
 conda install -c conda-forge geoviews
```

Show 8 hidden projects...

Geocoder (🥈32 · ⭐ 1.4K · 💀) - Python Geocoder. MIT
Satpy (🥉30 · ⭐ 840) - Python package for earth-observing satellite data processing. ❗️GPL-3.0
Sentinelsat (🥉27 · ⭐ 750) - Search and download Copernicus Sentinel satellite images. ❗️GPL-3.0
gmaps (🥉24 · ⭐ 740 · 💀) - Google maps for Jupyter notebooks. BSD-3
Mapbox GL (🥉23 · ⭐ 610 · 💀) - Use Mapbox GL JS to visualize data in a Python Jupyter notebook. MIT
pymap3d (🥉22 · ⭐ 250) - pure-Python (Numpy optional) 3D coordinate conversions for geospace ecef.. BSD-2
geoplotlib (🥉21 · ⭐ 960 · 💀) - python toolbox for visualizing geographical data and making maps. MIT
prettymaps (🥉17 · ⭐ 8K) - A small set of Python functions to draw pretty maps from.. ❗️AGPL-3.0

Financial Data

Libraries for algorithmic stock/crypto trading, risk analytics, backtesting, technical analysis, and other tasks on financial data.

yfinance (🥇34 · ⭐ 7K) - Download market data from Yahoo! Finances API. Apache-2

GitHub (👨‍💻 53 · 🔀 1.5K · 📦 11K · 📋 780 - 56% open · ⏱️ 30.01.2022):
```
 git clone https://github.com/ranaroussi/yfinance
```
PyPi (📥 330K / month · 📦 120 · ⏱️ 30.01.2022):
```
 pip install yfinance
```
Conda (📥 42K · ⏱️ 10.07.2021):
```
 conda install -c ranaroussi yfinance
```

Qlib (🥇32 · ⭐ 8.5K) - Qlib is an AI-oriented quantitative investment platform, which aims to.. MIT

GitHub (👨‍💻 93 · 🔀 1.5K · 📥 280 · 📦 17 · 📋 550 - 29% open · ⏱️ 08.05.2022):
```
 git clone https://github.com/microsoft/qlib
```
PyPi (📥 2.7K / month · ⏱️ 24.04.2022):
```
 pip install pyqlib
```

ta (🥈30 · ⭐ 3K) - Technical Analysis Library using Pandas and Numpy. MIT

GitHub (👨‍💻 28 · 🔀 700 · 📦 1.2K · 📋 210 - 53% open · ⏱️ 24.04.2022):
```
 git clone https://github.com/bukosabino/ta
```
PyPi (📥 77K / month · 📦 33 · ⏱️ 16.04.2022):
```
 pip install ta
```
Conda (📥 3K · ⏱️ 21.04.2022):
```
 conda install -c conda-forge ta
```

Alpha Vantage (🥈27 · ⭐ 3.6K · 💤) - A python wrapper for Alpha Vantage API for financial data. MIT

GitHub (👨‍💻 39 · 🔀 640 · 📋 260 - 5% open · ⏱️ 14.06.2021):
```
 git clone https://github.com/RomelTorres/alpha_vantage
```
PyPi (📥 16K / month · 📦 100 · ⏱️ 26.08.2018):
```
 pip install alpha_vantage
```

Conda (📥 1.2K · ⏱️ 14.01.2021):

 conda install -c conda-forge alpha_vantage

IB-insync (🥈27 · ⭐ 1.8K) - Python sync/async framework for Interactive Brokers API. BSD-2

GitHub (👨‍💻 30 · 🔀 480 · 📋 400 - 1% open · ⏱️ 09.05.2022):
```
 git clone https://github.com/erdewit/ib_insync
```
PyPi (📥 6.2K / month · 📦 19 · ⏱️ 28.11.2021):
```
 pip install ib_insync
```

Conda (📥 15K · ⏱️ 29.11.2021):

 conda install -c conda-forge ib-insync

TensorTrade (🥉26 · ⭐ 3.9K) - An open source reinforcement learning framework for training,.. Apache-2

GitHub (👨‍💻 61 · 🔀 880 · 📦 35 · 📋 230 - 14% open · ⏱️ 02.03.2022):
```
 git clone https://github.com/tensortrade-org/tensortrade
```
PyPi (📥 530 / month · 📦 1 · ⏱️ 10.05.2021):
```
 pip install tensortrade
```

Conda (📥 1K · ⏱️ 10.05.2021):

 conda install -c conda-forge tensortrade

bt (🥉26 · ⭐ 1.4K) - bt - flexible backtesting for Python. MIT

GitHub (👨‍💻 25 · 🔀 310 · 📦 110 · 📋 280 - 19% open · ⏱️ 03.04.2022):
```
 git clone https://github.com/pmorissette/bt
```
PyPi (📥 4.2K / month · 📦 21 · ⏱️ 21.04.2021):
```
 pip install bt
```
Conda (📥 4.1K · ⏱️ 18.01.2022):
```
 conda install -c conda-forge bt
```

Enigma Catalyst (🥉25 · ⭐ 2.3K · 💤) - An Algorithmic Trading Library for Crypto-Assets in.. Apache-2

GitHub (👨‍💻 150 · 🔀 700 · 📦 24 · 📋 490 - 27% open · ⏱️ 22.09.2021):
```
 git clone https://github.com/scrtlabs/catalyst
```
PyPi (📥 490 / month · 📦 2 · ⏱️ 11.11.2018):
```
 pip install enigma-catalyst
```

ffn (🥉25 · ⭐ 1.1K) - ffn - a financial function library for Python. MIT

GitHub (👨‍💻 26 · 🔀 200 · 📦 190 · 📋 97 - 17% open · ⏱️ 25.02.2022):
```
 git clone https://github.com/pmorissette/ffn
```
PyPi (📥 29K / month · 📦 25 · ⏱️ 21.04.2021):
```
 pip install ffn
```
Conda (📥 820 · ⏱️ 22.04.2021):
```
 conda install -c conda-forge ffn
```

stockstats (🥉24 · ⭐ 990) - Supply a wrapper ``StockDataFrame`` based on the.. BSD-3

GitHub (👨‍💻 8 · 🔀 260 · 📦 460 · 📋 85 - 9% open · ⏱️ 07.01.2022):
```
 git clone https://github.com/jealous/stockstats
```
PyPi (📥 8.4K / month · 📦 29 · ⏱️ 07.01.2022):
```
 pip install stockstats
```

tf-quant-finance (🥉23 · ⭐ 3.1K) - High-performance TensorFlow library for quantitative.. Apache-2

GitHub (👨‍💻 39 · 🔀 420 · 📋 44 - 50% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/google/tf-quant-finance
```
PyPi (📥 1.2K / month · 📦 2 · ⏱️ 18.05.2022):
```
 pip install tf-quant-finance
```

Crypto Signals (🥉22 · ⭐ 4K · 💤) - Github.com/CryptoSignal - #1 Quant Trading & Technical.. MIT

GitHub (👨‍💻 28 · 🔀 1K · 📋 260 - 20% open · ⏱️ 28.06.2021):
```
 git clone https://github.com/CryptoSignal/crypto-signal
```
Docker Hub (📥 140K · ⭐ 7 · ⏱️ 03.09.2020):
```
 docker pull shadowreaver/crypto-signal
```

finmarketpy (🥉19 · ⭐ 2.9K) - Python library for backtesting trading strategies & analyzing.. Apache-2

GitHub (👨‍💻 14 · 🔀 450 · 📥 40 · 📦 5 · 📋 26 - 88% open · ⏱️ 05.04.2022):
```
 git clone https://github.com/cuemacro/finmarketpy
```
PyPi (📥 74 / month · ⏱️ 07.10.2021):
```
 pip install finmarketpy
```

Show 12 hidden projects...

zipline (🥇32 · ⭐ 15K · 💀) - Zipline, a Pythonic Algorithmic Trading Library. Apache-2
backtrader (🥈29 · ⭐ 8.7K · 💤) - Python Backtesting library for trading strategies. ❗️GPL-3.0
pyfolio (🥈29 · ⭐ 4.4K · 💀) - Portfolio and risk analytics in Python. Apache-2
arch (🥈29 · ⭐ 920) - ARCH models in Python. ❗️NCSA
Alphalens (🥈27 · ⭐ 2.3K · 💀) - Performance analysis of predictive (alpha) stock factors. Apache-2
empyrical (🥉26 · ⭐ 920 · 💀) - Common financial risk and performance metrics. Used by zipline.. Apache-2
PyAlgoTrade (🥉25 · ⭐ 3.7K · 💀) - Python Algorithmic Trading Library. Apache-2
FinTA (🥉24 · ⭐ 1.6K · 💤) - Common financial technical indicators implemented in Pandas. ❗️LGPL-3.0
Backtesting.py (🥉19 · ⭐ 2.4K) - Backtest trading strategies in Python. ❗️AGPL-3.0
FinQuant (🥉18 · ⭐ 760 · 💀) - A program for financial portfolio management, analysis and.. MIT
surpriver (🥉12 · ⭐ 1.4K · 💀) - Find big moving stocks before they move using machine.. ❗️GPL-3.0
pyrtfolio (🥉7 · ⭐ 110 · 💀) - Python package to generate stock portfolios. ❗️GPL-3.0

Time Series Data

Libraries for forecasting, anomaly detection, feature extraction, and machine learning on time-series and sequential data.

sktime (🥇35 · ⭐ 5.3K) - A unified framework for machine learning with time series. BSD-3

GitHub (👨‍💻 170 · 🔀 850 · 📥 76 · 📦 430 · 📋 1.2K - 35% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/alan-turing-institute/sktime
```
PyPi (📥 140K / month · 📦 23 · ⏱️ 13.05.2022):
```
 pip install sktime
```

Conda (📥 3.7K · ⏱️ 18.05.2022):

 conda install -c conda-forge sktime-all-extras

Prophet (🥇32 · ⭐ 14K · 📉) - Tool for producing high quality forecasts for time series data that.. MIT

GitHub (👨‍💻 140 · 🔀 4.2K · 📥 650 · 📋 1.8K - 12% open · ⏱️ 05.05.2022):
```
 git clone https://github.com/facebook/prophet
```
PyPi (📥 1.4M / month · 📦 130 · ⏱️ 05.09.2020):
```
 pip install fbprophet
```
Conda (📥 46K · ⏱️ 23.08.2021):
```
 conda install -c conda-forge prophet
```

pmdarima (🥇32 · ⭐ 1.2K) - A statistical library designed to fill the void in Pythons time series.. MIT

GitHub (👨‍💻 20 · 🔀 210 · 📦 2.1K · 📋 280 - 9% open · ⏱️ 25.04.2022):
```
 git clone https://github.com/alkaline-ml/pmdarima
```
PyPi (📥 1.2M / month · 📦 51 · ⏱️ 22.02.2022):
```
 pip install pmdarima
```
Conda (📥 38K · ⏱️ 24.02.2022):
```
 conda install -c conda-forge pmdarima
```

Darts (🥈30 · ⭐ 4K) - A python library for easy manipulation and forecasting of time series. Apache-2

GitHub (👨‍💻 53 · 🔀 410 · 📦 56 · 📋 460 - 35% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/unit8co/darts
```
PyPi (📥 11K / month · 📦 2 · ⏱️ 13.04.2022):
```
 pip install u8darts
```

Conda (📥 4K · ⏱️ 14.04.2022):

 conda install -c conda-forge u8darts-all

Docker Hub (📥 330 · ⏱️ 13.04.2022):
```
 docker pull unit8/darts
```

NeuralProphet (🥈30 · ⭐ 2.2K) - NeuralProphet: A simple forecasting package. MIT

GitHub (👨‍💻 19 · 🔀 280 · 📦 78 · 📋 270 - 27% open · ⏱️ 12.05.2022):
```
 git clone https://github.com/ourownstory/neural_prophet
```
PyPi (📥 76K / month · ⏱️ 22.03.2022):
```
 pip install neuralprophet
```

tslearn (🥈30 · ⭐ 2.1K) - A machine learning toolkit dedicated to time-series data. BSD-2

GitHub (👨‍💻 36 · 🔀 270 · 📦 490 · 📋 270 - 32% open · ⏱️ 06.12.2021):
```
 git clone https://github.com/tslearn-team/tslearn
```
PyPi (📥 120K / month · 📦 19 · ⏱️ 16.08.2021):
```
 pip install tslearn
```
Conda (📥 250K · ⏱️ 15.01.2022):
```
 conda install -c conda-forge tslearn
```

pytorch-forecasting (🥈30 · ⭐ 2K) - Time series forecasting with PyTorch. MIT

GitHub (👨‍💻 29 · 🔀 310 · 📋 450 - 45% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/jdb78/pytorch-forecasting
```
PyPi (📥 64K / month · 📦 4 · ⏱️ 24.03.2022):
```
 pip install pytorch-forecasting
```

Conda (📥 18K · ⏱️ 24.03.2022):

 conda install -c conda-forge pytorch-forecasting

tsfresh (🥈29 · ⭐ 6.4K) - Automatic extraction of relevant features from time series:. MIT

GitHub (👨‍💻 82 · 🔀 970 · 📋 480 - 8% open · ⏱️ 21.12.2021):
```
 git clone https://github.com/blue-yonder/tsfresh
```
PyPi (📥 410K / month · 📦 55 · ⏱️ 21.12.2021):
```
 pip install tsfresh
```
Conda (📥 160K · ⏱️ 21.12.2021):
```
 conda install -c conda-forge tsfresh
```

STUMPY (🥈29 · ⭐ 2.3K) - STUMPY is a powerful and scalable Python library for modern time series.. BSD-3

GitHub (👨‍💻 29 · 🔀 220 · 📋 320 - 11% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/TDAmeritrade/stumpy
```
PyPi (📥 260K / month · 📦 4 · ⏱️ 31.03.2022):
```
 pip install stumpy
```
Conda (📥 38K · ⏱️ 31.03.2022):
```
 conda install -c conda-forge stumpy
```

GluonTS (🥈28 · ⭐ 2.7K) - Probabilistic time series modeling in Python. Apache-2

GitHub (👨‍💻 85 · 🔀 560 · 📋 730 - 40% open · ⏱️ 17.05.2022):
```
 git clone https://github.com/awslabs/gluon-ts
```
PyPi (📥 81K / month · 📦 6 · ⏱️ 28.04.2022):
```
 pip install gluonts
```
Conda (📥 28 · ⏱️ 14.10.2021):
```
 conda install -c anaconda gluonts
```

pyts (🥈25 · ⭐ 1.3K) - A Python package for time series classification. BSD-3

GitHub (👨‍💻 11 · 🔀 130 · 📦 200 · 📋 61 - 57% open · ⏱️ 02.03.2022):
```
 git clone https://github.com/johannfaouzi/pyts
```
PyPi (📥 130K / month · 📦 11 · ⏱️ 31.10.2021):
```
 pip install pyts
```
Conda (📥 11K · ⏱️ 31.10.2021):
```
 conda install -c conda-forge pyts
```

StatsForecast (🥈25 · ⭐ 660 · 🐣) - Lightning fast forecasting with statistical and econometric.. MIT

GitHub (👨‍💻 8 · 🔀 39 · 📋 39 - 30% open · ⏱️ 11.05.2022):
```
 git clone https://github.com/Nixtla/statsforecast
```
PyPi (📥 150K / month · 📦 3 · ⏱️ 09.05.2022):
```
 pip install statsforecast
```

Conda (📥 4.1K · ⏱️ 09.05.2022):

 conda install -c conda-forge statsforecast

Streamz (🥉24 · ⭐ 1.1K) - Real-time stream processing for python. BSD-3

GitHub (👨‍💻 45 · 🔀 130 · 📦 290 · 📋 250 - 41% open · ⏱️ 24.12.2021):
```
 git clone https://github.com/python-streamz/streamz
```
PyPi (📥 12K / month · 📦 29 · ⏱️ 04.10.2021):
```
 pip install streamz
```
Conda (📥 290K · ⏱️ 04.10.2021):
```
 conda install -c conda-forge streamz
```

greykite (🥉21 · ⭐ 1.5K) - A flexible, intuitive and fast forecasting library. BSD-2

GitHub (👨‍💻 7 · 🔀 68 · 📦 9 · 📋 61 - 14% open · ⏱️ 15.12.2021):
```
 git clone https://github.com/linkedin/greykite
```
PyPi (📥 67K / month · ⏱️ 15.12.2021):
```
 pip install greykite
```

TSFEL (🥉19 · ⭐ 500) - An intuitive library to extract features from time series. BSD-3

GitHub (👨‍💻 14 · 🔀 64 · 📦 35 · 📋 49 - 12% open · ⏱️ 16.03.2022):
```
 git clone https://github.com/fraunhoferportugal/tsfel
```
PyPi (📥 4.8K / month · ⏱️ 14.02.2021):
```
 pip install tsfel
```

Auto TS (🥉19 · ⭐ 430) - Automatically build ARIMA, SARIMAX, VAR, FB Prophet and XGBoost.. Apache-2

GitHub (👨‍💻 6 · 🔀 80 · 📋 72 - 13% open · ⏱️ 13.02.2022):
```
 git clone https://github.com/AutoViML/Auto_TS
```
PyPi (📥 1.3K / month · ⏱️ 31.01.2022):
```
 pip install auto-ts
```

atspy (🥉15 · ⭐ 440) - AtsPy: Automated Time Series Models in Python (by @firmai). MIT

GitHub (👨‍💻 5 · 🔀 85 · 📦 5 · 📋 20 - 90% open · ⏱️ 18.12.2021):
```
 git clone https://github.com/firmai/atspy
```
PyPi (📥 2.3K / month · ⏱️ 24.04.2020):
```
 pip install atspy
```

Show 9 hidden projects...

PyFlux (🥈25 · ⭐ 2K · 💀) - Open source time series library for Python. BSD-3
luminol (🥉21 · ⭐ 1K · 💀) - Anomaly Detection and Correlation library. Apache-2
seglearn (🥉21 · ⭐ 510 · 💀) - Python module for machine learning time series:. BSD-3
tick (🥉21 · ⭐ 380 · 💀) - Module for statistical learning, with a particular emphasis on time-.. BSD-3
NeuralForecast (🥉20 · ⭐ 600) - Scalable and user friendly neural forecasting algorithms.. ❗️GPL-3.0
pydlm (🥉20 · ⭐ 420 · 💀) - A python library for Bayesian time series modeling. BSD-3
ADTK (🥉19 · ⭐ 820 · 💀) - A Python toolkit for rule-based/unsupervised anomaly detection in time.. MPL-2.0
matrixprofile-ts (🥉19 · ⭐ 680 · 💀) - A Python library for detecting patterns and anomalies.. Apache-2
tsaug (🥉14 · ⭐ 240 · 💀) - A Python package for time series augmentation. Apache-2

Medical Data

Libraries for processing and analyzing medical data such as MRIs, EEGs, genomic data, and other medical imaging formats.

MNE (🥇36 · ⭐ 1.9K) - MNE: Magnetoencephalography (MEG) and Electroencephalography (EEG) in Python. BSD-3

GitHub (👨‍💻 290 · 🔀 1K · 📦 1.6K · 📋 4.1K - 9% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/mne-tools/mne-python
```
PyPi (📥 52K / month · 📦 210 · ⏱️ 12.05.2022):
```
 pip install mne
```
Conda (📥 200K · ⏱️ 12.05.2022):
```
 conda install -c conda-forge mne
```

NIPYPE (🥇35 · ⭐ 630) - Workflows and interfaces for neuroimaging packages. Apache-2

GitHub (👨‍💻 240 · 🔀 490 · 📦 920 · 📋 1.3K - 29% open · ⏱️ 16.05.2022):
```
 git clone https://github.com/nipy/nipype
```
PyPi (📥 55K / month · 📦 160 · ⏱️ 16.05.2022):
```
 pip install nipype
```
Conda (📥 470K · ⏱️ 10.05.2022):
```
 conda install -c conda-forge nipype
```

Nilearn (🥈34 · ⭐ 860) - Machine learning for NeuroImaging in Python. BSD-3

GitHub (👨‍💻 180 · 🔀 460 · 📥 58 · 📦 1.5K · 📋 1.6K - 17% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/nilearn/nilearn
```
PyPi (📥 20K / month · 📦 240 · ⏱️ 13.04.2022):
```
 pip install nilearn
```
Conda (📥 150K · ⏱️ 13.04.2022):
```
 conda install -c conda-forge nilearn
```

MONAI (🥈33 · ⭐ 3K) - AI Toolkit for Healthcare Imaging. Apache-2

GitHub (👨‍💻 96 · 🔀 580 · 📦 310 · 📋 1.6K - 12% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/Project-MONAI/MONAI
```
PyPi (📥 50K / month · 📦 17 · ⏱️ 16.02.2022):
```
 pip install monai
```
Conda (📥 600 · ⏱️ 09.01.2022):
```
 conda install -c conda-forge monai
```

Lifelines (🥈33 · ⭐ 1.9K) - Survival analysis in Python. MIT

GitHub (👨‍💻 99 · 🔀 470 · 📦 880 · 📋 860 - 26% open · ⏱️ 16.03.2022):
```
 git clone https://github.com/CamDavidsonPilon/lifelines
```
PyPi (📥 320K / month · 📦 110 · ⏱️ 15.03.2022):
```
 pip install lifelines
```

Conda (📥 190K · ⏱️ 18.05.2022):

 conda install -c conda-forge lifelines

Hail (🥈33 · ⭐ 800) - Scalable genomic data analysis. MIT

GitHub (👨‍💻 79 · 🔀 210 · 📦 67 · 📋 2K - 2% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/hail-is/hail
```
PyPi (📥 33K / month · 📦 11 · ⏱️ 16.05.2022):
```
 pip install hail
```

NiBabel (🥈33 · ⭐ 470) - Python package to access a cacophony of neuro-imaging file formats. MIT

GitHub (👨‍💻 95 · 🔀 230 · 📦 7.1K · 📋 460 - 30% open · ⏱️ 09.05.2022):
```
 git clone https://github.com/nipy/nibabel
```
PyPi (📥 180K / month · 📦 970 · ⏱️ 07.02.2022):
```
 pip install nibabel
```
Conda (📥 430K · ⏱️ 07.02.2022):
```
 conda install -c conda-forge nibabel
```

DIPY (🥈31 · ⭐ 510) - DIPY is the paragon 3D/4D+ imaging library in Python. Contains generic.. BSD-3

GitHub (👨‍💻 130 · 🔀 360 · 📦 560 · 📋 810 - 18% open · ⏱️ 17.05.2022):
```
 git clone https://github.com/dipy/dipy
```
PyPi (📥 12K / month · 📦 80 · ⏱️ 11.03.2022):
```
 pip install dipy
```
Conda (📥 290K · ⏱️ 15.03.2022):
```
 conda install -c conda-forge dipy
```

DeepVariant (🥉25 · ⭐ 2.5K) - DeepVariant is an analysis pipeline that uses a deep neural.. BSD-3

GitHub (👨‍💻 21 · 🔀 610 · 📥 3.9K · 📋 480 - 0% open · ⏱️ 28.01.2022):
```
 git clone https://github.com/google/deepvariant
```
Conda (📥 41K · ⏱️ 16.12.2021):
```
 conda install -c bioconda deepvariant
```

Medical Detection Toolkit (🥉14 · ⭐ 1.1K) - The Medical Detection Toolkit contains 2D + 3D.. Apache-2

GitHub (👨‍💻 3 · 🔀 280 · 📋 120 - 32% open · ⏱️ 04.04.2022):
```
 git clone https://github.com/MIC-DKFZ/medicaldetectiontoolkit
```

Show 9 hidden projects...

NiftyNet (🥉25 · ⭐ 1.3K · 💀) - [unmaintained] An open-source convolutional neural.. Apache-2
NIPY (🥉23 · ⭐ 320 · 💀) - Neuroimaging in Python FMRI analysis package. BSD-3
Glow (🥉23 · ⭐ 200) - An open-source toolkit for large-scale genomic analysis. Apache-2
DLTK (🥉22 · ⭐ 1.3K · 💀) - Deep Learning Toolkit for Medical Image Analysis. Apache-2
MedPy (🥉22 · ⭐ 400 · 💀) - Medical image processing in Python. ❗️GPL-3.0
Brainiak (🥉21 · ⭐ 270 · 💤) - Brain Imaging Analysis Kit. Apache-2
MedicalTorch (🥉17 · ⭐ 780 · 💀) - A medical imaging framework for Pytorch. Apache-2
DeepNeuro (🥉13 · ⭐ 110 · 💀) - A deep learning python package for neuroimaging data. Made by:. MIT
MedicalNet (🥉12 · ⭐ 1.4K · 💀) - Many studies have shown that the performance on deep learning is.. MIT

Tabular Data

Libraries for processing tabular and structured data.

carefree-learn (🥈19 · ⭐ 360) - Deep Learning PyTorch. MIT

GitHub (👨‍💻 1 · 🔀 33 · 📦 2 · ⏱️ 14.05.2022):
```
 git clone https://github.com/carefree0910/carefree-learn
```
PyPi (📥 83 / month · ⏱️ 29.04.2022):
```
 pip install carefree-learn
```

pytorch_tabular (🥉17 · ⭐ 590) - A standard framework for modelling Deep Learning Models.. MIT

GitHub (👨‍💻 9 · 🔀 61 · 📋 59 - 27% open · ⏱️ 30.03.2022):
```
 git clone https://github.com/manujosephv/pytorch_tabular
```
PyPi (📥 2.2K / month · 📦 1 · ⏱️ 01.09.2021):
```
 pip install pytorch_tabular
```

deltapy (🥉11 · ⭐ 430) - DeltaPy - Tabular Data Augmentation (by @firmai). MIT

GitHub (👨‍💻 4 · 🔀 43 · 📦 2 · 📋 3 - 66% open · ⏱️ 01.03.2022):
```
 git clone https://github.com/firmai/deltapy
```
PyPi (📥 130 / month · ⏱️ 09.04.2020):
```
 pip install deltapy
```

Show 2 hidden projects...

miceforest (🥇22 · ⭐ 160) - Multiple Imputation with Random Forests in Python. MIT
upgini (🥉16 · ⭐ 28 · 🐣) - Low-code feature search library for supervised machine learning.. BSD-3

Optical Character Recognition

Libraries for optical character recognition (OCR) and text extraction from images or videos.

PaddleOCR (🥇37 · ⭐ 22K) - Awesome multilingual OCR toolkits based on PaddlePaddle.. Apache-2

GitHub (👨‍💻 110 · 🔀 4.5K · 📦 640 · 📋 4.5K - 24% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/PaddlePaddle/PaddleOCR
```
PyPi (📥 56K / month · 📦 6 · ⏱️ 10.05.2022):
```
 pip install paddleocr
```

EasyOCR (🥇35 · ⭐ 15K) - Ready-to-use OCR with 80+ supported languages and all popular writing.. Apache-2

GitHub (👨‍💻 98 · 🔀 2.1K · 📥 1.6M · 📦 1.2K · 📋 560 - 19% open · ⏱️ 09.04.2022):
```
 git clone https://github.com/JaidedAI/EasyOCR
```
PyPi (📥 110K / month · 📦 30 · ⏱️ 09.04.2022):
```
 pip install easyocr
```

Tesseract (🥈33 · ⭐ 4.2K) - Python-tesseract is an optical character recognition (OCR) tool.. Apache-2

GitHub (👨‍💻 41 · 🔀 600 · 📋 300 - 5% open · ⏱️ 10.05.2022):
```
 git clone https://github.com/madmaze/pytesseract
```
PyPi (📥 580K / month · 📦 940 · ⏱️ 19.02.2022):
```
 pip install pytesseract
```

Conda (📥 500K · ⏱️ 15.03.2022):

 conda install -c conda-forge pytesseract

OCRmyPDF (🥈29 · ⭐ 6.4K) - OCRmyPDF adds an OCR text layer to scanned PDF files, allowing them.. MPL-2.0

GitHub (👨‍💻 65 · 🔀 570 · 📋 860 - 10% open · ⏱️ 15.05.2022):
```
 git clone https://github.com/ocrmypdf/OCRmyPDF
```
PyPi (📥 22K / month · 📦 12 · ⏱️ 14.05.2022):
```
 pip install ocrmypdf
```
Conda (📥 10K · ⏱️ 15.05.2022):
```
 conda install -c conda-forge ocrmypdf
```

tesserocr (🥈29 · ⭐ 1.6K) - A Python wrapper for the tesseract-ocr API. MIT

GitHub (👨‍💻 26 · 🔀 220 · 📦 660 · 📋 250 - 32% open · ⏱️ 09.11.2021):
```
 git clone https://github.com/sirfz/tesserocr
```
PyPi (📥 63K / month · 📦 67 · ⏱️ 19.06.2021):
```
 pip install tesserocr
```

Conda (📥 69K · ⏱️ 04.05.2022):

 conda install -c conda-forge tesserocr

MMOCR (🥉28 · ⭐ 2.4K) - OpenMMLab Text Detection, Recognition and Understanding Toolbox. Apache-2

GitHub (👨‍💻 49 · 🔀 430 · 📦 12 · 📋 550 - 16% open · ⏱️ 17.05.2022):
```
 git clone https://github.com/open-mmlab/mmocr
```
PyPi (📥 3.2K / month · 📦 1 · ⏱️ 05.05.2022):
```
 pip install mmocr
```

keras-ocr (🥉23 · ⭐ 1K · 📈) - A packaged and flexible version of the CRAFT text detector and.. MIT

GitHub (👨‍💻 15 · 🔀 270 · 📥 260K · 📋 170 - 38% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/faustomorales/keras-ocr
```
PyPi (📥 5.7K / month · 📦 2 · ⏱️ 19.05.2022):
```
 pip install keras-ocr
```
Conda (📥 43 · ⏱️ 14.01.2022):
```
 conda install -c anaconda keras-ocr
```

calamari (🥉21 · ⭐ 920) - Line based ATR Engine based on OCRopy. Apache-2

GitHub (👨‍💻 19 · 🔀 190 · 📋 250 - 19% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/Calamari-OCR/calamari
```
PyPi (📥 780 / month · 📦 2 · ⏱️ 13.11.2018):
```
 pip install calamari_ocr
```

attention-ocr (🥉21 · ⭐ 910 · 💤) - A Tensorflow model for text recognition (CNN + seq2seq.. MIT

GitHub (👨‍💻 27 · 🔀 240 · 📦 19 · 📋 150 - 16% open · ⏱️ 29.10.2021):
```
 git clone https://github.com/emedvedev/attention-ocr
```
PyPi (📥 220 / month · ⏱️ 19.04.2019):
```
 pip install aocr
```

pdftabextract (🥉19 · ⭐ 2K) - A set of tools for extracting tables from PDF files helping to.. Apache-2

GitHub (👨‍💻 2 · 🔀 350 · 📦 39 · 📋 21 - 14% open · ⏱️ 07.03.2022):
```
 git clone https://github.com/WZBSocialScienceCenter/pdftabextract
```
PyPi (📥 560 / month · 📦 1 · ⏱️ 09.01.2018):
```
 pip install pdftabextract
```

Mozart (🥉10 · ⭐ 370 · 💤) - An optical music recognition (OMR) system. Converts sheet.. Apache-2

GitHub (👨‍💻 5 · 🔀 56 · 📋 11 - 27% open · ⏱️ 05.05.2021):
```
 git clone https://github.com/aashrafh/Mozart
```

Show 1 hidden projects...

doc2text (🥉19 · ⭐ 1.3K · 💀) - Detect text blocks and OCR poorly scanned PDFs in bulk. Python.. MIT

Data Containers & Structures

General-purpose data containers & structures as well as utilities & extensions for pandas.

Data Loading & Extraction

Libraries for loading, collecting, and extracting data from a variety of data sources and formats.

🔗 best-of-python - Data Extraction ( ⭐ 2.2K) - Collection of data-loading and -extraction libraries.

🔗 best-of-python - Data Containers ( ⭐ 2.2K) - Collection of data-container, dataframe, and pandas-..

Web Scraping & Crawling

Libraries for web scraping, crawling, downloading, and mining as well as libraries.

🔗 best-of-web-python - Web Scraping ( ⭐ 1.5K) - Collection of web-scraping and crawling libraries.

Data Pipelines & Streaming

Libraries for data batch- and stream-processing, workflow automation, job scheduling, and other data pipeline tasks.

Celery (🥇46 · ⭐ 19K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3

GitHub (👨‍💻 1.2K · 🔀 4.3K · 📦 70K · 📋 4.7K - 11% open · ⏱️ 12.05.2022):
```
 git clone https://github.com/celery/celery
```
PyPi (📥 5.1M / month · 📦 15K · ⏱️ 05.04.2022):
```
 pip install celery
```
Conda (📥 840K · ⏱️ 27.04.2022):
```
 conda install -c conda-forge celery
```

Airflow (🥇45 · ⭐ 26K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2

GitHub (👨‍💻 2.4K · 🔀 11K · 📥 290K · 📋 5.6K - 16% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/apache/airflow
```
PyPi (📥 6.3M / month · 📦 470 · ⏱️ 30.04.2022):
```
 pip install apache-airflow
```
Conda (📥 600K · ⏱️ 02.05.2022):
```
 conda install -c conda-forge airflow
```
Docker Hub (📥 72M · ⭐ 340 · ⏱️ 08.05.2022):
```
 docker pull apache/airflow
```

Beam (🥇39 · ⭐ 5.5K) - Unified programming model to define and execute data processing.. Apache-2

GitHub (👨‍💻 1.3K · 🔀 3.5K · ⏱️ 19.05.2022):
```
 git clone https://github.com/apache/beam
```
PyPi (📥 7.2M / month · 📦 150 · ⏱️ 14.05.2022):
```
 pip install apache-beam
```

Conda (📥 8.6K · ⏱️ 21.04.2022):

 conda install -c conda-forge apache-beam-with-aws

rq (🥇38 · ⭐ 8.3K) - Simple job queues for Python. BSD-3

GitHub (👨‍💻 260 · 🔀 1.3K · 📦 10K · 📋 960 - 18% open · ⏱️ 16.05.2022):
```
 git clone https://github.com/rq/rq
```
PyPi (📥 570K / month · 📦 1.7K · ⏱️ 07.12.2021):
```
 pip install rq
```
Conda (📥 71K · ⏱️ 30.06.2021):
```
 conda install -c conda-forge rq
```

joblib (🥇38 · ⭐ 2.8K) - Computing with Python functions. BSD-3

GitHub (👨‍💻 110 · 🔀 320 · 📦 180K · 📋 730 - 45% open · ⏱️ 30.04.2022):
```
 git clone https://github.com/joblib/joblib
```
PyPi (📥 24M / month · 📦 4.9K · ⏱️ 07.10.2021):
```
 pip install joblib
```
Conda (📥 8.7M · ⏱️ 07.10.2021):
```
 conda install -c conda-forge joblib
```

luigi (🥈37 · ⭐ 16K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2

GitHub (👨‍💻 590 · 🔀 2.3K · 📦 1.7K · 📋 970 - 10% open · ⏱️ 12.05.2022):
```
 git clone https://github.com/spotify/luigi
```
PyPi (📥 580K / month · 📦 400 · ⏱️ 23.09.2020):
```
 pip install luigi
```
Conda (📥 10K · 📦 2 · ⏱️ 02.05.2022):
```
 conda install -c anaconda luigi
```

Prefect (🥈37 · ⭐ 9.1K) - The easiest way to automate your data. Apache-2

GitHub (👨‍💻 320 · 🔀 890 · 📦 760 · 📋 2.3K - 23% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/PrefectHQ/prefect
```
PyPi (📥 240K / month · 📦 61 · ⏱️ 17.05.2022):
```
 pip install prefect
```
Conda (📥 260K · ⏱️ 28.04.2022):
```
 conda install -c conda-forge prefect
```

Great Expectations (🥈37 · ⭐ 6.6K) - Always know what to expect from your data. Apache-2

GitHub (👨‍💻 290 · 🔀 940 · 📋 1.3K - 15% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/great-expectations/great_expectations
```
PyPi (📥 5.8M / month · 📦 32 · ⏱️ 12.05.2022):
```
 pip install great_expectations
```

Conda (📥 380K · ⏱️ 12.05.2022):

 conda install -c conda-forge great-expectations

Dagster (🥈37 · ⭐ 4.7K) - An orchestration platform for the development, production, and.. Apache-2

GitHub (👨‍💻 200 · 🔀 600 · 📦 380 · 📋 4.1K - 23% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/dagster-io/dagster
```
PyPi (📥 260K / month · 📦 88 · ⏱️ 18.05.2022):
```
 pip install dagster
```
Conda (📥 500K · ⏱️ 18.05.2022):
```
 conda install -c conda-forge dagster
```

dbt (🥈36 · ⭐ 4.8K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2

GitHub (👨‍💻 220 · 🔀 880 · 📥 340 · 📦 450 · 📋 2.8K - 12% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/dbt-labs/dbt-core
```
PyPi (📥 1.4M / month · 📦 29 · ⏱️ 06.12.2021):
```
 pip install dbt
```
Conda (📥 200K · ⏱️ 09.12.2021):
```
 conda install -c conda-forge dbt
```

Kedro (🥈35 · ⭐ 7.2K) - A Python framework for creating reproducible, maintainable and modular.. Apache-2

GitHub (👨‍💻 150 · 🔀 660 · 📦 860 · 📋 760 - 14% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/kedro-org/kedro
```
PyPi (📥 310K / month · 📦 38 · ⏱️ 09.05.2022):
```
 pip install kedro
```

Activeloop (🥈31 · ⭐ 4.5K) - Dataset format for AI. Build, manage, query & visualize datasets.. MPL-2.0

GitHub (👨‍💻 97 · 🔀 380 · 📋 370 - 14% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/activeloopai/Hub
```
PyPi (📥 5.6K / month · 📦 53 · ⏱️ 18.05.2022):
```
 pip install hub
```

huey (🥈31 · ⭐ 4K) - a little task queue for python. MIT

GitHub (👨‍💻 66 · 🔀 330 · 📦 920 · ⏱️ 09.05.2022):
```
 git clone https://github.com/coleifer/huey
```
PyPi (📥 180K / month · 📦 160 · ⏱️ 28.12.2021):
```
 pip install huey
```
Conda (📥 24K · ⏱️ 16.10.2019):
```
 conda install -c conda-forge huey
```

ploomber (🥈31 · ⭐ 2.4K) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2

GitHub (👨‍💻 47 · 🔀 160 · 📦 40 · 📋 690 - 27% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/ploomber/ploomber
```
PyPi (📥 4.1K / month · 📦 5 · ⏱️ 18.05.2022):
```
 pip install ploomber
```
Conda (📥 6.8K · ⏱️ 18.05.2022):
```
 conda install -c conda-forge ploomber
```

TFX (🥈31 · ⭐ 1.8K) - TFX is an end-to-end platform for deploying production ML pipelines. Apache-2

GitHub (👨‍💻 140 · 🔀 560 · 📋 760 - 32% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/tensorflow/tfx
```
PyPi (📥 370K / month · 📦 12 · ⏱️ 17.05.2022):
```
 pip install tfx
```

mleap (🥈31 · ⭐ 1.4K) - MLeap: Deploy ML Pipelines to Production. Apache-2

GitHub (👨‍💻 73 · 🔀 300 · 📦 180 · 📋 440 - 20% open · ⏱️ 03.05.2022):
```
 git clone https://github.com/combust/mleap
```
PyPi (📥 220K / month · 📦 26 · ⏱️ 04.04.2022):
```
 pip install mleap
```
Conda (📥 46K · ⏱️ 05.04.2022):
```
 conda install -c conda-forge mleap
```

petl (🥈31 · ⭐ 1K) - Python Extract Transform and Load Tables of Data. MIT

GitHub (👨‍💻 54 · 🔀 170 · 📦 720 · 📋 440 - 17% open · ⏱️ 25.04.2022):
```
 git clone https://github.com/petl-developers/petl
```
PyPi (📥 190K / month · 📦 74 · ⏱️ 25.04.2022):
```
 pip install petl
```
Conda (📥 75K · ⏱️ 26.04.2022):
```
 conda install -c conda-forge petl
```

Optimus (🥉28 · ⭐ 1.2K) - Agile Data Preparation Workflows madeeasy with Pandas, Dask,.. Apache-2

GitHub (👨‍💻 25 · 🔀 210 · 📋 230 - 13% open · ⏱️ 04.05.2022):
```
 git clone https://github.com/hi-primus/optimus
```
PyPi (📥 66K / month · ⏱️ 30.05.2019):
```
 pip install optimuspyspark
```

PyFunctional (🥉26 · ⭐ 2K) - Python library for creating data pipelines with chain functional.. MIT

GitHub (👨‍💻 25 · 🔀 110 · 📦 440 · 📋 130 - 5% open · ⏱️ 05.11.2021):
```
 git clone https://github.com/EntilZha/PyFunctional
```
PyPi (📥 98K / month · 📦 12 · ⏱️ 12.01.2021):
```
 pip install pyfunctional
```

zenml (🥉26 · ⭐ 2K) - ZenML : MLOps framework to create reproducible pipelines... Apache-2

GitHub (👨‍💻 32 · 🔀 140 · 📋 75 - 13% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/zenml-io/zenml
```
PyPi (📥 1.1K / month · ⏱️ 18.05.2022):
```
 pip install zenml
```

streamparse (🥉26 · ⭐ 1.5K) - Run Python in Apache Storm topologies. Pythonic API, CLI.. Apache-2

GitHub (👨‍💻 42 · 🔀 220 · 📦 54 · 📋 330 - 21% open · ⏱️ 10.01.2022):
```
 git clone https://github.com/Parsely/streamparse
```
PyPi (📥 3.6K / month · 📦 27 · ⏱️ 10.01.2022):
```
 pip install streamparse
```

arq (🥉26 · ⭐ 1.2K) - Fast job queuing and RPC in python with asyncio and redis. MIT

GitHub (👨‍💻 39 · 🔀 100 · 📦 220 · 📋 140 - 26% open · ⏱️ 28.03.2022):
```
 git clone https://github.com/samuelcolvin/arq
```
PyPi (📥 22K / month · 📦 11 · ⏱️ 09.03.2022):
```
 pip install arq
```
Conda (📥 2.1K · ⏱️ 03.09.2021):
```
 conda install -c conda-forge arq
```

whylogs (🥉25 · ⭐ 1.1K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2

GitHub (👨‍💻 31 · 🔀 55 · 📥 50 · 📋 150 - 39% open · ⏱️ 11.05.2022):
```
 git clone https://github.com/whylabs/whylogs
```
PyPi (📥 14K / month · 📦 2 · ⏱️ 11.05.2022):
```
 pip install whylogs
```

TaskTiger (🥉24 · ⭐ 1.1K) - Python task queue using Redis. MIT

GitHub (👨‍💻 25 · 🔀 62 · 📦 22 · 📋 68 - 48% open · ⏱️ 25.04.2022):
```
 git clone https://github.com/closeio/tasktiger
```
PyPi (📥 1.6K / month · 📦 10 · ⏱️ 02.12.2021):
```
 pip install tasktiger
```

Pypeline (🥉23 · ⭐ 1.3K) - Concurrent data pipelines in Python . MIT

GitHub (👨‍💻 12 · 🔀 80 · 📋 58 - 25% open · ⏱️ 06.01.2022):
```
 git clone https://github.com/cgarciae/pypeln
```
PyPi (📥 13K / month · 📦 9 · ⏱️ 06.01.2022):
```
 pip install pypeln
```
Conda (📥 6.2K · ⏱️ 06.01.2022):
```
 conda install -c conda-forge pypeln
```

pdpipe (🥉22 · ⭐ 670) - Easy pipelines for pandas DataFrames. MIT

GitHub (👨‍💻 10 · 🔀 34 · 📦 40 · 📋 45 - 28% open · ⏱️ 12.05.2022):
```
 git clone https://github.com/pdpipe/pdpipe
```
PyPi (📥 1.8K / month · 📦 5 · ⏱️ 12.05.2022):
```
 pip install pdpipe
```
Conda (📥 4.1K · ⏱️ 18.05.2022):
```
 conda install -c conda-forge pdpipe
```

spark-deep-learning (🥉19 · ⭐ 1.9K) - Deep Learning Pipelines for Apache Spark. Apache-2

GitHub (👨‍💻 17 · 🔀 460 · 📦 21 · 📋 100 - 74% open · ⏱️ 21.03.2022):
```
 git clone https://github.com/databricks/spark-deep-learning
```

riko (🥉18 · ⭐ 1.6K) - A Python stream processing engine modeled after Yahoo! Pipes. MIT

GitHub (👨‍💻 18 · 🔀 75 · 📋 30 - 73% open · ⏱️ 28.12.2021):
```
 git clone https://github.com/nerevu/riko
```
PyPi (📥 140 / month · 📦 1 · ⏱️ 28.12.2021):
```
 pip install riko
```

Databolt Flow (🥉18 · ⭐ 940 · 💤) - Python library for building highly effective data science.. MIT

GitHub (👨‍💻 12 · 🔀 70 · 📦 20 · 📋 23 - 43% open · ⏱️ 28.09.2021):
```
 git clone https://github.com/d6t/d6tflow
```
PyPi (📥 330 / month · ⏱️ 06.10.2021):
```
 pip install d6tflow
```

kale (🥉18 · ⭐ 530 · 💤) - Kubeflows superfood for Data Scientists. Apache-2

GitHub (👨‍💻 10 · 🔀 100 · 📋 160 - 52% open · ⏱️ 20.10.2021):
```
 git clone https://github.com/kubeflow-kale/kale
```
PyPi (📥 1.2K / month · ⏱️ 19.05.2021):
```
 pip install kubeflow-kale
```

Mara Pipelines (🥉17 · ⭐ 1.9K) - A lightweight opinionated ETL framework, halfway between plain.. MIT

GitHub (👨‍💻 17 · 🔀 89 · 📦 9 · 📋 25 - 44% open · ⏱️ 30.04.2022):
```
 git clone https://github.com/mara/mara-pipelines
```
PyPi (📥 240 / month · ⏱️ 23.01.2021):
```
 pip install mara-pipelines
```

Show 12 hidden projects...

mrjob (🥈32 · ⭐ 2.6K · 💀) - Run MapReduce jobs on Hadoop or Amazon Web Services. Apache-2
faust (🥉30 · ⭐ 6.2K · 💀) - Python Stream Processing. BSD-3
dbnd (🥉26 · ⭐ 220) - DBND is an agile pipeline framework that helps data engineering teams.. Apache-2
bonobo (🥉24 · ⭐ 1.5K · 💀) - Extract Transform Load for Python 3.5+. Apache-2
pysparkling (🥉22 · ⭐ 250 · 💀) - A pure Python implementation of Apache Sparks RDD and DStream.. MIT
dpark (🥉21 · ⭐ 2.7K · 💀) - Python clone of Spark, a MapReduce alike framework in Python. BSD-3
mrq (🥉21 · ⭐ 870 · 💀) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT
bodywork-core (🥉20 · ⭐ 340) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0
BatchFlow (🥉19 · ⭐ 180) - BatchFlow helps you conveniently work with random or sequential.. Apache-2
flupy (🥉17 · ⭐ 170 · 📈) - Fluent data pipelines for python and your shell. MIT
Botflow (🥉15 · ⭐ 1.2K · 💀) - Python Fast Dataflow programming framework for Data pipeline work(.. BSD-3
datajob (🥉13 · ⭐ 91) - Build and deploy a serverless data pipeline on AWS with no effort. Apache-2

Distributed Machine Learning

Libraries that provide capabilities to distribute and parallelize machine learning tasks across large-scale compute infrastructure.

Ray (🥇43 · ⭐ 20K) - An open source framework that provides a simple, universal API for.. Apache-2

GitHub (👨‍💻 690 · 🔀 3.6K · 📦 4.8K · 📋 10K - 22% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/ray-project/ray
```
PyPi (📥 1.1M / month · 📦 270 · ⏱️ 16.05.2022):
```
 pip install ray
```
Conda (📥 28K · ⏱️ 19.05.2022):
```
 conda install -c conda-forge ray-tune
```

dask (🥇43 · ⭐ 9.9K · 📉) - Parallel computing with task scheduling. BSD-3

GitHub (👨‍💻 530 · 🔀 1.5K · 📦 37K · 📋 4.4K - 16% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/dask/dask
```
PyPi (📥 6M / month · 📦 2.6K · ⏱️ 02.05.2022):
```
 pip install dask
```
Conda (📥 5.6M · ⏱️ 02.05.2022):
```
 conda install -c conda-forge dask
```

dask.distributed (🥇41 · ⭐ 1.4K) - A distributed task scheduler for Dask. BSD-3

GitHub (👨‍💻 270 · 🔀 620 · 📦 23K · 📋 2.9K - 37% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/dask/distributed
```
PyPi (📥 5.1M / month · 📦 1.2K · ⏱️ 02.05.2022):
```
 pip install distributed
```

Conda (📥 6.9M · ⏱️ 02.05.2022):

 conda install -c conda-forge distributed

horovod (🥇37 · ⭐ 12K) - Distributed training framework for TensorFlow, Keras, PyTorch, and.. Apache-2

GitHub (👨‍💻 140 · 🔀 2K · 📦 590 · 📋 2K - 15% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/horovod/horovod
```
PyPi (📥 63K / month · 📦 30 · ⏱️ 21.04.2022):
```
 pip install horovod
```

H2O-3 (🥈33 · ⭐ 5.8K) - H2O is an Open Source, Distributed, Fast & Scalable Machine Learning.. Apache-2

GitHub (👨‍💻 220 · 🔀 1.9K · ⏱️ 18.05.2022):
```
 git clone https://github.com/h2oai/h2o-3
```
PyPi (📥 390K / month · 📦 75 · ⏱️ 13.04.2022):
```
 pip install h2o
```

DeepSpeed (🥈32 · ⭐ 6.8K) - DeepSpeed is a deep learning optimization library that makes.. MIT

GitHub (👨‍💻 100 · 🔀 790 · 📦 250 · 📋 910 - 51% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/microsoft/DeepSpeed
```
PyPi (📥 170K / month · 📦 10 · ⏱️ 06.05.2022):
```
 pip install deepspeed
```
Docker Hub (📥 14K · ⭐ 3 · ⏱️ 09.03.2022):
```
 docker pull deepspeed/deepspeed
```

BigDL (🥈32 · ⭐ 3.9K) - Building Large-Scale AI Applications for Distributed Big Data. Apache-2

GitHub (👨‍💻 140 · 🔀 990 · 📦 36 · 📋 1.3K - 35% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/intel-analytics/BigDL
```
PyPi (📥 5.9K / month · 📦 1 · ⏱️ 19.05.2022):
```
 pip install bigdl
```

Maven (📦 4 · ⏱️ 20.04.2021):

 <dependency>
 	<groupId>com.intel.analytics.bigdl</groupId>
 	<artifactId>bigdl-SPARK_2.4</artifactId>
 	<version>[VERSION]</version>
 </dependency>

ipyparallel (🥈32 · ⭐ 2.2K) - IPython Parallel: Interactive Parallel Computing in Python. BSD-3

GitHub (👨‍💻 110 · 🔀 890 · 📋 330 - 16% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/ipython/ipyparallel
```
PyPi (📥 51K / month · 📦 290 · ⏱️ 09.05.2022):
```
 pip install ipyparallel
```

Conda (📥 600K · ⏱️ 10.05.2022):

 conda install -c conda-forge ipyparallel

FairScale (🥈31 · ⭐ 1.7K) - PyTorch extensions for high performance and large scale training. BSD-3

GitHub (👨‍💻 61 · 🔀 170 · 📦 280 · 📋 310 - 21% open · ⏱️ 14.05.2022):
```
 git clone https://github.com/facebookresearch/fairscale
```
PyPi (📥 140K / month · 📦 15 · ⏱️ 09.03.2022):
```
 pip install fairscale
```

Conda (📥 16K · ⏱️ 22.03.2022):

 conda install -c conda-forge fairscale

metrics (🥈31 · ⭐ 860) - Machine learning metrics for distributed, scalable PyTorch.. Apache-2

GitHub (👨‍💻 130 · 🔀 180 · 📥 660 · 📦 2.9K · 📋 360 - 17% open · ⏱️ 17.05.2022):
```
 git clone https://github.com/PyTorchLightning/metrics
```
PyPi (📥 2.8K / month · 📦 14 · ⏱️ 28.04.2018):
```
 pip install metrics
```

Conda (📥 340K · ⏱️ 06.05.2022):

 conda install -c conda-forge torchmetrics

TensorFlowOnSpark (🥈28 · ⭐ 3.8K) - TensorFlowOnSpark brings TensorFlow programs to.. Apache-2

GitHub (👨‍💻 34 · 🔀 970 · 📋 360 - 1% open · ⏱️ 21.04.2022):
```
 git clone https://github.com/yahoo/TensorFlowOnSpark
```
PyPi (📥 520K / month · 📦 5 · ⏱️ 21.04.2022):
```
 pip install tensorflowonspark
```

Conda (📥 10K · ⏱️ 27.03.2022):

 conda install -c conda-forge tensorflowonspark

SynapseML (🥈28 · ⭐ 3.3K) - Simple and Distributed Machine Learning. MIT

GitHub (👨‍💻 91 · 🔀 670 · 📋 580 - 42% open · ⏱️ 13.05.2022):
```
 git clone https://github.com/microsoft/SynapseML
```
PyPi (📥 29K / month · 📦 1 · ⏱️ 12.01.2022):
```
 pip install synapseml
```

petastorm (🥈28 · ⭐ 1.4K) - Petastorm library enables single machine or distributed training.. Apache-2

GitHub (👨‍💻 44 · 🔀 240 · 📥 310 · 📦 69 · 📋 280 - 50% open · ⏱️ 21.04.2022):
```
 git clone https://github.com/uber/petastorm
```
PyPi (📥 91K / month · 📦 6 · ⏱️ 19.02.2022):
```
 pip install petastorm
```

dask-ml (🥈28 · ⭐ 800) - Scalable Machine Learning with Dask. BSD-3

GitHub (👨‍💻 72 · 🔀 220 · 📦 610 · 📋 470 - 48% open · ⏱️ 16.04.2022):
```
 git clone https://github.com/dask/dask-ml
```
PyPi (📥 85K / month · 📦 55 · ⏱️ 22.01.2022):
```
 pip install dask-ml
```
Conda (📥 310K · ⏱️ 22.01.2022):
```
 conda install -c conda-forge dask-ml
```

Elephas (🥉27 · ⭐ 1.5K) - Distributed Deep learning with Keras & Spark. MIT keras

GitHub (👨‍💻 27 · 🔀 300 · 📦 56 · 📋 160 - 11% open · ⏱️ 30.03.2022):
```
 git clone https://github.com/maxpumperla/elephas
```
PyPi (📥 69K / month · 📦 3 · ⏱️ 30.03.2022):
```
 pip install elephas
```
Conda (📥 8.1K · ⏱️ 02.06.2021):
```
 conda install -c conda-forge elephas
```

Mesh (🥉27 · ⭐ 1.3K) - Mesh TensorFlow: Model Parallelism Made Easier. Apache-2

GitHub (👨‍💻 48 · 🔀 220 · 📦 680 · 📋 110 - 87% open · ⏱️ 12.05.2022):
```
 git clone https://github.com/tensorflow/mesh
```
PyPi (📥 21K / month · 📦 32 · ⏱️ 15.05.2022):
```
 pip install mesh-tensorflow
```

mpi4py (🥉27 · ⭐ 540) - Python bindings for MPI. BSD-2

GitHub (👨‍💻 20 · 🔀 77 · 📥 4.7K · 📋 77 - 16% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/mpi4py/mpi4py
```
PyPi (📥 170K / month · 📦 580 · ⏱️ 15.12.2021):
```
 pip install mpi4py
```
Conda (📥 1.1M · ⏱️ 04.04.2022):
```
 conda install -c conda-forge mpi4py
```

analytics-zoo (🥉26 · ⭐ 2.5K) - Distributed Tensorflow, Keras and PyTorch on Apache.. Apache-2

GitHub (👨‍💻 100 · 🔀 710 · 📦 3 · 📋 1.4K - 39% open · ⏱️ 29.03.2022):
```
 git clone https://github.com/intel-analytics/analytics-zoo
```
PyPi (📥 4.3K / month · 📦 1 · ⏱️ 18.05.2022):
```
 pip install analytics-zoo
```

MMLSpark (🥉24 · ⭐ 3.3K) - Simple and Distributed Machine Learning. MIT

GitHub (👨‍💻 91 · 🔀 670 · 📋 580 - 42% open · ⏱️ 13.05.2022):
```
 git clone https://github.com/microsoft/SynapseML
```
PyPi (📥 5 / month · ⏱️ 18.03.2020):
```
 pip install mmlspark
```

Apache Singa (🥉22 · ⭐ 2.6K) - a distributed deep learning platform. Apache-2

GitHub (👨‍💻 79 · 🔀 790 · 📦 1 · 📋 97 - 41% open · ⏱️ 07.05.2022):
```
 git clone https://github.com/apache/singa
```
Conda (📥 450 · ⏱️ 09.08.2021):
```
 conda install -c nusdbsystem singa
```
Docker Hub (📥 280 · ⭐ 4 · ⏱️ 04.06.2019):
```
 docker pull apache/singa
```

Submit it (🥉22 · ⭐ 620) - Python 3.6+ toolbox for submitting jobs to Slurm. MIT

GitHub (👨‍💻 20 · 🔀 63 · 📋 66 - 31% open · ⏱️ 04.05.2022):
```
 git clone https://github.com/facebookincubator/submitit
```
PyPi (📥 21K / month · 📦 6 · ⏱️ 07.04.2022):
```
 pip install submitit
```
Conda (📥 5.9K · ⏱️ 10.02.2021):
```
 conda install -c conda-forge submitit
```

Hivemind (🥉21 · ⭐ 1K) - Decentralized deep learning in PyTorch. Built to train models on thousands.. MIT

GitHub (👨‍💻 20 · 🔀 61 · 📦 6 · 📋 120 - 35% open · ⏱️ 17.05.2022):
```
 git clone https://github.com/learning-at-home/hivemind
```
PyPi (📥 3.4K / month · 📦 1 · ⏱️ 20.12.2021):
```
 pip install hivemind
```

BytePS (🥉20 · ⭐ 3.2K) - A high performance and generic framework for distributed DNN training. Apache-2

GitHub (👨‍💻 19 · 🔀 440 · 📋 260 - 38% open · ⏱️ 10.02.2022):
```
 git clone https://github.com/bytedance/byteps
```
PyPi (📥 22 / month · ⏱️ 02.08.2021):
```
 pip install byteps
```
Docker Hub (📥 1.3K · ⏱️ 03.03.2020):
```
 docker pull bytepsimage/tensorflow
```

mesh-transformer-jax (🥉17 · ⭐ 4.1K) - Model parallel transformers in JAX and Haiku. Apache-2

GitHub (👨‍💻 23 · 🔀 530 · 📋 170 - 11% open · ⏱️ 28.01.2022):
```
 git clone https://github.com/kingoflolz/mesh-transformer-jax
```

parallelformers (🥉16 · ⭐ 460) - Parallelformers: An Efficient Model Parallelization.. Apache-2

GitHub (👨‍💻 4 · 🔀 28 · 📦 6 · 📋 18 - 38% open · ⏱️ 02.03.2022):
```
 git clone https://github.com/tunib-ai/parallelformers
```
PyPi (📥 200 / month · ⏱️ 29.12.2021):
```
 pip install parallelformers
```

Show 8 hidden projects...

DEAP (🥈31 · ⭐ 4.7K) - Distributed Evolutionary Algorithms in Python. ❗️LGPL-3.0
launchpad (🥉22 · ⭐ 270) - Launchpad is a library that simplifies writing distributed.. Apache-2
TensorFrames (🥉20 · ⭐ 760 · 💀) - [DEPRECATED] Tensorflow wrapper for DataFrames on.. Apache-2
sk-dist (🥉19 · ⭐ 280 · 💤) - Distributed scikit-learn meta-estimators in PySpark. Apache-2
somoclu (🥉19 · ⭐ 240 · 💤) - Massively parallel self-organizing maps: accelerate training on.. MIT
Fiber (🥉18 · ⭐ 970 · 💀) - Distributed Computing for AI Made Simple. Apache-2
LazyCluster (🥉14 · ⭐ 43 · 💤) - Distributed machine learning made simple. Apache-2
autodist (🥉11 · ⭐ 120 · 💀) - Simple Distributed Deep Learning on TensorFlow. Apache-2

Hyperparameter Optimization & AutoML

Libraries for hyperparameter optimization, automl and neural architecture search.

Optuna (🥇37 · ⭐ 6.4K) - A hyperparameter optimization framework. MIT

GitHub (👨‍💻 190 · 🔀 700 · 📦 3.3K · 📋 1.2K - 11% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/optuna/optuna
```
PyPi (📥 3.1M / month · 📦 200 · ⏱️ 12.04.2022):
```
 pip install optuna
```
Conda (📥 270K · ⏱️ 04.10.2021):
```
 conda install -c conda-forge optuna
```

NNI (🥇36 · ⭐ 11K) - An open source AutoML toolkit for automate machine learning lifecycle,.. MIT

GitHub (👨‍💻 170 · 🔀 1.6K · 📦 230 · 📋 1.6K - 18% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/microsoft/nni
```
PyPi (📥 13K / month · 📦 30 · ⏱️ 18.04.2022):
```
 pip install nni
```

AutoKeras (🥇34 · ⭐ 8.5K) - AutoML library for deep learning. Apache-2

GitHub (👨‍💻 140 · 🔀 1.4K · 📥 4.1K · 📦 310 · 📋 820 - 10% open · ⏱️ 16.05.2022):
```
 git clone https://github.com/keras-team/autokeras
```
PyPi (📥 58K / month · 📦 10 · ⏱️ 30.04.2022):
```
 pip install autokeras
```

auto-sklearn (🥇33 · ⭐ 6.3K) - Automated Machine Learning with scikit-learn. BSD-3

GitHub (👨‍💻 79 · 🔀 1.2K · 📥 35 · 📦 280 · 📋 890 - 12% open · ⏱️ 24.04.2022):
```
 git clone https://github.com/automl/auto-sklearn
```
PyPi (📥 38K / month · 📦 30 · ⏱️ 04.05.2022):
```
 pip install auto-sklearn
```

Conda (📥 4.3K · ⏱️ 18.02.2022):

 conda install -c conda-forge auto-sklearn

Hyperopt (🥇33 · ⭐ 6.2K) - Distributed Asynchronous Hyperparameter Optimization in Python. BSD-3

GitHub (👨‍💻 93 · 🔀 970 · 📦 6.5K · 📋 610 - 61% open · ⏱️ 29.11.2021):
```
 git clone https://github.com/hyperopt/hyperopt
```
PyPi (📥 2.1M / month · 📦 420 · ⏱️ 17.11.2021):
```
 pip install hyperopt
```
Conda (📥 400K · ⏱️ 30.04.2022):
```
 conda install -c conda-forge hyperopt
```

Keras Tuner (🥇33 · ⭐ 2.5K) - Hyperparameter tuning for humans. Apache-2

GitHub (👨‍💻 47 · 🔀 330 · 📦 1.4K · 📋 390 - 44% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/keras-team/keras-tuner
```
PyPi (📥 660K / month · 📦 41 · ⏱️ 25.03.2022):
```
 pip install keras-tuner
```

Conda (📥 6.3K · ⏱️ 12.01.2022):

 conda install -c conda-forge keras-tuner

BoTorch (🥇33 · ⭐ 2.3K) - Bayesian optimization in PyTorch. MIT

GitHub (👨‍💻 74 · 🔀 260 · 📦 240 · 📋 260 - 22% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/pytorch/botorch
```
PyPi (📥 170K / month · 📦 13 · ⏱️ 21.04.2022):
```
 pip install botorch
```
Conda (📥 24K · ⏱️ 22.04.2022):
```
 conda install -c conda-forge botorch
```

featuretools (🥈32 · ⭐ 6.2K) - An open source python library for automated feature engineering. BSD-3

GitHub (👨‍💻 64 · 🔀 810 · 📋 800 - 20% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/alteryx/featuretools
```
PyPi (📥 130K / month · 📦 63 · ⏱️ 27.04.2022):
```
 pip install featuretools
```

Conda (📥 84K · ⏱️ 27.04.2022):

 conda install -c conda-forge featuretools

Ax (🥈32 · ⭐ 1.8K) - Adaptive Experimentation Platform. MIT

GitHub (👨‍💻 120 · 🔀 200 · 📦 280 · 📋 420 - 11% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/facebook/Ax
```
PyPi (📥 140K / month · 📦 15 · ⏱️ 26.04.2022):
```
 pip install ax-platform
```

Conda (📥 1.2K · ⏱️ 27.04.2022):

 conda install -c conda-forge ax-platform

AutoGluon (🥈31 · ⭐ 4.5K) - AutoGluon: AutoML for Image, Text, and Tabular Data. Apache-2

GitHub (👨‍💻 71 · 🔀 590 · 📦 120 · 📋 680 - 22% open · ⏱️ 16.05.2022):
```
 git clone https://github.com/awslabs/autogluon
```
PyPi (📥 64K / month · 📦 4 · ⏱️ 19.05.2022):
```
 pip install autogluon
```

nevergrad (🥈31 · ⭐ 3.3K) - A Python toolbox for performing gradient-free optimization. MIT

GitHub (👨‍💻 49 · 🔀 310 · 📦 320 · 📋 260 - 41% open · ⏱️ 06.05.2022):
```
 git clone https://github.com/facebookresearch/nevergrad
```
PyPi (📥 39K / month · 📦 18 · ⏱️ 08.03.2022):
```
 pip install nevergrad
```

Conda (📥 25K · ⏱️ 14.06.2021):

 conda install -c conda-forge nevergrad

scikit-optimize (🥈31 · ⭐ 2.3K · 💤) - Sequential model-based optimization with a.. BSD-3

GitHub (👨‍💻 76 · 🔀 420 · 📦 2.7K · 📋 620 - 37% open · ⏱️ 12.10.2021):
```
 git clone https://github.com/scikit-optimize/scikit-optimize
```
PyPi (📥 850K / month · 📦 170 · ⏱️ 12.10.2021):
```
 pip install scikit-optimize
```

Conda (📥 550K · ⏱️ 15.12.2021):

 conda install -c conda-forge scikit-optimize

Talos (🥈29 · ⭐ 1.5K) - Hyperparameter Optimization for TensorFlow, Keras and PyTorch. MIT

GitHub (👨‍💻 22 · 🔀 260 · 📦 140 · 📋 390 - 5% open · ⏱️ 23.04.2022):
```
 git clone https://github.com/autonomio/talos
```
PyPi (📥 1.5K / month · 📦 6 · ⏱️ 15.04.2022):
```
 pip install talos
```

mljar-supervised (🥈28 · ⭐ 1.9K) - Python package for AutoML on Tabular Data with Feature.. MIT

GitHub (👨‍💻 17 · 🔀 270 · 📦 45 · 📋 480 - 17% open · ⏱️ 14.04.2022):
```
 git clone https://github.com/mljar/mljar-supervised
```
PyPi (📥 9.2K / month · 📦 2 · ⏱️ 02.03.2022):
```
 pip install mljar-supervised
```

Conda (📥 1.5K · ⏱️ 02.03.2022):

 conda install -c conda-forge mljar-supervised

Hyperas (🥈27 · ⭐ 2.1K) - Keras + Hyperopt: A very simple wrapper for convenient.. MIT

GitHub (👨‍💻 21 · 🔀 300 · 📦 240 · 📋 250 - 37% open · ⏱️ 19.11.2021):
```
 git clone https://github.com/maxpumperla/hyperas
```
PyPi (📥 14K / month · 📦 24 · ⏱️ 28.02.2019):
```
 pip install hyperas
```

AdaNet (🥉24 · ⭐ 3.4K · 💤) - Fast and flexible AutoML with learning guarantees. Apache-2

GitHub (👨‍💻 27 · 🔀 520 · 📦 43 · 📋 110 - 57% open · ⏱️ 30.08.2021):
```
 git clone https://github.com/tensorflow/adanet
```
PyPi (📥 830 / month · 📦 2 · ⏱️ 09.07.2020):
```
 pip install adanet
```

Neuraxle (🥉24 · ⭐ 520) - The worlds cleanest AutoML framework - Do hyperparameter tuning with.. Apache-2

GitHub (👨‍💻 7 · 🔀 53 · 📦 31 · 📋 320 - 25% open · ⏱️ 11.05.2022):
```
 git clone https://github.com/Neuraxio/Neuraxle
```
PyPi (📥 380 / month · 📦 1 · ⏱️ 15.04.2022):
```
 pip install neuraxle
```

HpBandSter (🥉22 · ⭐ 540) - a distributed Hyperband implementation on Steroids. BSD-3

GitHub (👨‍💻 11 · 🔀 110 · 📦 220 · 📋 92 - 61% open · ⏱️ 22.04.2022):
```
 git clone https://github.com/automl/HpBandSter
```
PyPi (📥 31K / month · 📦 10 · ⏱️ 06.11.2018):
```
 pip install hpbandster
```

Conda (📥 1.5K · ⏱️ 11.12.2020):

 conda install -c conda-forge hpbandster

Hyperactive (🥉22 · ⭐ 400) - An optimization and data collection toolbox for convenient and fast.. MIT

GitHub (👨‍💻 4 · 🔀 32 · 📥 100 · 📦 15 · 📋 45 - 11% open · ⏱️ 07.05.2022):
```
 git clone https://github.com/SimonBlanke/Hyperactive
```
PyPi (📥 570 / month · 📦 3 · ⏱️ 04.05.2022):
```
 pip install hyperactive
```

lazypredict (🥉22 · ⭐ 360) - Lazy Predict help build a lot of basic models without much code.. MIT

GitHub (👨‍💻 17 · 🔀 62 · 📦 290 · 📋 63 - 46% open · ⏱️ 29.01.2022):
```
 git clone https://github.com/shankarpandala/lazypredict
```
PyPi (📥 7.3K / month · ⏱️ 17.02.2021):
```
 pip install lazypredict
```

Conda (📥 380 · ⏱️ 24.08.2021):

 conda install -c conda-forge lazypredict

Auto ViML (🥉21 · ⭐ 350) - Automatically Build Multiple ML Models with a Single Line of Code... Apache-2

GitHub (👨‍💻 6 · 🔀 77 · 📦 16 · 📋 20 - 25% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/AutoViML/Auto_ViML
```
PyPi (📥 1.6K / month · 📦 2 · ⏱️ 28.04.2022):
```
 pip install autoviml
```

sklearn-deap (🥉20 · ⭐ 690 · 💤) - Use evolutionary algorithms instead of gridsearch in.. MIT

GitHub (👨‍💻 22 · 🔀 110 · 📦 31 · 📋 55 - 38% open · ⏱️ 30.07.2021):
```
 git clone https://github.com/rsteca/sklearn-deap
```
PyPi (📥 1.2K / month · 📦 2 · ⏱️ 30.07.2021):
```
 pip install sklearn-deap
```

AlphaPy (🥉19 · ⭐ 780) - Automated Machine Learning [AutoML] with Python, scikit-learn, Keras,.. Apache-2

GitHub (👨‍💻 3 · 🔀 160 · 📦 3 · 📋 41 - 29% open · ⏱️ 23.04.2022):
```
 git clone https://github.com/ScottfreeLLC/AlphaPy
```
PyPi (📥 83 / month · ⏱️ 29.08.2020):
```
 pip install alphapy
```

model_search (🥉11 · ⭐ 3.2K) - AutoML algorithms for model architecture search at scale. Apache-2

GitHub (👨‍💻 1 · 🔀 360 · 📋 50 - 70% open · ⏱️ 09.02.2022):
```
 git clone https://github.com/google/model_search
```

Show 23 hidden projects...

TPOT (🥈32 · ⭐ 8.6K · 💀) - A Python Automated Machine Learning tool that optimizes.. ❗️LGPL-3.0
Bayesian Optimization (🥈31 · ⭐ 6K · 💀) - A Python implementation of global optimization with.. MIT
Orion (🥈27 · ⭐ 230) - Asynchronous Distributed Hyperparameter Optimization. BSD-3
GPyOpt (🥈26 · ⭐ 810 · 💀) - Gaussian Process Optimization using GPy. BSD-3
SMAC3 (🥈26 · ⭐ 700) - Sequential Model-based Algorithm Configuration. ❗️BSD-1-Clause
auto_ml (🥉23 · ⭐ 1.6K · 💀) - [UNMAINTAINED] Automated machine learning for analytics & production. MIT
MLBox (🥉22 · ⭐ 1.3K · 💀) - MLBox is a powerful Automated Machine Learning python library. ❗️BSD-1-Clause
optunity (🥉22 · ⭐ 390 · 💀) - optimization routines for hyperparameter tuning. BSD-3
featurewiz (🥉22 · ⭐ 230) - Use advanced feature engineering strategies and select best.. Apache-2
Test Tube (🥉20 · ⭐ 720 · 💀) - Python library to easily log experiments and parallelize.. MIT
Dragonfly (🥉20 · ⭐ 640 · 💀) - An open source python library for scalable Bayesian optimisation. MIT
Auto Tune Models (🥉18 · ⭐ 520 · 💀) - Auto Tune Models - A multi-tenant, multi-data system for.. MIT
Sherpa (🥉18 · ⭐ 310 · 💀) - Hyperparameter optimization that enables researchers to.. ❗️GPL-3.0
Advisor (🥉17 · ⭐ 1.5K · 💀) - Open-source implementation of Google Vizier for hyper parameters.. Apache-2
automl-gs (🥉16 · ⭐ 1.8K · 💀) - Provide an input CSV and a target field to predict, generate a.. MIT
Xcessiv (🥉16 · ⭐ 1.3K · 💀) - A web-based application for quick, scalable, and automated.. Apache-2
HyperparameterHunter (🥉16 · ⭐ 690 · 💀) - Easy hyperparameter optimization and automatic result.. MIT
Parfit (🥉16 · ⭐ 200 · 💀) - A package for parallelizing the fit and flexibly scoring of.. MIT
ENAS (🥉13 · ⭐ 2.6K · 💀) - PyTorch implementation of Efficient Neural Architecture Search via.. Apache-2
Auptimizer (🥉13 · ⭐ 180 · 💀) - An automatic ML model optimization tool. ❗️GPL-3.0
Devol (🥉11 · ⭐ 940 · 💀) - Genetic neural architecture search with Keras. MIT
Hypermax (🥉11 · ⭐ 100 · 💀) - Better, faster hyper-parameter optimization. BSD-3
Hypertunity (🥉9 · ⭐ 120 · 💀) - A toolset for black-box hyperparameter optimisation. Apache-2

Reinforcement Learning

Libraries for building and evaluating reinforcement learning & agent-based systems.

OpenAI Gym (🥇42 · ⭐ 28K) - A toolkit for developing and comparing reinforcement learning.. MIT

GitHub (👨‍💻 360 · 🔀 7.8K · 📦 29K · 📋 1.6K - 6% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/openai/gym
```
PyPi (📥 590K / month · 📦 2.4K · ⏱️ 14.03.2022):
```
 pip install gym
```
Conda (📥 110K · ⏱️ 08.02.2022):
```
 conda install -c conda-forge gym
```

TF-Agents (🥇33 · ⭐ 2.3K) - TF-Agents: A reliable, scalable and easy to use TensorFlow.. Apache-2

GitHub (👨‍💻 120 · 🔀 630 · 📦 800 · 📋 560 - 23% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/tensorflow/agents
```
PyPi (📥 230K / month · 📦 14 · ⏱️ 20.04.2022):
```
 pip install tf-agents
```

FinRL (🥇30 · ⭐ 4.9K) - FinRL: The first open-source project for financial reinforcement learning... MIT

GitHub (👨‍💻 64 · 🔀 1.2K · 📦 11 · 📋 400 - 13% open · ⏱️ 16.05.2022):
```
 git clone https://github.com/AI4Finance-Foundation/FinRL
```
PyPi (📥 260 / month · ⏱️ 08.01.2022):
```
 pip install finrl
```

Dopamine (🥈29 · ⭐ 9.8K) - Dopamine is a research framework for fast prototyping of.. Apache-2

GitHub (👨‍💻 14 · 🔀 1.3K · 📋 160 - 49% open · ⏱️ 19.04.2022):
```
 git clone https://github.com/google/dopamine
```
PyPi (📥 45K / month · 📦 37 · ⏱️ 13.12.2021):
```
 pip install dopamine-rl
```

Acme (🥈29 · ⭐ 2.6K) - A library of reinforcement learning components and agents. Apache-2

GitHub (👨‍💻 66 · 🔀 330 · 📦 76 · 📋 200 - 20% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/deepmind/acme
```
PyPi (📥 4.4K / month · 📦 2 · ⏱️ 10.02.2022):
```
 pip install dm-acme
```
Conda (📥 2.2K · ⏱️ 09.12.2021):
```
 conda install -c conda-forge dm-acme
```

ViZDoom (🥈29 · ⭐ 1.4K) - Doom-based AI Research Platform for Reinforcement Learning from Raw.. MIT

GitHub (👨‍💻 47 · 🔀 340 · 📥 12K · 📦 140 · 📋 430 - 19% open · ⏱️ 07.05.2022):
```
 git clone https://github.com/mwydmuch/ViZDoom
```
PyPi (📥 1.2K / month · 📦 14 · ⏱️ 18.04.2022):
```
 pip install vizdoom
```

TensorLayer (🥈28 · ⭐ 7K) - Deep Learning and Reinforcement Learning Library for.. Apache-2

GitHub (👨‍💻 130 · 🔀 1.6K · 📥 1.4K · 📋 470 - 5% open · ⏱️ 23.04.2022):
```
 git clone https://github.com/tensorlayer/tensorlayer
```
PyPi (📥 2.8K / month · 📦 40 · ⏱️ 15.02.2022):
```
 pip install tensorlayer
```

PARL (🥉27 · ⭐ 2.6K) - A high-performance distributed training framework for Reinforcement.. Apache-2

GitHub (👨‍💻 30 · 🔀 710 · 📦 90 · 📋 370 - 20% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/PaddlePaddle/PARL
```
PyPi (📥 860 / month · 📦 1 · ⏱️ 13.05.2022):
```
 pip install parl
```

Stable Baselines (🥉25 · ⭐ 3.5K · 💤) - A fork of OpenAI Baselines, implementations of.. MIT

GitHub (👨‍💻 110 · 🔀 690 · 📋 940 - 13% open · ⏱️ 25.08.2021):
```
 git clone https://github.com/hill-a/stable-baselines
```
PyPi (📥 9.2K / month · 📦 34 · ⏱️ 06.04.2021):
```
 pip install stable-baselines
```

TensorForce (🥉25 · ⭐ 3.1K) - Tensorforce: a TensorFlow library for applied.. Apache-2

GitHub (👨‍💻 82 · 🔀 520 · 📋 640 - 2% open · ⏱️ 10.02.2022):
```
 git clone https://github.com/tensorforce/tensorforce
```
PyPi (📥 1.6K / month · 📦 27 · ⏱️ 07.09.2019):
```
 pip install tensorforce
```

garage (🥉24 · ⭐ 1.4K) - A toolkit for reproducible reinforcement learning research. MIT

GitHub (👨‍💻 78 · 🔀 260 · 📦 40 · 📋 1K - 20% open · ⏱️ 17.04.2022):
```
 git clone https://github.com/rlworkgroup/garage
```
PyPi (📥 450 / month · 📦 2 · ⏱️ 23.03.2021):
```
 pip install garage
```

RLax (🥉23 · ⭐ 800) - A library of reinforcement learning building blocks in JAX. Apache-2

GitHub (👨‍💻 17 · 🔀 62 · 📦 49 · 📋 24 - 50% open · ⏱️ 17.05.2022):
```
 git clone https://github.com/deepmind/rlax
```
PyPi (📥 4.4K / month · 📦 1 · ⏱️ 24.02.2022):
```
 pip install rlax
```

TRFL (🥉22 · ⭐ 3.1K · 💤) - TensorFlow Reinforcement Learning. Apache-2

GitHub (👨‍💻 13 · 🔀 380 · 📦 79 · 📋 22 - 27% open · ⏱️ 16.08.2021):
```
 git clone https://github.com/deepmind/trfl
```
PyPi (📥 5.2K / month · 📦 3 · ⏱️ 16.08.2021):
```
 pip install trfl
```

PFRL (🥉22 · ⭐ 840) - PFRL: a PyTorch-based deep reinforcement learning library. MIT

GitHub (👨‍💻 16 · 🔀 110 · 📦 41 · 📋 66 - 40% open · ⏱️ 14.03.2022):
```
 git clone https://github.com/pfnet/pfrl
```
PyPi (📥 3.3K / month · 📦 1 · ⏱️ 07.07.2021):
```
 pip install pfrl
```

ReAgent (🥉21 · ⭐ 3.2K) - A platform for Reasoning systems (Reinforcement Learning,.. BSD-3

GitHub (👨‍💻 130 · 🔀 440 · 📋 120 - 35% open · ⏱️ 17.05.2022):
```
 git clone https://github.com/facebookresearch/ReAgent
```
PyPi (📥 11 / month · ⏱️ 27.05.2020):
```
 pip install reagent
```

Coach (🥉20 · ⭐ 2.1K · 💤) - Reinforcement Learning Coach by Intel AI Lab enables easy.. Apache-2

GitHub (👨‍💻 35 · 🔀 420 · 📋 270 - 32% open · ⏱️ 28.06.2021):
```
 git clone https://github.com/IntelLabs/coach
```
PyPi (📥 140 / month · 📦 2 · ⏱️ 10.10.2019):
```
 pip install rl_coach
```

rliable (🥉12 · ⭐ 410) - [NeurIPS21 Outstanding Paper] Library for reliable evaluation on RL.. Apache-2

GitHub (👨‍💻 2 · 🔀 22 · 📦 10 · ⏱️ 18.04.2022):
```
 git clone https://github.com/google-research/rliable
```
PyPi:
```
 pip install rliable`
```

Show 6 hidden projects...

baselines (🥈29 · ⭐ 13K · 💀) - OpenAI Baselines: high-quality implementations of reinforcement.. MIT
keras-rl (🥈28 · ⭐ 5.3K · 💀) - Deep Reinforcement Learning for Keras. MIT
ChainerRL (🥉23 · ⭐ 1K · 💀) - ChainerRL is a deep reinforcement learning library built on top of.. MIT
DeepMind Lab (🥉19 · ⭐ 6.7K) - A customisable 3D platform for agent-based AI research. ❗️GPL-2.0
SerpentAI (🥉18 · ⭐ 6.3K · 💀) - Game Agent Framework. Helping you create AIs / Bots that learn to.. MIT
Maze (🥉13 · ⭐ 210) - Maze Applied Reinforcement Learning Framework. ❗️Custom

Recommender Systems

Libraries for building and evaluating recommendation systems.

Recommenders (🥇34 · ⭐ 13K) - Best Practices on Recommendation Systems. MIT

GitHub (👨‍💻 120 · 🔀 2.3K · 📥 170 · 📦 26 · 📋 690 - 19% open · ⏱️ 31.03.2022):
```
 git clone https://github.com/microsoft/recommenders
```
PyPi (📥 110K / month · 📦 2 · ⏱️ 01.04.2022):
```
 pip install recommenders
```

implicit (🥇30 · ⭐ 2.8K) - Fast Python Collaborative Filtering for Implicit Feedback Datasets. MIT

GitHub (👨‍💻 30 · 🔀 530 · 📦 600 · 📋 400 - 18% open · ⏱️ 17.05.2022):
```
 git clone https://github.com/benfred/implicit
```
PyPi (📥 130K / month · 📦 31 · ⏱️ 29.01.2022):
```
 pip install implicit
```
Conda (📥 350K · ⏱️ 29.01.2022):
```
 conda install -c conda-forge implicit
```

lightfm (🥈29 · ⭐ 4K) - A Python implementation of LightFM, a hybrid recommendation algorithm. Apache-2

GitHub (👨‍💻 44 · 🔀 620 · 📦 730 · 📋 450 - 22% open · ⏱️ 09.03.2022):
```
 git clone https://github.com/lyst/lightfm
```
PyPi (📥 400K / month · 📦 45 · ⏱️ 27.11.2020):
```
 pip install lightfm
```
Conda (📥 120K · ⏱️ 09.03.2022):
```
 conda install -c conda-forge lightfm
```

TF Recommenders (🥈29 · ⭐ 1.3K) - TensorFlow Recommenders is a library for building.. Apache-2

GitHub (👨‍💻 33 · 🔀 190 · 📦 110 · 📋 270 - 55% open · ⏱️ 06.05.2022):
```
 git clone https://github.com/tensorflow/recommenders
```
PyPi (📥 1.9M / month · 📦 1 · ⏱️ 23.08.2021):
```
 pip install tensorflow-recommenders
```

TF Ranking (🥈28 · ⭐ 2.5K) - Learning to Rank in TensorFlow. Apache-2

GitHub (👨‍💻 28 · 🔀 430 · 📋 290 - 18% open · ⏱️ 26.04.2022):
```
 git clone https://github.com/tensorflow/ranking
```
PyPi (📥 63K / month · 📦 11 · ⏱️ 16.11.2021):
```
 pip install tensorflow_ranking
```

RecBole (🥈27 · ⭐ 1.9K) - A unified, comprehensive and efficient recommendation library. MIT

GitHub (👨‍💻 45 · 🔀 350 · 📋 400 - 14% open · ⏱️ 01.05.2022):
```
 git clone https://github.com/RUCAIBox/RecBole
```
PyPi (📥 2.7K / month · ⏱️ 25.02.2022):
```
 pip install recbole
```
Conda (📥 1.5K · ⏱️ 25.02.2022):
```
 conda install -c aibox recbole
```

Cornac (🥉26 · ⭐ 580) - A Comparative Framework for Multimodal Recommender Systems. Apache-2

GitHub (👨‍💻 13 · 🔀 94 · 📦 110 · 📋 92 - 4% open · ⏱️ 29.04.2022):
```
 git clone https://github.com/PreferredAI/cornac
```
PyPi (📥 120K / month · 📦 15 · ⏱️ 19.02.2022):
```
 pip install cornac
```
Conda (📥 220K · ⏱️ 19.02.2022):
```
 conda install -c conda-forge cornac
```

recmetrics (🥉20 · ⭐ 390) - A library of metrics for evaluating recommender systems. MIT

GitHub (👨‍💻 16 · 🔀 85 · 📦 25 · 📋 21 - 42% open · ⏱️ 17.04.2022):
```
 git clone https://github.com/statisticianinstilettos/recmetrics
```
PyPi (📥 1.1K / month · ⏱️ 26.04.2022):
```
 pip install recmetrics
```

Case Recommender (🥉18 · ⭐ 400) - Case Recommender: A Flexible and Extensible Python.. MIT

GitHub (👨‍💻 11 · 🔀 80 · 📦 10 · 📋 27 - 25% open · ⏱️ 25.11.2021):
```
 git clone https://github.com/caserec/CaseRecommender
```
PyPi (📥 190 / month · ⏱️ 25.11.2021):
```
 pip install caserecommender
```

Show 7 hidden projects...

scikit-surprise (🥈27 · ⭐ 5.4K · 💀) - A Python scikit for building and analyzing recommender.. BSD-3
tensorrec (🥉22 · ⭐ 1.2K · 💀) - A TensorFlow recommendation algorithm and framework in.. Apache-2
fastFM (🥉21 · ⭐ 980 · 💀) - fastFM: A Library for Factorization Machines. BSD-3
lkpy (🥉21 · ⭐ 200) - Python recommendation toolkit. MIT
Spotlight (🥉18 · ⭐ 2.7K · 💀) - Deep recommender models using PyTorch. MIT
Collie (🥉16 · ⭐ 88) - A library for preparing, training, and evaluating scalable deep.. BSD-3
OpenRec (🥉15 · ⭐ 390 · 💀) - OpenRec is an open-source and modular library for neural network-.. Apache-2

Privacy Machine Learning

Libraries for encrypted and privacy-preserving machine learning using methods like federated learning & differential privacy.

PySyft (🥇36 · ⭐ 8.1K) - A library for answering questions using data you cannot see. Apache-2

GitHub (👨‍💻 440 · 🔀 1.8K · 📋 3.1K - 10% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/OpenMined/PySyft
```
PyPi (📥 4.6K / month · 📦 5 · ⏱️ 15.05.2022):
```
 pip install syft
```

Opacus (🥈27 · ⭐ 1.1K) - Training PyTorch models with differential privacy. Apache-2

GitHub (👨‍💻 49 · 🔀 200 · 📥 45 · 📦 100 · 📋 180 - 21% open · ⏱️ 16.05.2022):
```
 git clone https://github.com/pytorch/opacus
```
PyPi (📥 5.6K / month · 📦 11 · ⏱️ 06.05.2022):
```
 pip install opacus
```
Conda (📥 640 · ⏱️ 06.05.2022):
```
 conda install -c conda-forge opacus
```

FATE (🥈26 · ⭐ 4.2K) - An Industrial Grade Federated Learning Framework. Apache-2

GitHub (👨‍💻 74 · 🔀 1.3K · 📋 1.2K - 33% open · ⏱️ 15.04.2022):
```
 git clone https://github.com/FederatedAI/FATE
```
PyPi (📥 1 / month · ⏱️ 06.05.2020):
```
 pip install ETAF
```

TensorFlow Privacy (🥉25 · ⭐ 1.6K) - Library for training machine learning models with.. Apache-2

GitHub (👨‍💻 46 · 🔀 350 · 📥 70 · 📋 150 - 43% open · ⏱️ 11.05.2022):
```
 git clone https://github.com/tensorflow/privacy
```
PyPi (📥 33K / month · 📦 7 · ⏱️ 22.02.2022):
```
 pip install tensorflow-privacy
```

TFEncrypted (🥉25 · ⭐ 1K) - A Framework for Encrypted Machine Learning in TensorFlow. Apache-2

GitHub (👨‍💻 28 · 🔀 180 · 📦 61 · 📋 410 - 40% open · ⏱️ 10.03.2022):
```
 git clone https://github.com/tf-encrypted/tf-encrypted
```
PyPi (📥 770 / month · 📦 9 · ⏱️ 07.03.2022):
```
 pip install tf-encrypted
```

CrypTen (🥉23 · ⭐ 1.1K) - A framework for Privacy Preserving Machine Learning. MIT

GitHub (👨‍💻 29 · 🔀 170 · 📦 18 · 📋 150 - 16% open · ⏱️ 15.05.2022):
```
 git clone https://github.com/facebookresearch/CrypTen
```
PyPi (📥 280 / month · ⏱️ 09.09.2021):
```
 pip install crypten
```

Workflow & Experiment Tracking

Libraries to organize, track, and visualize machine learning experiments.

Tensorboard (🥇43 · ⭐ 5.9K) - TensorFlows Visualization Toolkit. Apache-2

GitHub (👨‍💻 280 · 🔀 1.5K · 📦 110K · 📋 1.7K - 33% open · ⏱️ 17.05.2022):
```
 git clone https://github.com/tensorflow/tensorboard
```
PyPi (📥 15M / month · 📦 2.4K · ⏱️ 20.01.2022):
```
 pip install tensorboard
```

Conda (📥 2.9M · ⏱️ 02.05.2022):

 conda install -c conda-forge tensorboard

mlflow (🥇41 · ⭐ 12K) - Open source platform for the machine learning lifecycle. Apache-2

GitHub (👨‍💻 410 · 🔀 2.7K · 📋 2.4K - 43% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/mlflow/mlflow
```
PyPi (📥 10M / month · 📦 310 · ⏱️ 16.05.2022):
```
 pip install mlflow
```
Conda (📥 560K · ⏱️ 16.05.2022):
```
 conda install -c conda-forge mlflow
```

DVC (🥇37 · ⭐ 9.7K) - Data Version Control | Git for Data & Models | ML Experiments Management. Apache-2

GitHub (👨‍💻 270 · 🔀 930 · 📥 82K · 📋 3.7K - 17% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/iterative/dvc
```
PyPi (📥 500K / month · 📦 47 · ⏱️ 28.04.2022):
```
 pip install dvc
```
Conda (📥 1M · ⏱️ 01.05.2022):
```
 conda install -c conda-forge dvc
```

PyCaret (🥇37 · ⭐ 5.7K) - An open-source, low-code machine learning library in Python. MIT

GitHub (👨‍💻 78 · 🔀 1.3K · 📥 560 · 📦 2.1K · 📋 1.5K - 15% open · ⏱️ 01.05.2022):
```
 git clone https://github.com/pycaret/pycaret
```
PyPi (📥 460K / month · 📦 12 · ⏱️ 10.04.2022):
```
 pip install pycaret
```
Conda (📥 9.7K · ⏱️ 18.04.2022):
```
 conda install -c conda-forge pycaret
```

SageMaker SDK (🥇37 · ⭐ 1.6K) - A library for training and deploying machine learning.. Apache-2

GitHub (👨‍💻 260 · 🔀 770 · 📦 1.4K · 📋 1.1K - 34% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/aws/sagemaker-python-sdk
```
PyPi (📥 7.8M / month · 📦 50 · ⏱️ 16.05.2022):
```
 pip install sagemaker
```

Conda (📥 260K · ⏱️ 06.05.2022):

 conda install -c conda-forge sagemaker-python-sdk

wandb client (🥈35 · ⭐ 3.9K) - A tool for visualizing and tracking your machine learning.. MIT

GitHub (👨‍💻 110 · 🔀 320 · 📋 1.9K - 24% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/wandb/client
```
PyPi (📥 2.7M / month · 📦 250 · ⏱️ 18.05.2022):
```
 pip install wandb
```
Conda (📥 55K · ⏱️ 18.05.2022):
```
 conda install -c conda-forge wandb
```

AzureML SDK (🥈35 · ⭐ 3.1K) - Python notebooks with ML and deep learning examples with Azure.. MIT

GitHub (👨‍💻 60 · 🔀 2.1K · 📥 460 · 📋 1.3K - 21% open · ⏱️ 04.05.2022):
```
 git clone https://github.com/Azure/MachineLearningNotebooks
```
PyPi (📥 1.1M / month · 📦 45 · ⏱️ 25.04.2022):
```
 pip install azureml-sdk
```

snakemake (🥈34 · ⭐ 1.4K) - This is the development home of the workflow management system.. MIT

GitHub (👨‍💻 250 · 🔀 320 · 📦 1.1K · 📋 1K - 59% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/snakemake/snakemake
```
PyPi (📥 47K / month · 📦 210 · ⏱️ 16.05.2022):
```
 pip install snakemake
```
Conda (📥 430K · ⏱️ 17.05.2022):
```
 conda install -c bioconda snakemake
```

tensorboardX (🥈33 · ⭐ 7.3K) - tensorboard for pytorch (and chainer, mxnet, numpy, ...). MIT

GitHub (👨‍💻 71 · 🔀 850 · 📥 350 · 📦 19K · 📋 440 - 16% open · ⏱️ 15.05.2022):
```
 git clone https://github.com/lanpa/tensorboardX
```
PyPi (📥 2.5M / month · 📦 880 · ⏱️ 22.02.2022):
```
 pip install tensorboardX
```

Conda (📥 690K · ⏱️ 23.02.2022):

 conda install -c conda-forge tensorboardx

ClearML (🥈33 · ⭐ 3.2K) - ClearML - Auto-Magical CI/CD to streamline your ML workflow... Apache-2

GitHub (👨‍💻 49 · 🔀 430 · 📥 430 · 📦 240 · 📋 540 - 40% open · ⏱️ 15.05.2022):
```
 git clone https://github.com/allegroai/clearml
```
PyPi (📥 75K / month · 📦 8 · ⏱️ 17.05.2022):
```
 pip install clearml
```
Docker Hub (📥 30K · ⏱️ 05.10.2020):
```
 docker pull allegroai/trains
```

Metaflow (🥈31 · ⭐ 5.6K) - Build and manage real-life data science projects with ease!. Apache-2

GitHub (👨‍💻 52 · 🔀 510 · 📦 290 · 📋 450 - 49% open · ⏱️ 13.05.2022):
```
 git clone https://github.com/Netflix/metaflow
```
PyPi (📥 52K / month · 📦 9 · ⏱️ 14.05.2022):
```
 pip install metaflow
```
Conda (📥 39K · ⏱️ 14.05.2022):
```
 conda install -c conda-forge metaflow
```

sacred (🥈31 · ⭐ 3.8K) - Sacred is a tool to help you configure, organize, log and reproduce.. MIT

GitHub (👨‍💻 97 · 🔀 340 · 📦 1.4K · 📋 540 - 16% open · ⏱️ 28.03.2022):
```
 git clone https://github.com/IDSIA/sacred
```
PyPi (📥 32K / month · 📦 100 · ⏱️ 14.12.2020):
```
 pip install sacred
```
Conda (📥 390 · ⏱️ 14.11.2021):
```
 conda install -c conda-forge sacred
```

Catalyst (🥈31 · ⭐ 2.9K) - Accelerated deep learning R&D. Apache-2

GitHub (👨‍💻 100 · 🔀 360 · 📦 540 · 📋 330 - 0% open · ⏱️ 29.04.2022):
```
 git clone https://github.com/catalyst-team/catalyst
```
PyPi (📥 1.7M / month · 📦 29 · ⏱️ 29.04.2022):
```
 pip install catalyst
```

aim (🥈31 · ⭐ 2.4K) - Aim easy-to-use and performant open-source ML experiment tracker. Apache-2

GitHub (👨‍💻 36 · 🔀 140 · 📦 78 · 📋 540 - 32% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/aimhubio/aim
```
PyPi (📥 41K / month · 📦 4 · ⏱️ 19.05.2022):
```
 pip install aim
```
Conda (📥 11K · ⏱️ 15.10.2021):
```
 conda install -c conda-forge aim
```

VisualDL (🥈30 · ⭐ 4.3K) - Deep Learning Visualization Toolkit. Apache-2

GitHub (👨‍💻 31 · 🔀 580 · 📥 180 · 📦 1.1K · 📋 410 - 18% open · ⏱️ 01.04.2022):
```
 git clone https://github.com/PaddlePaddle/VisualDL
```
PyPi (📥 84K / month · 📦 23 · ⏱️ 06.01.2022):
```
 pip install visualdl
```

ml-metadata (🥈28 · ⭐ 470) - For recording and retrieving metadata associated with ML.. Apache-2

GitHub (👨‍💻 15 · 🔀 98 · 📥 1.7K · 📦 220 · 📋 87 - 28% open · ⏱️ 17.05.2022):
```
 git clone https://github.com/google/ml-metadata
```
PyPi (📥 760K / month · 📦 19 · ⏱️ 10.05.2022):
```
 pip install ml-metadata
```

Guild AI (🥉27 · ⭐ 700) - Experiment tracking, ML developer tools. Apache-2

GitHub (👨‍💻 20 · 🔀 63 · 📥 1 · 📦 51 · 📋 360 - 43% open · ⏱️ 13.05.2022):
```
 git clone https://github.com/guildai/guildai
```
PyPi (📥 2.8K / month · ⏱️ 11.05.2022):
```
 pip install guildai
```

livelossplot (🥉26 · ⭐ 1.2K) - Live training loss plot in Jupyter Notebook for Keras,.. MIT

GitHub (👨‍💻 17 · 🔀 140 · 📦 790 · 📋 74 - 5% open · ⏱️ 04.04.2022):
```
 git clone https://github.com/stared/livelossplot
```
PyPi (📥 67K / month · 📦 11 · ⏱️ 04.04.2022):
```
 pip install livelossplot
```

Labml (🥉24 · ⭐ 1.1K) - Monitor deep learning model training and hardware usage from your mobile.. MIT

GitHub (👨‍💻 7 · 🔀 78 · 📦 47 · 📋 25 - 52% open · ⏱️ 15.05.2022):
```
 git clone https://github.com/labmlai/labml
```
PyPi (📥 4.2K / month · 📦 6 · ⏱️ 12.05.2022):
```
 pip install labml
```

lore (🥉21 · ⭐ 1.5K) - Lore makes machine learning approachable for Software Engineers and.. MIT

GitHub (👨‍💻 26 · 🔀 130 · 📦 19 · 📋 45 - 57% open · ⏱️ 11.04.2022):
```
 git clone https://github.com/instacart/lore
```
PyPi (📥 560 / month · 📦 1 · ⏱️ 02.02.2022):
```
 pip install lore
```

Studio.ml (🥉21 · ⭐ 370 · 💤) - Studio: Simplify and expedite model building process. Apache-2

GitHub (👨‍💻 21 · 🔀 52 · 📦 5 · 📋 250 - 22% open · ⏱️ 14.09.2021):
```
 git clone https://github.com/studioml/studio
```
PyPi (📥 870 / month · ⏱️ 14.09.2021):
```
 pip install studioml
```

keepsake (🥉17 · ⭐ 1.6K) - Version control for machine learning. Apache-2

GitHub (👨‍💻 17 · 🔀 64 · 📋 190 - 65% open · ⏱️ 15.03.2022):
```
 git clone https://github.com/replicate/keepsake
```
PyPi (📥 860 / month · ⏱️ 11.03.2021):
```
 pip install keepsake
```

Show 17 hidden projects...

kaggle (🥈28 · ⭐ 4.7K · 💀) - Official Kaggle API. Apache-2
Neptune.ai (🥈28 · ⭐ 280) - Experiment tracking tool and model registry. Apache-2
knockknock (🥉24 · ⭐ 2.4K · 💀) - Knock Knock: Get notified when your training ends with only two.. MIT
TNT (🥉23 · ⭐ 1.4K · 💀) - Simple tools for logging and visualizing, loading and training. BSD-3
SKLL (🥉22 · ⭐ 530) - SciKit-Learn Laboratory (SKLL) makes it easy to run machine.. ❗️BSD-1-Clause
gokart (🥉22 · ⭐ 250) - Gokart solves reproducibility, task dependencies, constraints of good code,.. MIT
TensorWatch (🥉21 · ⭐ 3.2K · 💀) - Debugging, monitoring and visualization for Python Machine.. MIT
hiddenlayer (🥉21 · ⭐ 1.6K · 💀) - Neural network graphs and training metrics for.. MIT
quinn (🥉21 · ⭐ 330 · 💀) - pyspark methods to enhance developer productivity. Apache-2
TensorBoard Logger (🥉20 · ⭐ 620 · 💀) - Log TensorBoard events without touching TensorFlow. MIT
MXBoard (🥉19 · ⭐ 330 · 💀) - Logging MXNet data for visualization in TensorBoard. Apache-2
datmo (🥉17 · ⭐ 340 · 💀) - Open source production model management tool for data scientists. MIT
chitra (🥉17 · ⭐ 190) - A multi-functional library for full-stack Deep Learning. Simplifies.. Apache-2
steppy (🥉16 · ⭐ 130 · 💀) - Lightweight, Python library for fast and reproducible experimentation. MIT
caliban (🥉14 · ⭐ 430 · 💀) - Research workflows made easy, locally and in the Cloud. Apache-2
ModelChimp (🥉13 · ⭐ 120 · 💤) - Experiment tracking for machine and deep learning projects. BSD-2
traintool (🥉8 · ⭐ 9 · 💀) - Train off-the-shelf machine learning models in one.. Apache-2

Model Serialization & Deployment

Libraries to serialize models to files, convert between a variety of model formats, and optimize models for deployment.

onnx (🥇41 · ⭐ 13K) - Open standard for machine learning interoperability. Apache-2

GitHub (👨‍💻 230 · 🔀 2.7K · 📥 18K · 📦 6.8K · 📋 2K - 13% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/onnx/onnx
```
PyPi (📥 1.1M / month · 📦 370 · ⏱️ 17.02.2022):
```
 pip install onnx
```
Conda (📥 400K · ⏱️ 24.04.2022):
```
 conda install -c conda-forge onnx
```

Core ML Tools (🥇32 · ⭐ 2.7K) - Core ML tools contain supporting tools for Core ML model.. BSD-3

GitHub (👨‍💻 120 · 🔀 400 · 📥 4.2K · 📦 900 · 📋 1K - 33% open · ⏱️ 16.05.2022):
```
 git clone https://github.com/apple/coremltools
```
PyPi (📥 130K / month · 📦 140 · ⏱️ 22.02.2022):
```
 pip install coremltools
```

Conda (📥 30K · ⏱️ 15.10.2021):

 conda install -c conda-forge coremltools

huggingface_hub (🥈31 · ⭐ 420) - All the open source things related to the Hugging Face Hub. Apache-2

GitHub (👨‍💻 63 · 🔀 99 · 📋 240 - 33% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/huggingface/huggingface_hub
```
PyPi (📥 5.2M / month · 📦 79 · ⏱️ 11.05.2022):
```
 pip install huggingface_hub
```

Conda (📥 130K · ⏱️ 12.05.2022):

 conda install -c conda-forge huggingface_hub

TorchServe (🥈30 · ⭐ 2.6K) - Serve, optimize and scale PyTorch models in production. Apache-2

GitHub (👨‍💻 110 · 🔀 520 · 📥 1.7K · 📋 890 - 14% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/pytorch/serve
```
PyPi (📥 17K / month · 📦 9 · ⏱️ 13.05.2022):
```
 pip install torchserve
```
Conda (📥 23K · ⏱️ 13.05.2022):
```
 conda install -c pytorch torchserve
```
Docker Hub (📥 1M · ⭐ 11 · ⏱️ 13.05.2022):
```
 docker pull pytorch/torchserve
```

triton (🥈28 · ⭐ 3.6K) - Development repository for the Triton language and compiler. MIT

GitHub (👨‍💻 41 · 🔀 290 · 📦 97 · 📋 190 - 36% open · ⏱️ 14.05.2022):
```
 git clone https://github.com/openai/triton
```
PyPi (📥 99K / month · 📦 3 · ⏱️ 15.05.2022):
```
 pip install triton
```

BentoML (🥈27 · ⭐ 3.5K) - The Unified Model Serving Framework. Apache-2

GitHub (👨‍💻 100 · 🔀 390 · 📥 1.5K · 📋 590 - 10% open · ⏱️ 12.05.2022):
```
 git clone https://github.com/bentoml/BentoML
```
PyPi (📥 26K / month · 📦 2 · ⏱️ 06.04.2022):
```
 pip install bentoml
```

Hummingbird (🥈26 · ⭐ 2.8K) - Hummingbird compiles trained ML models into tensor computation for.. MIT

GitHub (👨‍💻 29 · 🔀 220 · 📥 170 · 📦 30 · 📋 240 - 20% open · ⏱️ 27.04.2022):
```
 git clone https://github.com/microsoft/hummingbird
```
PyPi (📥 2.1K / month · ⏱️ 25.04.2022):
```
 pip install hummingbird-ml
```

Conda (📥 7.3K · ⏱️ 02.05.2022):

 conda install -c conda-forge hummingbird-ml

m2cgen (🥈26 · ⭐ 2.1K) - Transform ML models into a native code (Java, C, Python, Go, JavaScript,.. MIT

GitHub (👨‍💻 13 · 🔀 190 · 📥 16 · 📦 33 · 📋 90 - 26% open · ⏱️ 10.05.2022):
```
 git clone https://github.com/BayesWitnesses/m2cgen
```
PyPi (📥 43K / month · 📦 3 · ⏱️ 26.04.2022):
```
 pip install m2cgen
```

cortex (🥉25 · ⭐ 7.7K) - Production infrastructure for machine learning at scale. Apache-2

GitHub (👨‍💻 24 · 🔀 590 · 📋 1.1K - 9% open · ⏱️ 23.04.2022):
```
 git clone https://github.com/cortexlabs/cortex
```
PyPi (📥 2K / month · 📦 1 · ⏱️ 10.01.2022):
```
 pip install cortex
```

sklearn-porter (🥉23 · ⭐ 1.1K · 📈) - Transpile trained scikit-learn estimators to C, Java,.. MIT

GitHub (👨‍💻 12 · 🔀 160 · 📦 43 · 📋 76 - 55% open · ⏱️ 17.05.2022):
```
 git clone https://github.com/nok/sklearn-porter
```
PyPi (📥 250 / month · 📦 1 · ⏱️ 18.12.2019):
```
 pip install sklearn-porter
```

pytorch2keras (🥉20 · ⭐ 790 · 💤) - PyTorch to Keras model convertor. MIT

GitHub (👨‍💻 13 · 🔀 130 · 📦 46 · 📋 120 - 44% open · ⏱️ 06.08.2021):
```
 git clone https://github.com/gmalivenko/pytorch2keras
```
PyPi (📥 760 / month · 📦 1 · ⏱️ 14.05.2020):
```
 pip install pytorch2keras
```

nebullvm (🥉18 · ⭐ 1.1K · 🐣) - Easy-to-use library to boost AI inference leveraging state-of-.. Apache-2

GitHub (👨‍💻 7 · 🔀 52 · 📦 1 · 📋 38 - 60% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/nebuly-ai/nebullvm
```
PyPi (📥 560 / month · ⏱️ 10.05.2022):
```
 pip install nebullvm
```

Show 4 hidden projects...

mmdnn (🥉25 · ⭐ 5.6K · 💀) - MMdnn is a set of tools to help users inter-operate among different deep.. MIT
Larq Compute Engine (🥉21 · ⭐ 190) - Highly optimized inference engine for Binarized.. Apache-2
tfdeploy (🥉16 · ⭐ 350 · 💀) - Deploy tensorflow graphs for fast evaluation and export to.. BSD-3
backprop (🥉13 · ⭐ 220 · 💤) - Backprop makes it simple to use, finetune, and deploy state-of-.. Apache-2

Model Interpretability

Libraries to visualize, explain, debug, evaluate, and interpret machine learning models.

shap (🥇40 · ⭐ 16K) - A game theoretic approach to explain the output of any machine learning model. MIT

GitHub (👨‍💻 180 · 🔀 2.4K · 📦 5.4K · 📋 1.9K - 69% open · ⏱️ 01.04.2022):
```
 git clone https://github.com/slundberg/shap
```
PyPi (📥 5M / month · 📦 220 · ⏱️ 20.10.2021):
```
 pip install shap
```
Conda (📥 1.2M · ⏱️ 23.01.2022):
```
 conda install -c conda-forge shap
```

Netron (🥇33 · ⭐ 19K) - Visualizer for neural network, deep learning, and machine.. MIT

GitHub (👨‍💻 2 · 🔀 2.2K · 📥 24K · 📦 7 · 📋 800 - 2% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/lutzroeder/netron
```
PyPi (📥 9.1K / month · 📦 65 · ⏱️ 15.05.2022):
```
 pip install netron
```

arviz (🥇33 · ⭐ 1.2K) - Exploratory analysis of Bayesian models with Python. Apache-2

GitHub (👨‍💻 120 · 🔀 280 · 📥 110 · 📦 2.3K · 📋 730 - 20% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/arviz-devs/arviz
```
PyPi (📥 410K / month · 📦 100 · ⏱️ 13.05.2022):
```
 pip install arviz
```
Conda (📥 710K · ⏱️ 17.05.2022):
```
 conda install -c conda-forge arviz
```

Lime (🥇31 · ⭐ 9.8K · 💤) - Lime: Explaining the predictions of any machine learning classifier. BSD-2

GitHub (👨‍💻 61 · 🔀 1.5K · 📦 2.3K · 📋 560 - 6% open · ⏱️ 29.07.2021):
```
 git clone https://github.com/marcotcr/lime
```
PyPi (📥 430K / month · 📦 110 · ⏱️ 26.06.2020):
```
 pip install lime
```
Conda (📥 99K · ⏱️ 28.06.2020):
```
 conda install -c conda-forge lime
```

InterpretML (🥇31 · ⭐ 4.7K) - Fit interpretable models. Explain blackbox machine learning. MIT

GitHub (👨‍💻 29 · 🔀 580 · 📦 210 · 📋 290 - 31% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/interpretml/interpret
```
PyPi (📥 91K / month · 📦 8 · ⏱️ 23.09.2021):
```
 pip install interpret
```

Captum (🥇31 · ⭐ 3.2K) - Model interpretability and understanding for PyTorch. BSD-3

GitHub (👨‍💻 83 · 🔀 330 · 📦 540 · 📋 360 - 24% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/pytorch/captum
```
PyPi (📥 50K / month · 📦 19 · ⏱️ 03.03.2022):
```
 pip install captum
```
Conda (📥 870 · ⏱️ 04.03.2022):
```
 conda install -c conda-forge captum
```

Model Analysis (🥇31 · ⭐ 1.2K) - Model analysis tools for TensorFlow. Apache-2

GitHub (👨‍💻 41 · 🔀 240 · 📋 76 - 35% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/tensorflow/model-analysis
```
PyPi (📥 980K / month · 📦 21 · ⏱️ 16.05.2022):
```
 pip install tensorflow-model-analysis
```

yellowbrick (🥈30 · ⭐ 3.6K) - Visual analysis and diagnostic tools to facilitate machine.. Apache-2

GitHub (👨‍💻 100 · 🔀 520 · 📋 660 - 13% open · ⏱️ 07.05.2022):
```
 git clone https://github.com/DistrictDataLabs/yellowbrick
```
PyPi (📥 620K / month · 📦 62 · ⏱️ 19.02.2022):
```
 pip install yellowbrick
```

Conda (📥 26K · ⏱️ 24.03.2022):

 conda install -c conda-forge yellowbrick

shapash (🥈30 · ⭐ 1.7K) - Shapash makes Machine Learning models transparent and.. Apache-2

GitHub (👨‍💻 34 · 🔀 230 · 📦 74 · 📋 120 - 15% open · ⏱️ 09.05.2022):
```
 git clone https://github.com/MAIF/shapash
```
PyPi (📥 20K / month · 📦 1 · ⏱️ 09.05.2022):
```
 pip install shapash
```

Alibi (🥈29 · ⭐ 1.6K) - Algorithms for explaining machine learning models. Apache-2

GitHub (👨‍💻 18 · 🔀 190 · 📦 170 · 📋 300 - 42% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/SeldonIO/alibi
```
PyPi (📥 26K / month · 📦 24 · ⏱️ 18.05.2022):
```
 pip install alibi
```

DoWhy (🥈28 · ⭐ 3.8K) - DoWhy is a Python library for causal inference that supports explicit.. MIT

GitHub (👨‍💻 48 · 🔀 610 · 📥 29 · 📦 100 · 📋 200 - 27% open · ⏱️ 20.03.2022):
```
 git clone https://github.com/Microsoft/dowhy
```
PyPi (📥 100K / month · 📦 4 · ⏱️ 20.03.2022):
```
 pip install dowhy
```
Conda (📥 5.3K · ⏱️ 21.03.2022):
```
 conda install -c conda-forge dowhy
```

dtreeviz (🥈28 · ⭐ 2.1K) - A python library for decision tree visualization and model interpretation. MIT

GitHub (👨‍💻 19 · 🔀 270 · 📦 380 · 📋 120 - 20% open · ⏱️ 29.04.2022):
```
 git clone https://github.com/parrt/dtreeviz
```
PyPi (📥 110K / month · 📦 14 · ⏱️ 29.04.2022):
```
 pip install dtreeviz
```
Conda (📥 10K · ⏱️ 29.04.2022):
```
 conda install -c conda-forge dtreeviz
```

fairlearn (🥈27 · ⭐ 1.3K) - A Python package to assess and improve fairness of machine.. MIT

GitHub (👨‍💻 67 · 🔀 300 · 📋 350 - 39% open · ⏱️ 12.05.2022):
```
 git clone https://github.com/fairlearn/fairlearn
```
PyPi (📥 90K / month · 📦 9 · ⏱️ 07.07.2021):
```
 pip install fairlearn
```

Conda (📥 18K · ⏱️ 07.07.2021):

 conda install -c conda-forge fairlearn

explainerdashboard (🥈27 · ⭐ 1.2K) - Quickly build Explainable AI dashboards that show the inner.. MIT

GitHub (👨‍💻 14 · 🔀 160 · 📦 110 · 📋 180 - 6% open · ⏱️ 10.05.2022):
```
 git clone https://github.com/oegedijk/explainerdashboard
```
PyPi (📥 40K / month · 📦 3 · ⏱️ 02.04.2022):
```
 pip install explainerdashboard
```

Conda (📥 16K · ⏱️ 15.02.2022):

 conda install -c conda-forge explainerdashboard

Fairness 360 (🥈26 · ⭐ 1.7K) - A comprehensive set of fairness metrics for datasets and.. Apache-2

GitHub (👨‍💻 49 · 🔀 550 · 📦 160 · 📋 140 - 55% open · ⏱️ 05.05.2022):
```
 git clone https://github.com/Trusted-AI/AIF360
```
PyPi (📥 8.7K / month · 📦 8 · ⏱️ 04.03.2021):
```
 pip install aif360
```
Conda (📥 2K · ⏱️ 29.09.2021):
```
 conda install -c conda-forge aif360
```

responsible-ai-widgets (🥈26 · ⭐ 490) - This project provides responsible AI user interfaces.. MIT

GitHub (👨‍💻 24 · 🔀 120 · 📦 29 · 📋 260 - 19% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/microsoft/responsible-ai-toolbox
```
PyPi (📥 11K / month · 📦 3 · ⏱️ 18.05.2022):
```
 pip install raiwidgets
```

checklist (🥉25 · ⭐ 1.7K · 💤) - Beyond Accuracy: Behavioral Testing of NLP models with.. MIT

GitHub (👨‍💻 12 · 🔀 160 · 📦 130 · 📋 92 - 13% open · ⏱️ 28.09.2021):
```
 git clone https://github.com/marcotcr/checklist
```
PyPi (📥 29K / month · 📦 3 · ⏱️ 24.05.2021):
```
 pip install checklist
```

Conda (📥 2.9K · ⏱️ 15.07.2021):

 conda install -c conda-forge checklist

CausalNex (🥉24 · ⭐ 1.5K) - A Python library that helps data scientists to infer.. Apache-2

GitHub (👨‍💻 22 · 🔀 170 · 📦 39 · 📋 110 - 19% open · ⏱️ 11.11.2021):
```
 git clone https://github.com/quantumblacklabs/causalnex
```
PyPi (📥 1.4K / month · 📦 2 · ⏱️ 11.11.2021):
```
 pip install causalnex
```

imodels (🥉24 · ⭐ 760) - Interpretable ML package for concise, transparent, and accurate predictive.. MIT

GitHub (👨‍💻 11 · 🔀 73 · 📦 12 · 📋 31 - 29% open · ⏱️ 26.04.2022):
```
 git clone https://github.com/csinva/imodels
```
PyPi (📥 2.7K / month · ⏱️ 16.04.2022):
```
 pip install imodels
```

LIT (🥉23 · ⭐ 2.9K) - The Language Interpretability Tool: Interactively analyze NLP models for.. Apache-2

GitHub (👨‍💻 18 · 🔀 300 · 📦 10 · 📋 130 - 48% open · ⏱️ 15.03.2022):
```
 git clone https://github.com/PAIR-code/lit
```
PyPi (📥 1.2K / month · ⏱️ 21.12.2021):
```
 pip install lit-nlp
```
Conda (📥 34K · ⏱️ 09.11.2021):
```
 conda install -c conda-forge lit-nlp
```

Explainability 360 (🥉23 · ⭐ 1.1K) - Interpretability and explainability of data and.. Apache-2

GitHub (👨‍💻 29 · 🔀 220 · 📦 45 · 📋 64 - 59% open · ⏱️ 18.02.2022):
```
 git clone https://github.com/Trusted-AI/AIX360
```
PyPi (📥 1.3K / month · 📦 1 · ⏱️ 28.10.2020):
```
 pip install aix360
```

keract (🥉22 · ⭐ 980) - Layers Outputs and Gradients in Keras. Made easy. MIT

GitHub (👨‍💻 16 · 🔀 180 · 📦 140 · 📋 84 - 3% open · ⏱️ 10.05.2022):
```
 git clone https://github.com/philipperemy/keract
```
PyPi (📥 1.2K / month · 📦 5 · ⏱️ 19.06.2021):
```
 pip install keract
```

DiCE (🥉22 · ⭐ 830) - Generate Diverse Counterfactual Explanations for any machine.. MIT

GitHub (👨‍💻 12 · 🔀 120 · 📋 110 - 43% open · ⏱️ 11.05.2022):
```
 git clone https://github.com/interpretml/DiCE
```
PyPi (📥 47K / month · 📦 3 · ⏱️ 27.09.2021):
```
 pip install dice-ml
```

deeplift (🥉22 · ⭐ 640) - Public facing deeplift repo. MIT

GitHub (👨‍💻 11 · 🔀 150 · 📦 57 · 📋 84 - 42% open · ⏱️ 11.11.2021):
```
 git clone https://github.com/kundajelab/deeplift
```
PyPi (📥 740 / month · 📦 4 · ⏱️ 11.11.2020):
```
 pip install deeplift
```

tf-explain (🥉21 · ⭐ 930) - Interpretability Methods for tf.keras models with Tensorflow 2.x. MIT

GitHub (👨‍💻 17 · 🔀 98 · 📦 120 · 📋 91 - 43% open · ⏱️ 22.04.2022):
```
 git clone https://github.com/sicara/tf-explain
```
PyPi (📥 2.2K / month · 📦 7 · ⏱️ 18.11.2021):
```
 pip install tf-explain
```

What-If Tool (🥉21 · ⭐ 670) - Source code/webpage/demos for the What-If Tool. Apache-2

GitHub (👨‍💻 20 · 🔀 130 · 📋 100 - 54% open · ⏱️ 05.01.2022):
```
 git clone https://github.com/PAIR-code/what-if-tool
```
PyPi (📥 7.4K / month · 📦 3 · ⏱️ 12.10.2021):
```
 pip install witwidget
```

Conda (📥 980K · ⏱️ 06.01.2022):

 conda install -c conda-forge tensorboard-plugin-wit

npm (📥 4.1K / month · ⏱️ 12.10.2021):
```
 npm install wit-widget
```

sklearn-evaluation (🥉21 · ⭐ 320) - Machine learning model evaluation made easy: plots,.. MIT

GitHub (👨‍💻 8 · 🔀 31 · 📦 46 · 📋 39 - 23% open · ⏱️ 16.04.2022):
```
 git clone https://github.com/edublancas/sklearn-evaluation
```
PyPi (📥 1.5K / month · 📦 2 · ⏱️ 16.04.2022):
```
 pip install sklearn-evaluation
```

ecco (🥉20 · ⭐ 1.4K) - Explain, analyze, and visualize NLP language models. Ecco creates.. BSD-3

GitHub (👨‍💻 10 · 🔀 93 · 📥 16 · 📦 7 · 📋 36 - 38% open · ⏱️ 18.01.2022):
```
 git clone https://github.com/jalammar/ecco
```
PyPi (📥 270 / month · 📦 1 · ⏱️ 09.01.2022):
```
 pip install ecco
```
Conda (📥 370 · ⏱️ 10.01.2022):
```
 conda install -c conda-forge ecco
```

iNNvestigate (🥉20 · ⭐ 980 · 💤) - A toolbox to iNNvestigate neural networks predictions!. BSD-2

GitHub (👨‍💻 19 · 🔀 220 · 📋 230 - 30% open · ⏱️ 03.08.2021):
```
 git clone https://github.com/albermax/innvestigate
```
PyPi (📥 370 / month · 📦 1 · ⏱️ 14.11.2020):
```
 pip install innvestigate
```

aequitas (🥉20 · ⭐ 470 · 💤) - Bias and Fairness Audit Toolkit. MIT

GitHub (👨‍💻 16 · 🔀 88 · 📦 100 · 📋 59 - 64% open · ⏱️ 27.05.2021):
```
 git clone https://github.com/dssg/aequitas
```
PyPi (📥 900 / month · 📦 6 · ⏱️ 16.12.2020):
```
 pip install aequitas
```

tcav (🥉19 · ⭐ 520 · 💤) - Code for the TCAV ML interpretability project. Apache-2

GitHub (👨‍💻 19 · 🔀 130 · 📦 12 · 📋 61 - 11% open · ⏱️ 16.09.2021):
```
 git clone https://github.com/tensorflow/tcav
```
PyPi (📥 110 / month · 📦 3 · ⏱️ 23.02.2021):
```
 pip install tcav
```

LOFO (🥉17 · ⭐ 460) - Leave One Feature Out Importance. MIT

GitHub (👨‍💻 3 · 🔀 53 · 📦 18 · 📋 20 - 20% open · ⏱️ 27.04.2022):
```
 git clone https://github.com/aerdem4/lofo-importance
```
PyPi (📥 460 / month · 📦 1 · ⏱️ 27.04.2022):
```
 pip install lofo-importance
```

XAI (🥉16 · ⭐ 820 · 💤) - XAI - An eXplainability toolbox for machine learning. MIT

GitHub (👨‍💻 3 · 🔀 120 · 📦 15 · 📋 9 - 22% open · ⏱️ 30.10.2021):
```
 git clone https://github.com/EthicalML/xai
```
PyPi (📥 110 / month · 📦 6 · ⏱️ 30.10.2021):
```
 pip install xai
```

Anchor (🥉16 · ⭐ 700) - Code for High-Precision Model-Agnostic Explanations paper. BSD-2

GitHub (👨‍💻 10 · 🔀 96 · 📋 70 - 27% open · ⏱️ 17.11.2021):
```
 git clone https://github.com/marcotcr/anchor
```
PyPi (📥 1.1K / month · ⏱️ 26.06.2020):
```
 pip install anchor_exp
```

interpret-text (🥉15 · ⭐ 320) - A library that incorporates state-of-the-art explainers for.. MIT

GitHub (👨‍💻 17 · 🔀 57 · 📋 74 - 78% open · ⏱️ 06.12.2021):
```
 git clone https://github.com/interpretml/interpret-text
```
PyPi (📥 98 / month · ⏱️ 07.12.2021):
```
 pip install interpret-text
```

Show 17 hidden projects...

eli5 (🥈29 · ⭐ 2.5K · 💀) - A library for debugging/inspecting machine learning classifiers and.. MIT
pyLDAvis (🥈29 · ⭐ 1.6K · 💀) - Python library for interactive topic model visualization... BSD-3
Lucid (🥈27 · ⭐ 4.4K · 💀) - A collection of infrastructure and tools for research in.. Apache-2
scikit-plot (🥈26 · ⭐ 2.2K · 💀) - An intuitive library to add plotting functionality to.. MIT
Deep Checks (🥈26 · ⭐ 1.5K · ➕) - Test Suites for Validating ML Models & Data. Deepchecks.. ❗️AGPL-3.0
keras-vis (🥉25 · ⭐ 2.9K · 💀) - Neural network visualization toolkit for keras. MIT
DALEX (🥉24 · ⭐ 1K) - moDel Agnostic Language for Exploration and eXplanation. ❗️GPL-3.0
TreeInterpreter (🥉22 · ⭐ 710 · 💀) - Package for interpreting scikit-learns decision tree.. BSD-3
random-forest-importances (🥉22 · ⭐ 500 · 💀) - Code to compute permutation and drop-column.. MIT
Skater (🥉20 · ⭐ 1K) - Python Library for Model Interpretation/Explanations. ❗️UPL-1.0
model-card-toolkit (🥉19 · ⭐ 280) - a tool that leverages rich metadata and lineage.. Apache-2
fairness-indicators (🥉19 · ⭐ 260) - Tensorflows Fairness Evaluation and Visualization.. Apache-2
FlashTorch (🥉16 · ⭐ 670 · 💀) - Visualization toolkit for neural networks in PyTorch! Demo --. MIT
ExplainX.ai (🥉15 · ⭐ 310 · 💀) - Explainable AI framework for data scientists. Explain & debug any.. MIT
contextual-ai (🥉14 · ⭐ 80) - Contextual AI adds explainability to different stages of.. Apache-2
Attribution Priors (🥉11 · ⭐ 97 · 💀) - Tools for training explainable models using.. MIT
bias-detector (🥉11 · ⭐ 37) - Bias Detector is a python package for detecting bias in machine.. MIT

Vector Similarity Search (ANN)

Libraries for Approximate Nearest Neighbor Search and Vector Indexing/Similarity Search.

🔗 ANN Benchmarks ( ⭐ 2.9K) - Benchmarks of approximate nearest neighbor libraries in Python.

Milvus (🥇38 · ⭐ 10K) - An open-source vector database for scalable similarity search and AI.. Apache-2

GitHub (👨‍💻 210 · 🔀 1.5K · 📥 26K · 📋 5.1K - 5% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/milvus-io/milvus
```
PyPi (📥 42K / month · 📦 16 · ⏱️ 02.04.2022):
```
 pip install pymilvus
```
Docker Hub (📥 950K · ⭐ 18 · ⏱️ 13.05.2022):
```
 docker pull milvusdb/milvus
```

Faiss (🥇34 · ⭐ 17K) - A library for efficient similarity search and clustering of dense vectors. MIT

GitHub (👨‍💻 98 · 🔀 2.6K · 📦 630 · 📋 1.8K - 9% open · ⏱️ 17.05.2022):
```
 git clone https://github.com/facebookresearch/faiss
```
PyPi (📥 42K / month · 📦 16 · ⏱️ 02.04.2022):
```
 pip install pymilvus
```
Conda (📥 310K · ⏱️ 09.02.2022):
```
 conda install -c conda-forge faiss
```

Annoy (🥈32 · ⭐ 9.9K) - Approximate Nearest Neighbors in C++/Python optimized for memory usage.. Apache-2

GitHub (👨‍💻 81 · 🔀 1K · 📦 2.1K · 📋 340 - 10% open · ⏱️ 25.03.2022):
```
 git clone https://github.com/spotify/annoy
```
PyPi (📥 1.3M / month · 📦 240 · ⏱️ 18.09.2020):
```
 pip install annoy
```

Conda (📥 230K · ⏱️ 23.04.2022):

 conda install -c conda-forge python-annoy

NMSLIB (🥈31 · ⭐ 2.8K) - Non-Metric Space Library (NMSLIB): An efficient similarity search.. Apache-2

GitHub (👨‍💻 48 · 🔀 380 · 📦 610 · 📋 400 - 15% open · ⏱️ 19.04.2022):
```
 git clone https://github.com/nmslib/nmslib
```
PyPi (📥 110K / month · 📦 47 · ⏱️ 03.02.2021):
```
 pip install nmslib
```
Conda (📥 51K · ⏱️ 15.04.2022):
```
 conda install -c conda-forge nmslib
```

hnswlib (🥈28 · ⭐ 2K) - Header-only C++/python library for fast approximate nearest neighbors. Apache-2

GitHub (👨‍💻 56 · 🔀 360 · 📦 230 · 📋 250 - 51% open · ⏱️ 16.04.2022):
```
 git clone https://github.com/nmslib/hnswlib
```
PyPi (📥 320K / month · 📦 24 · ⏱️ 14.02.2022):
```
 pip install hnswlib
```
Conda (📥 39K · ⏱️ 16.04.2022):
```
 conda install -c conda-forge hnswlib
```

PyNNDescent (🥈28 · ⭐ 620) - A Python nearest neighbor descent for approximate nearest neighbors. BSD-2

GitHub (👨‍💻 19 · 🔀 83 · 📦 1.6K · 📋 100 - 49% open · ⏱️ 14.05.2022):
```
 git clone https://github.com/lmcinnes/pynndescent
```
PyPi (📥 2.3M / month · 📦 26 · ⏱️ 14.05.2022):
```
 pip install pynndescent
```

Conda (📥 600K · ⏱️ 15.05.2022):

 conda install -c conda-forge pynndescent

NGT (🥉21 · ⭐ 890) - Nearest Neighbor Search with Neighborhood Graph and Tree for High-.. Apache-2

GitHub (👨‍💻 13 · 🔀 91 · 📋 100 - 14% open · ⏱️ 16.05.2022):
```
 git clone https://github.com/yahoojapan/NGT
```
PyPi (📥 17K / month · 📦 8 · ⏱️ 16.05.2022):
```
 pip install ngt
```

N2 (🥉19 · ⭐ 510 · 💤) - TOROS N2 - lightweight approximate Nearest Neighbor library which runs.. Apache-2

GitHub (👨‍💻 18 · 🔀 64 · 📦 23 · 📋 39 - 43% open · ⏱️ 20.05.2021):
```
 git clone https://github.com/kakao/n2
```
PyPi (📥 630 / month · 📦 3 · ⏱️ 16.10.2020):
```
 pip install n2
```

Show 3 hidden projects...

Magnitude (🥉23 · ⭐ 1.5K · 💀) - A fast, efficient universal vector embedding utility package. MIT
NearPy (🥉21 · ⭐ 710 · 💀) - Python framework for fast (approximated) nearest neighbour search in.. MIT
PySparNN (🥉11 · ⭐ 900 · 💀) - Approximate Nearest Neighbor Search for Sparse Data in Python!. BSD-3

Probabilistics & Statistics

Libraries providing capabilities for probabilistic programming/reasoning, bayesian inference, gaussian processes, or statistics.

PyMC3 (🥇40 · ⭐ 6.6K) - Probabilistic Programming in Python: Bayesian Modeling and.. Apache-2

GitHub (👨‍💻 380 · 🔀 1.6K · 📥 1.9K · 📦 620 · 📋 2.7K - 7% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/pymc-devs/pymc
```
PyPi (📥 350K / month · 📦 240 · ⏱️ 15.03.2022):
```
 pip install pymc3
```
Conda (📥 410K · ⏱️ 12.10.2021):
```
 conda install -c conda-forge pymc3
```

tensorflow-probability (🥇37 · ⭐ 3.7K) - Probabilistic reasoning and statistical analysis in.. Apache-2

GitHub (👨‍💻 450 · 🔀 970 · 📋 1.2K - 44% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/tensorflow/probability
```
PyPi (📥 920K / month · 📦 310 · ⏱️ 14.02.2022):
```
 pip install tensorflow-probability
```

Conda (📥 56K · ⏱️ 26.01.2022):

 conda install -c conda-forge tensorflow-probability

Pyro (🥇33 · ⭐ 7.4K) - Deep universal probabilistic programming with Python and PyTorch. Apache-2

GitHub (👨‍💻 130 · 🔀 920 · 📦 720 · 📋 980 - 22% open · ⏱️ 13.05.2022):
```
 git clone https://github.com/pyro-ppl/pyro
```
PyPi (📥 140K / month · 📦 59 · ⏱️ 24.03.2022):
```
 pip install pyro-ppl
```
Conda (📥 8.2K · ⏱️ 24.03.2022):
```
 conda install -c conda-forge pyro-ppl
```

GPyTorch (🥈32 · ⭐ 2.8K) - A highly efficient and modular implementation of Gaussian Processes.. MIT

GitHub (👨‍💻 93 · 🔀 400 · 📦 570 · 📋 1.1K - 24% open · ⏱️ 02.05.2022):
```
 git clone https://github.com/cornellius-gp/gpytorch
```
PyPi (📥 180K / month · 📦 30 · ⏱️ 04.12.2021):
```
 pip install gpytorch
```
Conda (📥 33K · ⏱️ 14.12.2021):
```
 conda install -c conda-forge gpytorch
```

filterpy (🥈32 · ⭐ 2.2K · 💤) - Python Kalman filtering and optimal estimation library. Implements.. MIT

GitHub (👨‍💻 36 · 🔀 510 · 📦 1.4K · 📋 210 - 26% open · ⏱️ 04.05.2021):
```
 git clone https://github.com/rlabbe/filterpy
```
PyPi (📥 690K / month · 📦 130 · ⏱️ 10.10.2018):
```
 pip install filterpy
```
Conda (📥 90K · ⏱️ 05.05.2020):
```
 conda install -c conda-forge filterpy
```

pgmpy (🥈32 · ⭐ 2.1K) - Python Library for learning (Structure and Parameter), inference.. MIT

GitHub (👨‍💻 110 · 🔀 630 · 📥 150 · 📦 360 · 📋 790 - 28% open · ⏱️ 12.05.2022):
```
 git clone https://github.com/pgmpy/pgmpy
```
PyPi (📥 88K / month · 📦 11 · ⏱️ 30.03.2022):
```
 pip install pgmpy
```

GPflow (🥈32 · ⭐ 1.6K) - Gaussian processes in TensorFlow. Apache-2

GitHub (👨‍💻 78 · 🔀 420 · 📦 360 · 📋 770 - 16% open · ⏱️ 16.05.2022):
```
 git clone https://github.com/GPflow/GPflow
```
PyPi (📥 21K / month · 📦 29 · ⏱️ 10.05.2022):
```
 pip install gpflow
```
Conda (📥 11K · ⏱️ 01.03.2022):
```
 conda install -c conda-forge gpflow
```

hmmlearn (🥈31 · ⭐ 2.5K · 📉) - Hidden Markov Models in Python, with scikit-learn like API. BSD-3

GitHub (👨‍💻 39 · 🔀 700 · 📦 1.3K · 📋 380 - 14% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/hmmlearn/hmmlearn
```
PyPi (📥 430K / month · 📦 130 · ⏱️ 10.02.2022):
```
 pip install hmmlearn
```
Conda (📥 120K · ⏱️ 12.02.2022):
```
 conda install -c conda-forge hmmlearn
```

pandas-ta (🥈29 · ⭐ 2.5K) - Technical Analysis Indicators - Pandas TA is an easy to use.. MIT

GitHub (👨‍💻 44 · 🔀 560 · 📦 650 · 📋 390 - 14% open · ⏱️ 31.01.2022):
```
 git clone https://github.com/twopirllc/pandas-ta
```
PyPi (📥 78K / month · 📦 10 · ⏱️ 28.07.2021):
```
 pip install pandas-ta
```

Conda (📥 740 · ⏱️ 05.10.2021):

 conda install -c conda-forge pandas-ta

patsy (🥈29 · ⭐ 830 · 💤) - Describing statistical models in Python using symbolic formulas. BSD-2

GitHub (👨‍💻 16 · 🔀 94 · 📦 52K · 📋 140 - 51% open · ⏱️ 26.09.2021):
```
 git clone https://github.com/pydata/patsy
```
PyPi (📥 8.6M / month · 📦 2.6K · ⏱️ 26.09.2021):
```
 pip install patsy
```
Conda (📥 4.7M · ⏱️ 26.09.2021):
```
 conda install -c conda-forge patsy
```

SALib (🥉28 · ⭐ 590) - Sensitivity Analysis Library in Python. Contains Sobol, Morris, FAST, and.. MIT

GitHub (👨‍💻 36 · 🔀 180 · 📋 280 - 16% open · ⏱️ 19.04.2022):
```
 git clone https://github.com/SALib/SALib
```
PyPi (📥 130K / month · 📦 58 · ⏱️ 06.02.2022):
```
 pip install salib
```
Conda (📥 80K · ⏱️ 04.09.2021):
```
 conda install -c conda-forge salib
```

pomegranate (🥉27 · ⭐ 2.9K) - Fast, flexible and easy to use probabilistic modelling in Python. MIT

GitHub (👨‍💻 65 · 🔀 530 · 📦 690 · 📋 660 - 7% open · ⏱️ 21.02.2022):
```
 git clone https://github.com/jmschrei/pomegranate
```
PyPi (📥 35K / month · 📦 46 · ⏱️ 21.02.2022):
```
 pip install pomegranate
```

Conda (📥 85K · ⏱️ 16.11.2021):

 conda install -c conda-forge pomegranate

Orbit (🥉26 · ⭐ 1.4K) - A Python package for Bayesian forecasting with object-oriented design.. Apache-2

GitHub (👨‍💻 16 · 🔀 100 · 📦 6 · 📋 370 - 16% open · ⏱️ 11.05.2022):
```
 git clone https://github.com/uber/orbit
```
PyPi (📥 21K / month · 📦 1 · ⏱️ 28.04.2022):
```
 pip install orbit-ml
```

bambi (🥉25 · ⭐ 770) - BAyesian Model-Building Interface (Bambi) in Python. MIT

GitHub (👨‍💻 25 · 🔀 85 · 📦 28 · 📋 250 - 15% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/bambinos/bambi
```
PyPi (📥 4.3K / month · 📦 3 · ⏱️ 18.05.2022):
```
 pip install bambi
```
Conda (📥 7.7K · ⏱️ 18.01.2022):
```
 conda install -c conda-forge bambi
```

Baal (🥉20 · ⭐ 580) - Library to enable Bayesian active learning in your research or labeling.. Apache-2

GitHub (👨‍💻 14 · 🔀 54 · 📋 75 - 24% open · ⏱️ 14.05.2022):
```
 git clone https://github.com/ElementAI/baal
```
PyPi (📥 1.1K / month · 📦 1 · ⏱️ 03.05.2022):
```
 pip install baal
```
Conda (📥 1.5K · ⏱️ 04.05.2022):
```
 conda install -c conda-forge baal
```

Show 7 hidden projects...

pingouin (🥈29 · ⭐ 1.1K) - Statistical package in Python based on Pandas. ❗️GPL-3.0
Edward (🥉28 · ⭐ 4.7K · 💀) - A probabilistic programming language in TensorFlow. Deep.. Apache-2
PyStan (🥉25 · ⭐ 180) - PyStan, a Python interface to Stan, a platform for statistical modeling... ISC
scikit-posthocs (🥉22 · ⭐ 240) - Multiple Pairwise Comparisons (Post Hoc) Tests in Python. MIT
pyhsmm (🥉21 · ⭐ 510 · 💀) - Bayesian inference in HSMMs and HMMs. MIT
Funsor (🥉20 · ⭐ 190) - Functional tensors for probabilistic programming. Apache-2
ZhuSuan (🥉15 · ⭐ 2.1K · 💀) - A probabilistic programming library for Bayesian deep learning,.. MIT

Adversarial Robustness

Libraries for testing the robustness of machine learning models against attacks with adversarial/malicious examples.

ART (🥇34 · ⭐ 3K) - Adversarial Robustness Toolbox (ART) - Python Library for Machine Learning.. MIT

GitHub (👨‍💻 97 · 🔀 810 · 📦 220 · 📋 680 - 13% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/Trusted-AI/adversarial-robustness-toolbox
```
PyPi (📥 7.8K / month · 📦 6 · ⏱️ 22.04.2022):
```
 pip install adversarial-robustness-toolbox
```

Conda (📥 9.1K · ⏱️ 10.01.2022):

 conda install -c conda-forge adversarial-robustness-toolbox

CleverHans (🥈29 · ⭐ 5.5K · 💤) - An adversarial example library for constructing attacks,.. MIT

GitHub (👨‍💻 130 · 🔀 1.3K · 📦 320 · 📋 450 - 5% open · ⏱️ 23.09.2021):
```
 git clone https://github.com/cleverhans-lab/cleverhans
```
PyPi (📥 1.5K / month · 📦 11 · ⏱️ 24.07.2021):
```
 pip install cleverhans
```

Conda (📥 2.9K · ⏱️ 29.07.2021):

 conda install -c conda-forge cleverhans

Foolbox (🥈29 · ⭐ 2.2K) - A Python toolbox to create adversarial examples that fool neural networks.. MIT

GitHub (👨‍💻 32 · 🔀 400 · 📦 290 · 📋 350 - 6% open · ⏱️ 02.04.2022):
```
 git clone https://github.com/bethgelab/foolbox
```
PyPi (📥 2.7K / month · 📦 13 · ⏱️ 02.04.2022):
```
 pip install foolbox
```
Conda (📥 5.8K · ⏱️ 30.04.2021):
```
 conda install -c conda-forge foolbox
```

TextAttack (🥈29 · ⭐ 2K) - TextAttack is a Python framework for adversarial attacks, data.. MIT

GitHub (👨‍💻 51 · 🔀 250 · 📦 78 · 📋 200 - 21% open · ⏱️ 04.04.2022):
```
 git clone https://github.com/QData/TextAttack
```
PyPi (📥 2.5K / month · 📦 7 · ⏱️ 10.11.2021):
```
 pip install textattack
```

Conda (📥 2.7K · ⏱️ 29.06.2021):

 conda install -c conda-forge textattack

robustness (🥉18 · ⭐ 700) - A library for experimenting with, training and evaluating neural.. MIT

GitHub (👨‍💻 13 · 🔀 140 · 📦 76 · 📋 74 - 24% open · ⏱️ 14.02.2022):
```
 git clone https://github.com/MadryLab/robustness
```
PyPi (📥 770 / month · 📦 2 · ⏱️ 01.12.2020):
```
 pip install robustness
```

Conda (📥 3.4K · ⏱️ 30.04.2021):

 conda install -c conda-forge robustness

AdvBox (🥉17 · ⭐ 1.2K · 📉) - Advbox is a toolbox to generate adversarial examples that fool.. Apache-2

GitHub (👨‍💻 19 · 🔀 240 · 📋 38 - 21% open · ⏱️ 15.05.2022):
```
 git clone https://github.com/advboxes/AdvBox
```
PyPi (📥 18 / month · ⏱️ 05.12.2018):
```
 pip install advbox
```

Show 3 hidden projects...

advertorch (🥉23 · ⭐ 1.1K) - A Toolbox for Adversarial Robustness Research. ❗️GPL-3.0
textflint (🥉17 · ⭐ 560) - Unified Multilingual Robustness Evaluation Toolkit for Natural.. ❗️GPL-3.0
Adversary (🥉14 · ⭐ 360 · 💀) - Tool to generate adversarial text examples and test machine.. MIT

GPU Utilities

Libraries that require and make use of CUDA/GPU system capabilities to optimize data handling and machine learning tasks.

CuPy (🥇38 · ⭐ 6K) - NumPy & SciPy for GPU. MIT

GitHub (👨‍💻 300 · 🔀 590 · 📥 31K · 📦 1K · 📋 1.7K - 22% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/cupy/cupy
```
PyPi (📥 23K / month · 📦 160 · ⏱️ 27.04.2022):
```
 pip install cupy
```
Conda (📥 1.4M · ⏱️ 04.05.2022):
```
 conda install -c conda-forge cupy
```
Docker Hub (📥 55K · ⭐ 7 · ⏱️ 27.04.2022):
```
 docker pull cupy/cupy
```

cuDF (🥇31 · ⭐ 4.8K) - cuDF - GPU DataFrame Library. Apache-2

GitHub (👨‍💻 240 · 🔀 600 · 📋 4.6K - 16% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/rapidsai/cudf
```
PyPi (📥 1.5K / month · 📦 5 · ⏱️ 01.06.2020):
```
 pip install cudf
```

ArrayFire (🥇31 · ⭐ 3.8K) - ArrayFire: a general purpose GPU library. BSD-3

GitHub (👨‍💻 81 · 🔀 490 · 📥 2.3K · 📋 1.5K - 15% open · ⏱️ 12.05.2022):
```
 git clone https://github.com/arrayfire/arrayfire
```
PyPi (📥 27K / month · 📦 5 · ⏱️ 22.02.2022):
```
 pip install arrayfire
```

gpustat (🥈29 · ⭐ 2.9K) - A simple command-line utility for querying and monitoring GPU status. MIT

GitHub (👨‍💻 12 · 🔀 220 · 📦 1.9K · 📋 81 - 27% open · ⏱️ 07.11.2021):
```
 git clone https://github.com/wookayin/gpustat
```
PyPi (📥 600K / month · 📦 99 · ⏱️ 02.01.2021):
```
 pip install gpustat
```
Conda (📥 130K · ⏱️ 24.11.2020):
```
 conda install -c conda-forge gpustat
```

cuML (🥈29 · ⭐ 2.7K) - cuML - RAPIDS Machine Learning Library. Apache-2

GitHub (👨‍💻 150 · 🔀 400 · 📋 2K - 33% open · ⏱️ 13.05.2022):
```
 git clone https://github.com/rapidsai/cuml
```
PyPi (📥 750 / month · 📦 3 · ⏱️ 01.06.2020):
```
 pip install cuml
```

PyCUDA (🥈29 · ⭐ 1.3K) - CUDA integration for Python, plus shiny features. MIT

GitHub (👨‍💻 75 · 🔀 250 · 📦 1.3K · 📋 220 - 29% open · ⏱️ 03.03.2022):
```
 git clone https://github.com/inducer/pycuda
```
PyPi (📥 30K / month · 📦 190 · ⏱️ 03.04.2021):
```
 pip install pycuda
```
Conda (📥 65K · ⏱️ 05.05.2022):
```
 conda install -c conda-forge pycuda
```

Apex (🥈28 · ⭐ 6.3K) - A PyTorch Extension: Tools for easy mixed precision and distributed.. BSD-3

GitHub (👨‍💻 93 · 🔀 990 · 📦 1K · 📋 1K - 58% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/NVIDIA/apex
```

Conda (📥 82K · ⏱️ 06.04.2022):

 conda install -c conda-forge nvidia-apex

DALI (🥉24 · ⭐ 3.9K) - A GPU-accelerated library containing highly optimized building blocks.. Apache-2

GitHub (👨‍💻 74 · 🔀 480 · 📋 1.2K - 14% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/NVIDIA/DALI
```

cuGraph (🥉24 · ⭐ 1K) - cuGraph - RAPIDS Graph Analytics Library. Apache-2

GitHub (👨‍💻 84 · 🔀 190 · 📋 820 - 12% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/rapidsai/cugraph
```
PyPi (📥 240 / month · 📦 1 · ⏱️ 01.06.2020):
```
 pip install cugraph
```

Conda (📥 6.8K · ⏱️ 29.04.2021):

 conda install -c conda-forge libcugraph

scikit-cuda (🥉24 · ⭐ 890) - Python interface to GPU-powered libraries. BSD-3

GitHub (👨‍💻 46 · 🔀 170 · 📦 190 · 📋 220 - 22% open · ⏱️ 31.03.2022):
```
 git clone https://github.com/lebedov/scikit-cuda
```
PyPi (📥 670 / month · 📦 44 · ⏱️ 27.05.2019):
```
 pip install scikit-cuda
```

BlazingSQL (🥉22 · ⭐ 1.7K · 💤) - BlazingSQL is a lightweight, GPU accelerated, SQL engine for.. Apache-2

GitHub (👨‍💻 49 · 🔀 170 · 📋 720 - 18% open · ⏱️ 30.09.2021):
```
 git clone https://github.com/BlazingDB/blazingsql
```

Conda (📥 940 · ⏱️ 11.11.2019):

 conda install -c blazingsql blazingsql-protocol

Vulkan Kompute (🥉20 · ⭐ 860) - General purpose GPU compute framework built on Vulkan to.. Apache-2

GitHub (👨‍💻 19 · 🔀 61 · 📥 160 · 📦 3 · 📋 170 - 32% open · ⏱️ 04.05.2022):
```
 git clone https://github.com/KomputeProject/kompute
```
PyPi (📥 120 / month · ⏱️ 13.04.2022):
```
 pip install kp
```

cuSignal (🥉19 · ⭐ 600) - GPU accelerated signal processing. Apache-2

GitHub (👨‍💻 38 · 🔀 91 · 📋 130 - 11% open · ⏱️ 11.05.2022):
```
 git clone https://github.com/rapidsai/cusignal
```

Show 5 hidden projects...

GPUtil (🥉22 · ⭐ 860 · 💀) - A Python module for getting the GPU status from NVIDA GPUs using.. MIT
py3nvml (🥉21 · ⭐ 200) - Python 3 Bindings for NVML library. Get NVIDIA GPU status inside your.. BSD-3
nvidia-ml-py3 (🥉20 · ⭐ 78 · 💀) - Python 3 Bindings for the NVIDIA Management Library. BSD-3
SpeedTorch (🥉15 · ⭐ 650 · 💀) - Library for faster pinned CPU - GPU transfer in Pytorch. MIT
ipyexperiments (🥉14 · ⭐ 150) - jupyter/ipython experiment containers for GPU and.. Apache-2

Tensorflow Utilities

Libraries that extend TensorFlow with additional capabilities.

TF Addons (🥇36 · ⭐ 1.5K) - Useful extra functionality for TensorFlow 2.x maintained by.. Apache-2

GitHub (👨‍💻 190 · 🔀 510 · 📦 6.3K · 📋 930 - 23% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/tensorflow/addons
```
PyPi (📥 1.7M / month · 📦 160 · ⏱️ 15.02.2022):
```
 pip install tensorflow-addons
```

TensorFlow Datasets (🥇35 · ⭐ 3.3K) - TFDS is a collection of datasets ready to use with.. Apache-2

GitHub (👨‍💻 250 · 🔀 1.3K · 📋 1.2K - 47% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/tensorflow/datasets
```
PyPi (📥 1.2M / month · 📦 160 · ⏱️ 31.01.2022):
```
 pip install tensorflow-datasets
```

Conda (📥 4.4K · ⏱️ 17.08.2021):

 conda install -c conda-forge tensorflow-datasets

tensorflow-hub (🥇35 · ⭐ 3.1K) - A library for transfer learning by reusing parts of.. Apache-2

GitHub (👨‍💻 90 · 🔀 1.6K · 📦 12K · 📋 640 - 2% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/tensorflow/hub
```
PyPi (📥 4.8M / month · 📦 280 · ⏱️ 14.04.2021):
```
 pip install tensorflow-hub
```

Conda (📥 62K · ⏱️ 18.04.2021):

 conda install -c conda-forge tensorflow-hub

tensor2tensor (🥈34 · ⭐ 12K) - Library of deep learning models and datasets designed to.. Apache-2

GitHub (👨‍💻 240 · 🔀 3K · 📦 1.2K · 📋 1.2K - 45% open · ⏱️ 15.04.2022):
```
 git clone https://github.com/tensorflow/tensor2tensor
```
PyPi (📥 12K / month · 📦 93 · ⏱️ 17.06.2020):
```
 pip install tensor2tensor
```

TensorFlow Transform (🥈33 · ⭐ 920) - Input pipeline framework. Apache-2

GitHub (👨‍💻 27 · 🔀 180 · 📦 860 · 📋 180 - 15% open · ⏱️ 13.05.2022):
```
 git clone https://github.com/tensorflow/transform
```
PyPi (📥 3.4M / month · 📦 56 · ⏱️ 13.05.2022):
```
 pip install tensorflow-transform
```

TF Model Optimization (🥈32 · ⭐ 1.2K) - A toolkit to optimize ML models for deployment for.. Apache-2

GitHub (👨‍💻 67 · 🔀 280 · 📦 1.8K · 📋 310 - 51% open · ⏱️ 16.05.2022):
```
 git clone https://github.com/tensorflow/model-optimization
```
PyPi (📥 170K / month · 📦 19 · ⏱️ 18.03.2022):
```
 pip install tensorflow-model-optimization
```

Keras-Preprocessing (🥉29 · ⭐ 1K) - Utilities for working with image data, text data, and.. MIT

GitHub (👨‍💻 52 · 🔀 440 · 📋 200 - 47% open · ⏱️ 17.02.2022):
```
 git clone https://github.com/keras-team/keras-preprocessing
```
PyPi (📥 9.7M / month · 📦 1.5K · ⏱️ 14.05.2020):
```
 pip install keras-preprocessing
```

Conda (📥 1.3M · ⏱️ 15.01.2021):

 conda install -c conda-forge keras-preprocessing

TensorFlow I/O (🥉29 · ⭐ 560) - Dataset, streaming, and file system extensions.. Apache-2

GitHub (👨‍💻 94 · 🔀 220 · 📋 520 - 35% open · ⏱️ 17.05.2022):
```
 git clone https://github.com/tensorflow/io
```
PyPi (📥 190K / month · 📦 23 · ⏱️ 18.05.2022):
```
 pip install tensorflow-io
```

efficientnet (🥉26 · ⭐ 2K · 💤) - Implementation of EfficientNet model. Keras and.. Apache-2

GitHub (👨‍💻 10 · 🔀 460 · 📥 230K · 📦 1K · 📋 120 - 51% open · ⏱️ 16.07.2021):
```
 git clone https://github.com/qubvel/efficientnet
```
PyPi (📥 110K / month · 📦 10 · ⏱️ 15.09.2020):
```
 pip install efficientnet
```

Conda (📥 53 · ⏱️ 14.01.2022):

 conda install -c anaconda efficientnet

Neural Structured Learning (🥉26 · ⭐ 920) - Training neural models with structured signals. Apache-2

GitHub (👨‍💻 33 · 🔀 170 · 📦 220 · 📋 62 - 4% open · ⏱️ 09.05.2022):
```
 git clone https://github.com/tensorflow/neural-structured-learning
```
PyPi (📥 16K / month · 📦 2 · ⏱️ 18.08.2020):
```
 pip install neural-structured-learning
```

TensorFlow Cloud (🥉24 · ⭐ 330) - The TensorFlow Cloud repository provides APIs that.. Apache-2

GitHub (👨‍💻 27 · 🔀 68 · 📦 150 · 📋 81 - 67% open · ⏱️ 24.03.2022):
```
 git clone https://github.com/tensorflow/cloud
```
PyPi (📥 180K / month · 📦 1 · ⏱️ 17.06.2021):
```
 pip install tensorflow-cloud
```

tffm (🥉21 · ⭐ 780) - TensorFlow implementation of an arbitrary order Factorization Machine. MIT

GitHub (👨‍💻 10 · 🔀 190 · 📦 11 · 📋 40 - 45% open · ⏱️ 17.01.2022):
```
 git clone https://github.com/geffy/tffm
```
PyPi (📥 1.8K / month · 📦 1 · ⏱️ 17.01.2022):
```
 pip install tffm
```

TF Compression (🥉21 · ⭐ 610) - Data compression in TensorFlow. Apache-2

GitHub (👨‍💻 13 · 🔀 210 · 📋 83 - 2% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/tensorflow/compression
```
PyPi (📥 1.1K / month · 📦 1 · ⏱️ 16.05.2022):
```
 pip install tensorflow-compression
```

Saliency (🥉20 · ⭐ 790) - Framework-agnostic implementation for state-of-the-art saliency.. Apache-2

GitHub (👨‍💻 15 · 🔀 160 · 📦 28 · 📋 40 - 35% open · ⏱️ 13.05.2022):
```
 git clone https://github.com/PAIR-code/saliency
```
PyPi (📥 730 / month · 📦 3 · ⏱️ 03.05.2021):
```
 pip install saliency
```

Show 1 hidden projects...

TensorNets (🥉20 · ⭐ 1K · 💀) - High level network definitions with pre-trained weights in.. MIT

Jax Utilities

Libraries that extend Jax with additional capabilities.

equinox (🥇23 · ⭐ 540) - Callable PyTrees and filtered transforms = neural networks in.. Apache-2

GitHub (👨‍💻 5 · 🔀 28 · 📦 18 · 📋 39 - 15% open · ⏱️ 16.05.2022):
```
 git clone https://github.com/patrick-kidger/equinox
```
PyPi (📥 1.6K / month · 📦 4 · ⏱️ 06.05.2022):
```
 pip install equinox
```

Show 1 hidden projects...

jaxdf (🥉9 · ⭐ 50) - A JAX-based research framework for writing differentiable.. ❗️LGPL-3.0

Sklearn Utilities

Libraries that extend scikit-learn with additional capabilities.

MLxtend (🥇35 · ⭐ 3.9K) - A library of extension and helper modules for Pythons data.. BSD-3

GitHub (👨‍💻 88 · 🔀 750 · 📦 5.9K · 📋 410 - 25% open · ⏱️ 14.05.2022):
```
 git clone https://github.com/rasbt/mlxtend
```
PyPi (📥 1.4M / month · 📦 140 · ⏱️ 03.09.2021):
```
 pip install mlxtend
```
Conda (📥 200K · ⏱️ 03.09.2021):
```
 conda install -c conda-forge mlxtend
```

imbalanced-learn (🥇34 · ⭐ 5.9K) - A Python Package to Tackle the Curse of Imbalanced.. MIT

GitHub (👨‍💻 63 · 🔀 1.2K · 📦 11K · 📋 510 - 9% open · ⏱️ 16.05.2022):
```
 git clone https://github.com/scikit-learn-contrib/imbalanced-learn
```
PyPi (📥 2.6M / month · 📦 260 · ⏱️ 16.05.2022):
```
 pip install imbalanced-learn
```

Conda (📥 210K · ⏱️ 16.05.2022):

 conda install -c conda-forge imbalanced-learn

category_encoders (🥈33 · ⭐ 1.9K) - A library of sklearn compatible categorical variable.. BSD-3

GitHub (👨‍💻 52 · 🔀 350 · 📦 3.4K · 📋 250 - 29% open · ⏱️ 10.05.2022):
```
 git clone https://github.com/scikit-learn-contrib/category_encoders
```
PyPi (📥 2.8M / month · 📦 23 · ⏱️ 14.10.2018):
```
 pip install category_encoders
```

Conda (📥 150K · ⏱️ 10.05.2022):

 conda install -c conda-forge category_encoders

scikit-opt (🥈25 · ⭐ 3.2K) - Genetic Algorithm, Particle Swarm Optimization, Simulated.. MIT

GitHub (👨‍💻 14 · 🔀 750 · 📦 74 · 📋 140 - 27% open · ⏱️ 08.04.2022):
```
 git clone https://github.com/guofei9987/scikit-opt
```
PyPi (📥 2.3K / month · 📦 6 · ⏱️ 14.01.2022):
```
 pip install scikit-opt
```

fancyimpute (🥈25 · ⭐ 1.1K · 💤) - Multivariate imputation and matrix completion.. Apache-2

GitHub (👨‍💻 12 · 🔀 170 · 📦 1.2K · 📋 110 - 0% open · ⏱️ 21.10.2021):
```
 git clone https://github.com/iskandr/fancyimpute
```
PyPi (📥 13K / month · 📦 29 · ⏱️ 21.10.2021):
```
 pip install fancyimpute
```

scikit-lego (🥈25 · ⭐ 820) - Extra blocks for scikit-learn pipelines. MIT

GitHub (👨‍💻 50 · 🔀 85 · 📦 46 · 📋 240 - 9% open · ⏱️ 20.04.2022):
```
 git clone https://github.com/koaning/scikit-lego
```
PyPi (📥 14K / month · 📦 6 · ⏱️ 20.04.2022):
```
 pip install scikit-lego
```

Conda (📥 18K · ⏱️ 21.04.2022):

 conda install -c conda-forge scikit-lego

sklearn-contrib-lightning (🥉23 · ⭐ 1.6K) - Large-scale linear classification, regression and.. BSD-3

GitHub (👨‍💻 17 · 🔀 200 · 📥 230 · 📦 100 · 📋 93 - 54% open · ⏱️ 30.01.2022):
```
 git clone https://github.com/scikit-learn-contrib/lightning
```
PyPi (📥 1.9K / month · 📦 6 · ⏱️ 30.01.2022):
```
 pip install sklearn-contrib-lightning
```

Conda (📥 160K · ⏱️ 13.11.2021):

 conda install -c conda-forge sklearn-contrib-lightning

combo (🥉23 · ⭐ 580 · 💤) - (AAAI 20) A Python Toolbox for Machine Learning Model.. BSD-2 xgboost

GitHub (👨‍💻 1 · 🔀 99 · 📦 460 · 📋 14 - 78% open · ⏱️ 02.10.2021):
```
 git clone https://github.com/yzhao062/combo
```
PyPi (📥 32K / month · 📦 3 · ⏱️ 02.04.2022):
```
 pip install combo
```

iterative-stratification (🥉22 · ⭐ 650) - scikit-learn cross validators for iterative.. BSD-3

GitHub (👨‍💻 6 · 🔀 60 · 📦 210 · 📋 19 - 21% open · ⏱️ 11.11.2021):
```
 git clone https://github.com/trent-b/iterative-stratification
```
PyPi (📥 1.7M / month · 📦 8 · ⏱️ 03.10.2021):
```
 pip install iterative-stratification
```

DESlib (🥉19 · ⭐ 400 · 💤) - A Python library for dynamic classifier and ensemble selection. BSD-3

GitHub (👨‍💻 13 · 🔀 73 · 📦 25 · 📋 140 - 10% open · ⏱️ 10.10.2021):
```
 git clone https://github.com/scikit-learn-contrib/DESlib
```
PyPi (📥 550 / month · 📦 2 · ⏱️ 08.02.2021):
```
 pip install deslib
```

scikit-tda (🥉18 · ⭐ 340) - Topological Data Analysis for Python. MIT

GitHub (👨‍💻 4 · 🔀 43 · 📦 31 · 📋 19 - 78% open · ⏱️ 13.03.2022):
```
 git clone https://github.com/scikit-tda/scikit-tda
```
PyPi (📥 1.5K / month · ⏱️ 03.08.2021):
```
 pip install scikit-tda
```

Show 6 hidden projects...

sklearn-crfsuite (🥈26 · ⭐ 400 · 💀) - scikit-learn inspired API for CRFsuite. MIT
scikit-multilearn (🥈25 · ⭐ 740 · 💀) - A scikit-learn based module for multi-label et. al... BSD-2
skope-rules (🥉21 · ⭐ 460 · 💀) - machine learning with logical rules in Python. ❗️BSD-1-Clause
celer (🥉19 · ⭐ 140) - Fast solver for L1-type problems: Lasso, sparse Logisitic regression,.. BSD-3
skggm (🥉17 · ⭐ 200) - Scikit-learn compatible estimation of general graphical models. MIT
dabl (🥉17 · ⭐ 110 · 💤) - Data Analysis Baseline Library. BSD-3

Pytorch Utilities

Libraries that extend Pytorch with additional capabilities.

PML (🥇33 · ⭐ 4.4K) - The easiest way to use deep metric learning in your application. Modular,.. MIT

GitHub (👨‍💻 24 · 🔀 540 · 📦 260 · 📋 350 - 13% open · ⏱️ 30.03.2022):
```
 git clone https://github.com/KevinMusgrave/pytorch-metric-learning
```
PyPi (📥 1.7M / month · 📦 9 · ⏱️ 02.04.2022):
```
 pip install pytorch-metric-learning
```

Conda (📥 6.8K · ⏱️ 30.03.2022):

 conda install -c metric-learning pytorch-metric-learning

accelerate (🥇32 · ⭐ 2.5K) - A simple way to train and use PyTorch models with multi-.. Apache-2

GitHub (👨‍💻 44 · 🔀 170 · 📦 510 · 📋 220 - 35% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/huggingface/accelerate
```
PyPi (📥 1.8M / month · 📦 13 · ⏱️ 12.05.2022):
```
 pip install accelerate
```

Conda (📥 1.9K · ⏱️ 16.05.2022):

 conda install -c conda-forge accelerate

lightning-flash (🥇29 · ⭐ 1.5K) - Your PyTorch AI Factory - Flash enables you to easily.. Apache-2

GitHub (👨‍💻 69 · 🔀 170 · 📦 74 · 📋 460 - 6% open · ⏱️ 11.05.2022):
```
 git clone https://github.com/PyTorchLightning/lightning-flash
```
PyPi (📥 6K / month · 📦 3 · ⏱️ 11.05.2022):
```
 pip install lightning-flash
```

Conda (📥 1.5K · ⏱️ 12.05.2022):

 conda install -c conda-forge lightning-flash

pytorch-summary (🥈28 · ⭐ 3.5K · 💤) - Model summary in PyTorch similar to `model.summary()`.. MIT

GitHub (👨‍💻 11 · 🔀 390 · 📦 5K · 📋 160 - 74% open · ⏱️ 10.05.2021):
```
 git clone https://github.com/sksq96/pytorch-summary
```
PyPi (📥 100K / month · 📦 71 · ⏱️ 26.09.2018):
```
 pip install torchsummary
```

pytorch-optimizer (🥈27 · ⭐ 2.4K) - torch-optimizer -- collection of optimizers for.. Apache-2

GitHub (👨‍💻 25 · 🔀 230 · 📦 590 · 📋 45 - 35% open · ⏱️ 11.11.2021):
```
 git clone https://github.com/jettify/pytorch-optimizer
```
PyPi (📥 59K / month · 📦 23 · ⏱️ 31.10.2021):
```
 pip install torch_optimizer
```

Conda (📥 1.4K · ⏱️ 31.10.2021):

 conda install -c conda-forge torch-optimizer

torchdiffeq (🥈25 · ⭐ 4.1K) - Differentiable ODE solvers with full GPU support and.. MIT

GitHub (👨‍💻 20 · 🔀 730 · 📦 250 · 📋 180 - 22% open · ⏱️ 22.04.2022):
```
 git clone https://github.com/rtqichen/torchdiffeq
```
PyPi (📥 6.7K / month · 📦 20 · ⏱️ 22.04.2022):
```
 pip install torchdiffeq
```

Conda (📥 5K · ⏱️ 03.06.2021):

 conda install -c conda-forge torchdiffeq

TabNet (🥈24 · ⭐ 1.7K) - PyTorch implementation of TabNet paper :.. MIT

GitHub (👨‍💻 19 · 🔀 340 · 📋 240 - 15% open · ⏱️ 23.03.2022):
```
 git clone https://github.com/dreamquark-ai/tabnet
```
PyPi (📥 19K / month · 📦 7 · ⏱️ 02.02.2021):
```
 pip install pytorch-tabnet
```

Conda (📥 450 · ⏱️ 30.12.2021):

 conda install -c conda-forge pytorch-tabnet

Pytorch Toolbelt (🥈24 · ⭐ 1.2K) - PyTorch extensions for fast R&D prototyping and Kaggle.. MIT

GitHub (👨‍💻 7 · 🔀 94 · 📋 28 - 21% open · ⏱️ 10.05.2022):
```
 git clone https://github.com/BloodAxe/pytorch-toolbelt
```
PyPi (📥 9.2K / month · 📦 6 · ⏱️ 10.03.2022):
```
 pip install pytorch_toolbelt
```

torch-scatter (🥈24 · ⭐ 980) - PyTorch Extension Library of Optimized Scatter Operations. MIT

GitHub (👨‍💻 19 · 🔀 110 · 📋 260 - 8% open · ⏱️ 25.03.2022):
```
 git clone https://github.com/rusty1s/pytorch_scatter
```
PyPi (📥 30K / month · 📦 43 · ⏱️ 22.10.2021):
```
 pip install torch-scatter
```

Conda (📥 75K · ⏱️ 21.03.2022):

 conda install -c conda-forge pytorch_scatter

PyTorch Sparse (🥈24 · ⭐ 630) - PyTorch Extension Library of Optimized Autograd Sparse.. MIT

GitHub (👨‍💻 25 · 🔀 87 · 📋 180 - 17% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/rusty1s/pytorch_sparse
```
PyPi (📥 24K / month · 📦 37 · ⏱️ 11.03.2022):
```
 pip install torch-sparse
```

Conda (📥 86K · ⏱️ 17.05.2022):

 conda install -c conda-forge pytorch_sparse

SRU (🥈23 · ⭐ 2K · 💤) - Training RNNs as Fast as CNNs (https://arxiv.org/abs/1709.02755). MIT

GitHub (👨‍💻 21 · 🔀 300 · 📦 18 · 📋 120 - 46% open · ⏱️ 19.05.2021):
```
 git clone https://github.com/asappresearch/sru
```
PyPi (📥 1.5K / month · 📦 3 · ⏱️ 17.06.2021):
```
 pip install sru
```

Torchmeta (🥈23 · ⭐ 1.6K · 💤) - A collection of extensions and data-loaders for few-shot.. MIT

GitHub (👨‍💻 12 · 🔀 210 · 📦 89 · 📋 140 - 34% open · ⏱️ 20.09.2021):
```
 git clone https://github.com/tristandeleu/pytorch-meta
```
PyPi (📥 2.3K / month · ⏱️ 20.09.2021):
```
 pip install torchmeta
```

EfficientNets (🥈23 · ⭐ 1.5K · 💤) - Pretrained EfficientNet, EfficientNet-Lite, MixNet,.. Apache-2

GitHub (👨‍💻 5 · 🔀 190 · 📦 100 · 📋 53 - 3% open · ⏱️ 08.07.2021):
```
 git clone https://github.com/rwightman/gen-efficientnet-pytorch
```
PyPi (📥 12K / month · 📦 1 · ⏱️ 08.07.2021):
```
 pip install geffnet
```

Higher (🥈23 · ⭐ 1.4K · 💤) - higher is a pytorch library allowing users to obtain higher.. Apache-2

GitHub (👨‍💻 9 · 🔀 98 · 📦 140 · 📋 99 - 49% open · ⏱️ 26.10.2021):
```
 git clone https://github.com/facebookresearch/higher
```
PyPi (📥 17K / month · 📦 2 · ⏱️ 14.07.2020):
```
 pip install higher
```

Performer Pytorch (🥉21 · ⭐ 830) - An implementation of Performer, a linear attention-based.. MIT

GitHub (👨‍💻 6 · 🔀 110 · 📦 46 · 📋 76 - 43% open · ⏱️ 02.02.2022):
```
 git clone https://github.com/lucidrains/performer-pytorch
```
PyPi (📥 11K / month · 📦 4 · ⏱️ 02.02.2022):
```
 pip install performer-pytorch
```

reformer-pytorch (🥉20 · ⭐ 1.7K) - Reformer, the efficient Transformer, in Pytorch. MIT

GitHub (👨‍💻 10 · 🔀 230 · 📋 120 - 11% open · ⏱️ 06.11.2021):
```
 git clone https://github.com/lucidrains/reformer-pytorch
```
PyPi (📥 3.7K / month · ⏱️ 06.11.2021):
```
 pip install reformer-pytorch
```

torchsde (🥉20 · ⭐ 970 · 💤) - Differentiable SDE solvers with GPU support and efficient.. Apache-2

GitHub (👨‍💻 5 · 🔀 100 · 📦 15 · 📋 48 - 14% open · ⏱️ 26.07.2021):
```
 git clone https://github.com/google-research/torchsde
```
PyPi (📥 900 / month · ⏱️ 20.07.2021):
```
 pip install torchsde
```
Conda (📥 9.1K · ⏱️ 12.07.2021):
```
 conda install -c conda-forge torchsde
```

Torch-Struct (🥉19 · ⭐ 1K) - Fast, general, and tested differentiable structured prediction.. MIT

GitHub (👨‍💻 16 · 🔀 81 · 📋 54 - 44% open · ⏱️ 30.01.2022):
```
 git clone https://github.com/harvardnlp/pytorch-struct
```
PyPi (📥 43K / month · ⏱️ 14.02.2021):
```
 pip install torch-struct
```

pytorchviz (🥉18 · ⭐ 2.2K · 💤) - A small package to create visualizations of PyTorch execution.. MIT

GitHub (👨‍💻 6 · 🔀 220 · 📦 660 · 📋 56 - 37% open · ⏱️ 15.06.2021):
```
 git clone https://github.com/szagoruyko/pytorchviz
```

Tez (🥉18 · ⭐ 1K) - Tez is a super-simple and lightweight Trainer for PyTorch. It also.. Apache-2

GitHub (👨‍💻 1 · 🔀 130 · 📦 25 · 📋 32 - 50% open · ⏱️ 10.05.2022):
```
 git clone https://github.com/abhishekkrthakur/tez
```
PyPi (📥 780 / month · 📦 2 · ⏱️ 15.04.2022):
```
 pip install tez
```

tinygrad (🥉17 · ⭐ 6K) - You like pytorch? You like micrograd? You love tinygrad!. MIT

GitHub (👨‍💻 59 · 🔀 600 · 📦 2 · 📋 110 - 19% open · ⏱️ 15.05.2022):
```
 git clone https://github.com/geohot/tinygrad
```

Tensor Sensor (🥉17 · ⭐ 640) - The goal of this library is to generate more helpful.. MIT

GitHub (👨‍💻 4 · 🔀 33 · 📦 7 · 📋 23 - 34% open · ⏱️ 07.04.2022):
```
 git clone https://github.com/parrt/tensor-sensor
```
PyPi (📥 2.7K / month · ⏱️ 11.12.2021):
```
 pip install tensor-sensor
```

Conda (📥 250 · ⏱️ 11.12.2021):

 conda install -c conda-forge tensor-sensor

madgrad (🥉16 · ⭐ 760) - MADGRAD Optimization Method. MIT

GitHub (👨‍💻 2 · 🔀 55 · 📦 25 · 📋 8 - 12% open · ⏱️ 10.03.2022):
```
 git clone https://github.com/facebookresearch/madgrad
```
PyPi (📥 7.9K / month · ⏱️ 08.03.2022):
```
 pip install madgrad
```

Pywick (🥉15 · ⭐ 370 · 💤) - High-level batteries-included neural network training library for.. MIT

GitHub (👨‍💻 4 · 🔀 38 · 📦 6 · 📋 14 - 14% open · ⏱️ 22.10.2021):
```
 git clone https://github.com/achaiah/pywick
```
PyPi (📥 22 / month · ⏱️ 22.10.2021):
```
 pip install pywick
```

Show 8 hidden projects...

pretrainedmodels (🥇32 · ⭐ 8.5K · 💀) - Pretrained ConvNets for pytorch: NASNet, ResNeXt,.. BSD-3
EfficientNet-PyTorch (🥈27 · ⭐ 7K · 💀) - A PyTorch implementation of EfficientNet and.. Apache-2
Poutyne (🥉21 · ⭐ 520) - A simplified framework and utilities for PyTorch. ❗️LGPL-3.0
AdaBound (🥉20 · ⭐ 2.9K · 💀) - An optimizer that trains as fast as Adam and as good as SGD. Apache-2
Antialiased CNNs (🥉20 · ⭐ 1.5K · 💤) - pip install antialiased-cnns to improve stability and.. ❗️CC BY-NC-SA 4.0
Lambda Networks (🥉17 · ⭐ 1.5K · 💀) - Implementation of LambdaNetworks, a new approach to.. MIT
micrograd (🥉16 · ⭐ 2.1K · 💀) - A tiny scalar-valued autograd engine and a neural net library.. MIT
TorchDrift (🥉13 · ⭐ 210 · 💤) - Drift Detection for your PyTorch Models. Apache-2

Database Clients

Libraries for connecting to, operating, and querying databases.

🔗 best-of-python - DB Clients ( ⭐ 2.2K) - Collection of database clients for python.

Others

scipy (🥇49 · ⭐ 9.6K) - Ecosystem of open-source software for mathematics, science, and engineering. BSD-3

GitHub (👨‍💻 1.3K · 🔀 4.2K · 📥 350K · 📦 510K · 📋 8.5K - 20% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/scipy/scipy
```
PyPi (📥 44M / month · 📦 58K · ⏱️ 18.05.2022):
```
 pip install scipy
```
Conda (📥 23M · ⏱️ 09.02.2022):
```
 conda install -c conda-forge scipy
```

SymPy (🥇44 · ⭐ 9.2K) - A computer algebra system written in pure Python. BSD-3

GitHub (👨‍💻 1.1K · 🔀 3.7K · 📥 450K · 📦 42K · 📋 12K - 35% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/sympy/sympy
```
PyPi (📥 1.7M / month · 📦 4.1K · ⏱️ 20.03.2022):
```
 pip install sympy
```
Conda (📥 2M · ⏱️ 20.03.2022):
```
 conda install -c conda-forge sympy
```

Streamlit (🥇38 · ⭐ 19K) - Streamlit The fastest way to build data apps in Python. Apache-2

GitHub (👨‍💻 140 · 🔀 1.7K · 📦 290 · 📋 2.4K - 24% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/streamlit/streamlit
```
PyPi (📥 1M / month · 📦 370 · ⏱️ 04.05.2022):
```
 pip install streamlit
```

PyOD (🥇36 · ⭐ 5.7K) - A Comprehensive and Scalable Python Library for Outlier Detection (Anomaly.. BSD-2

GitHub (👨‍💻 39 · 🔀 1.1K · 📦 1.3K · 📋 260 - 50% open · ⏱️ 13.05.2022):
```
 git clone https://github.com/yzhao062/pyod
```
PyPi (📥 510K / month · 📦 32 · ⏱️ 13.05.2022):
```
 pip install pyod
```
Conda (📥 21K · ⏱️ 13.05.2022):
```
 conda install -c conda-forge pyod
```

PaddleHub (🥇33 · ⭐ 8K) - Awesome pre-trained models toolkit based on PaddlePaddle.(300+.. Apache-2

GitHub (👨‍💻 61 · 🔀 1.6K · 📥 570 · 📦 780 · 📋 1.1K - 39% open · ⏱️ 15.04.2022):
```
 git clone https://github.com/PaddlePaddle/PaddleHub
```
PyPi (📥 14K / month · 📦 5 · ⏱️ 28.12.2021):
```
 pip install paddlehub
```

Gradio (🥇33 · ⭐ 7K · 📉) - Wrap UIs around any model, share with anyone. Apache-2

GitHub (👨‍💻 72 · 🔀 440 · 📦 790 · 📋 660 - 17% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/gradio-app/gradio
```
PyPi (📥 260K / month · 📦 18 · ⏱️ 17.05.2022):
```
 pip install gradio
```

Datasette (🥇33 · ⭐ 6.1K) - An open source multi-tool for exploring and publishing data. Apache-2

GitHub (👨‍💻 63 · 🔀 410 · 📥 39 · 📦 660 · 📋 1.3K - 26% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/simonw/datasette
```
PyPi (📥 260K / month · 📦 160 · ⏱️ 02.05.2022):
```
 pip install datasette
```

Conda (📥 3.9K · ⏱️ 24.03.2022):

 conda install -c conda-forge datasette

DeepChem (🥇33 · ⭐ 3.6K) - Democratizing Deep-Learning for Drug Discovery, Quantum Chemistry,.. MIT

GitHub (👨‍💻 190 · 🔀 1.3K · 📦 87 · 📋 1.5K - 31% open · ⏱️ 22.04.2022):
```
 git clone https://github.com/deepchem/deepchem
```
PyPi (📥 7.1K / month · 📦 4 · ⏱️ 22.04.2022):
```
 pip install deepchem
```
Conda (📥 9.7K · ⏱️ 19.01.2022):
```
 conda install -c conda-forge deepchem
```

Autograd (🥈32 · ⭐ 5.8K) - Efficiently computes derivatives of numpy code. MIT

GitHub (👨‍💻 51 · 🔀 820 · 📦 3.4K · 📋 390 - 42% open · ⏱️ 08.04.2022):
```
 git clone https://github.com/HIPS/autograd
```
PyPi (📥 1.1M / month · 📦 280 · ⏱️ 08.04.2022):
```
 pip install autograd
```
Conda (📥 210K · ⏱️ 25.07.2019):
```
 conda install -c conda-forge autograd
```

datalad (🥈32 · ⭐ 320) - Keep code, data, containers under control with git and git-annex. MIT

GitHub (👨‍💻 47 · 🔀 90 · 📋 3.5K - 13% open · ⏱️ 11.05.2022):
```
 git clone https://github.com/datalad/datalad
```
PyPi (📥 7.9K / month · 📦 54 · ⏱️ 12.05.2022):
```
 pip install datalad
```
Conda (📥 200K · ⏱️ 12.05.2022):
```
 conda install -c conda-forge datalad
```

carla (🥈31 · ⭐ 7.8K) - Open-source simulator for autonomous driving research. MIT

GitHub (👨‍💻 140 · 🔀 2.3K · 📦 180 · 📋 3.8K - 14% open · ⏱️ 19.11.2021):
```
 git clone https://github.com/carla-simulator/carla
```
PyPi (📥 19K / month · 📦 3 · ⏱️ 17.11.2021):
```
 pip install carla
```

Pythran (🥈31 · ⭐ 1.7K) - Ahead of Time compiler for numeric kernels. BSD-3

GitHub (👨‍💻 66 · 🔀 170 · 📦 140 · 📋 760 - 14% open · ⏱️ 17.05.2022):
```
 git clone https://github.com/serge-sans-paille/pythran
```
PyPi (📥 310K / month · 📦 14 · ⏱️ 14.12.2021):
```
 pip install pythran
```
Conda (📥 230K · ⏱️ 10.04.2022):
```
 conda install -c conda-forge pythran
```

pyopencl (🥈31 · ⭐ 890) - OpenCL integration for Python, plus shiny features. MIT

GitHub (👨‍💻 91 · 🔀 220 · 📦 730 · 📋 310 - 22% open · ⏱️ 17.05.2022):
```
 git clone https://github.com/inducer/pyopencl
```
PyPi (📥 30K / month · 📦 190 · ⏱️ 17.05.2022):
```
 pip install pyopencl
```
Conda (📥 600K · ⏱️ 18.05.2022):
```
 conda install -c conda-forge pyopencl
```

hdbscan (🥈30 · ⭐ 2.2K) - A high performance implementation of HDBSCAN clustering. BSD-3

GitHub (👨‍💻 78 · 🔀 400 · 📦 1.4K · 📋 420 - 63% open · ⏱️ 02.05.2022):
```
 git clone https://github.com/scikit-learn-contrib/hdbscan
```
PyPi (📥 400K / month · 📦 150 · ⏱️ 08.02.2022):
```
 pip install hdbscan
```
Conda (📥 1.1M · ⏱️ 11.02.2022):
```
 conda install -c conda-forge hdbscan
```

PennyLane (🥈30 · ⭐ 1.4K) - PennyLane is a cross-platform Python library for differentiable.. Apache-2

GitHub (👨‍💻 97 · 🔀 360 · 📥 60 · 📋 700 - 25% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/PennyLaneAI/PennyLane
```
PyPi (📥 13K / month · 📦 32 · ⏱️ 09.05.2022):
```
 pip install pennylane
```

Conda (📥 990 · ⏱️ 01.05.2022):

 conda install -c conda-forge pennylane

tensorly (🥈30 · ⭐ 1.2K) - TensorLy: Tensor Learning in Python. BSD-2

GitHub (👨‍💻 52 · 🔀 240 · 📦 250 · 📋 190 - 25% open · ⏱️ 06.05.2022):
```
 git clone https://github.com/tensorly/tensorly
```
PyPi (📥 4.9K / month · 📦 30 · ⏱️ 08.11.2021):
```
 pip install tensorly
```
Conda (📥 240K · ⏱️ 09.12.2021):
```
 conda install -c conda-forge tensorly
```

agate (🥈30 · ⭐ 1.1K · 💤) - A Python data analysis library that is optimized for humans instead of.. MIT

GitHub (👨‍💻 49 · 🔀 140 · 📦 910 · 📋 680 - 7% open · ⏱️ 15.07.2021):
```
 git clone https://github.com/wireservice/agate
```
PyPi (📥 2.8M / month · 📦 130 · ⏱️ 15.07.2021):
```
 pip install agate
```
Conda (📥 82K · ⏱️ 16.07.2021):
```
 conda install -c conda-forge agate
```

kmodes (🥈30 · ⭐ 1K) - Python implementations of the k-modes and k-prototypes clustering.. MIT

GitHub (👨‍💻 21 · 🔀 370 · 📦 1.2K · 📋 140 - 10% open · ⏱️ 09.05.2022):
```
 git clone https://github.com/nicodv/kmodes
```
PyPi (📥 350K / month · 📦 26 · ⏱️ 14.04.2022):
```
 pip install kmodes
```
Conda (📥 8.6K · ⏱️ 15.04.2022):
```
 conda install -c conda-forge kmodes
```

River (🥈29 · ⭐ 3.4K) - Online machine learning in Python. BSD-3

GitHub (👨‍💻 77 · 🔀 380 · 📦 120 · 📋 370 - 4% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/online-ml/river
```
PyPi (📥 5.5K / month · 📦 12 · ⏱️ 04.02.2022):
```
 pip install river
```
Conda (📥 7.9K · ⏱️ 09.12.2021):
```
 conda install -c conda-forge river
```

causalml (🥈29 · ⭐ 3K) - Uplift modeling and causal inference with machine learning algorithms. Apache-2

GitHub (👨‍💻 40 · 🔀 480 · 📦 47 · 📋 260 - 18% open · ⏱️ 09.05.2022):
```
 git clone https://github.com/uber/causalml
```
PyPi (📥 47K / month · 📦 1 · ⏱️ 14.03.2022):
```
 pip install causalml
```

pyjanitor (🥈29 · ⭐ 920) - Clean APIs for data cleaning. Python implementation of R package Janitor. MIT

GitHub (👨‍💻 100 · 🔀 150 · 📦 170 · 📋 470 - 22% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/pyjanitor-devs/pyjanitor
```
PyPi (📥 20K / month · 📦 11 · ⏱️ 03.05.2022):
```
 pip install pyjanitor
```

Conda (📥 120K · ⏱️ 22.11.2021):

 conda install -c conda-forge pyjanitor

adapter-transformers (🥈29 · ⭐ 810) - Huggingface Transformers + Adapters =. Apache-2 huggingface

GitHub (👨‍💻 1.2K · 🔀 140 · 📦 75 · 📋 180 - 28% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/Adapter-Hub/adapter-transformers
```
PyPi (📥 43K / month · 📦 5 · ⏱️ 18.05.2022):
```
 pip install adapter-transformers
```

Mars (🥈28 · ⭐ 2.4K) - Mars is a tensor-based unified framework for large-scale data.. Apache-2

GitHub (👨‍💻 45 · 🔀 300 · 📋 1.1K - 16% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/mars-project/mars
```
PyPi (📥 19K / month · 📦 1 · ⏱️ 10.05.2022):
```
 pip install pymars
```

alibi-detect (🥈28 · ⭐ 1.3K) - Algorithms for outlier, adversarial and drift detection. Apache-2

GitHub (👨‍💻 16 · 🔀 140 · 📦 90 · 📋 240 - 32% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/SeldonIO/alibi-detect
```
PyPi (📥 30K / month · 📦 5 · ⏱️ 01.04.2022):
```
 pip install alibi-detect
```

TabPy (🥈28 · ⭐ 1.2K) - Execute Python code on the fly and display results in Tableau visualizations:. MIT

GitHub (👨‍💻 46 · 🔀 460 · 📦 89 · 📋 290 - 3% open · ⏱️ 31.03.2022):
```
 git clone https://github.com/tableau/TabPy
```
PyPi (📥 17K / month · 📦 2 · ⏱️ 20.01.2022):
```
 pip install tabpy
```

Conda (📥 2.8K · ⏱️ 02.05.2022):

 conda install -c anaconda tabpy-client

gplearn (🥈28 · ⭐ 1.1K) - Genetic Programming in Python, with a scikit-learn inspired API. BSD-3

GitHub (👨‍💻 11 · 🔀 200 · 📦 250 · 📋 190 - 17% open · ⏱️ 03.05.2022):
```
 git clone https://github.com/trevorstephens/gplearn
```
PyPi (📥 6.1K / month · 📦 10 · ⏱️ 03.05.2022):
```
 pip install gplearn
```
Conda (📥 2.3K · ⏱️ 04.05.2022):
```
 conda install -c conda-forge gplearn
```

Trax (🥉27 · ⭐ 6.9K) - Trax Deep Learning with Clear Code and Speed. Apache-2

GitHub (👨‍💻 78 · 🔀 700 · 📦 54 · 📋 210 - 41% open · ⏱️ 17.05.2022):
```
 git clone https://github.com/google/trax
```
PyPi (📥 3.9K / month · ⏱️ 26.10.2021):
```
 pip install trax
```

pycm (🥉27 · ⭐ 1.2K) - Multi-class confusion matrix library in Python. MIT

GitHub (👨‍💻 17 · 🔀 110 · 📦 140 · 📋 180 - 6% open · ⏱️ 27.04.2022):
```
 git clone https://github.com/sepandhaghighi/pycm
```
PyPi (📥 35K / month · 📦 13 · ⏱️ 27.04.2022):
```
 pip install pycm
```

AugLy (🥉26 · ⭐ 4.5K) - A data augmentations library for audio, image, text, and video. MIT

GitHub (👨‍💻 23 · 🔀 240 · 📦 33 · 📋 66 - 19% open · ⏱️ 15.05.2022):
```
 git clone https://github.com/facebookresearch/AugLy
```
PyPi (📥 1.6K / month · 📦 3 · ⏱️ 28.03.2022):
```
 pip install augly
```

metric-learn (🥉26 · ⭐ 1.2K) - Metric learning algorithms in Python. MIT

GitHub (👨‍💻 22 · 🔀 220 · 📦 200 · 📋 170 - 30% open · ⏱️ 11.03.2022):
```
 git clone https://github.com/scikit-learn-contrib/metric-learn
```
PyPi (📥 14K / month · 📦 11 · ⏱️ 02.07.2020):
```
 pip install metric-learn
```

Conda (📥 5.7K · ⏱️ 02.07.2020):

 conda install -c conda-forge metric-learn

avalanche (🥉26 · ⭐ 920) - Avalanche: an End-to-End Library for Continual Learning based on PyTorch. MIT

GitHub (👨‍💻 56 · 🔀 150 · 📦 9 · 📋 510 - 14% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/ContinualAI/avalanche
```
PyPi (📥 660 / month · ⏱️ 16.12.2021):
```
 pip install avalanche-lib
```

PySwarms (🥉25 · ⭐ 920 · 💤) - A research toolkit for particle swarm optimization in Python. MIT

GitHub (👨‍💻 43 · 🔀 290 · 📦 170 · 📋 210 - 7% open · ⏱️ 23.06.2021):
```
 git clone https://github.com/ljvmiranda921/pyswarms
```
PyPi (📥 24K / month · 📦 6 · ⏱️ 03.01.2021):
```
 pip install pyswarms
```

AstroML (🥉25 · ⭐ 820) - Machine learning, statistics, and data mining for astronomy and.. BSD-2

GitHub (👨‍💻 30 · 🔀 280 · 📋 150 - 40% open · ⏱️ 17.05.2022):
```
 git clone https://github.com/astroML/astroML
```
PyPi (📥 1.6K / month · 📦 33 · ⏱️ 01.03.2022):
```
 pip install astroML
```
Conda (📥 29K · ⏱️ 02.03.2022):
```
 conda install -c conda-forge astroml
```

Prince (🥉25 · ⭐ 800) - Python factor analysis library (PCA, CA, MCA, MFA, FAMD). MIT

GitHub (👨‍💻 12 · 🔀 140 · 📦 210 · 📋 110 - 35% open · ⏱️ 28.12.2021):
```
 git clone https://github.com/MaxHalford/prince
```
PyPi (📥 66K / month · 📦 5 · ⏱️ 06.10.2020):
```
 pip install prince
```

Conda (📥 9.7K · ⏱️ 30.04.2021):

 conda install -c conda-forge prince-factor-analysis

BioPandas (🥉24 · ⭐ 470) - Working with molecular structures in pandas DataFrames. BSD-3

GitHub (👨‍💻 10 · 🔀 98 · 📦 100 · 📋 43 - 39% open · ⏱️ 13.05.2022):
```
 git clone https://github.com/rasbt/biopandas
```
PyPi (📥 4.5K / month · 📦 14 · ⏱️ 13.05.2022):
```
 pip install biopandas
```

Conda (📥 110K · ⏱️ 13.05.2022):

 conda install -c conda-forge biopandas

findspark (🥉24 · ⭐ 440) - Find pyspark to make it importable. BSD-3

GitHub (👨‍💻 15 · 🔀 67 · 📦 2.5K · 📋 23 - 52% open · ⏱️ 11.02.2022):
```
 git clone https://github.com/minrk/findspark
```
PyPi (📥 2.3M / month · 📦 140 · ⏱️ 11.02.2022):
```
 pip install findspark
```

Conda (📥 640K · ⏱️ 11.02.2022):

 conda install -c conda-forge findspark

Feature Engine (🥉23 · ⭐ 860 · 💤) - Feature engineering package with sklearn like functionality. BSD-3

GitHub (👨‍💻 24 · 🔀 200 · ⏱️ 06.08.2021):

 git clone https://github.com/solegalli/feature_engine

PyPi (📥 73K / month · 📦 66 · ⏱️ 05.05.2022):
```
 pip install feature_engine
```

Conda (📥 8.8K · ⏱️ 05.05.2022):

 conda install -c conda-forge feature_engine

StreamAlert (🥉21 · ⭐ 2.7K) - StreamAlert is a serverless, realtime data analysis framework.. Apache-2

GitHub (👨‍💻 33 · 🔀 320 · 📋 340 - 24% open · ⏱️ 04.11.2021):
```
 git clone https://github.com/airbnb/streamalert
```

opyrator (🥉20 · ⭐ 2.6K · 💤) - Turns your machine learning code into microservices with web API,.. MIT

GitHub (👨‍💻 4 · 🔀 120 · 📦 35 · 📋 26 - 7% open · ⏱️ 06.05.2021):
```
 git clone https://github.com/ml-tooling/opyrator
```
PyPi (📥 740 / month · ⏱️ 04.05.2021):
```
 pip install opyrator
```
Conda (📥 100 · ⏱️ 08.01.2022):
```
 conda install -c conda-forge opyrator
```

impyute (🥉20 · ⭐ 320) - Data imputations library to preprocess datasets with missing data. MIT

GitHub (👨‍💻 11 · 🔀 44 · 📦 140 · 📋 64 - 42% open · ⏱️ 06.11.2021):
```
 git clone https://github.com/eltonlaw/impyute
```
PyPi (📥 6K / month · 📦 3 · ⏱️ 29.04.2019):
```
 pip install impyute
```

SUOD (🥉19 · ⭐ 320) - (MLSys 21) An Acceleration System for Large-scare Unsupervised Heterogeneous.. BSD-2

GitHub (👨‍💻 1 · 🔀 41 · 📦 420 · 📋 9 - 66% open · ⏱️ 11.04.2022):
```
 git clone https://github.com/yzhao062/SUOD
```
PyPi (📥 26K / month · ⏱️ 01.10.2021):
```
 pip install suod
```

pykale (🥉18 · ⭐ 340) - Knowledge-Aware machine LEarning (KALE): accessible machine learning.. MIT

GitHub (👨‍💻 17 · 🔀 45 · 📋 98 - 14% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/pykale/pykale
```
PyPi (📥 68 / month · ⏱️ 12.04.2022):
```
 pip install pykale
```

apricot (🥉17 · ⭐ 420) - apricot implements submodular optimization for the purpose of selecting.. MIT

GitHub (👨‍💻 4 · 🔀 40 · 📥 10 · 📦 25 · 📋 24 - 25% open · ⏱️ 18.11.2021):
```
 git clone https://github.com/jmschrei/apricot
```
PyPi (📥 390 / month · 📦 3 · ⏱️ 28.09.2020):
```
 pip install apricot-select
```

KD-Lib (🥉17 · ⭐ 380) - A Pytorch Knowledge Distillation library for benchmarking and.. MIT

GitHub (👨‍💻 6 · 🔀 34 · 📋 59 - 22% open · ⏱️ 18.05.2022):
```
 git clone https://github.com/SforAiDl/KD_Lib
```
PyPi (📥 100 / month · ⏱️ 18.05.2022):
```
 pip install KD-Lib
```

Show 17 hidden projects...

Cython BLIS (🥈30 · ⭐ 190) - Fast matrix-multiplication as a self-contained Python library no.. BSD-3
pysc2 (🥈28 · ⭐ 7.5K · 💀) - StarCraft II Learning Environment. Apache-2
minisom (🥉27 · ⭐ 1.1K) - MiniSom is a minimalistic implementation of the Self Organizing.. ❗️CC-BY-3.0
pyclustering (🥉27 · ⭐ 960 · 💀) - pyclustring is a Python, C++ data mining library. BSD-3
cleanlab (🥉26 · ⭐ 3.4K) - The standard data-centric AI package for data quality and machine.. ❗️AGPL-3.0
modAL (🥉24 · ⭐ 1.7K · 💀) - A modular active learning framework for Python. MIT
MONAILabel (🥉23 · ⭐ 240) - MONAI Label is an intelligent open source image labeling and.. Apache-2
vecstack (🥉22 · ⭐ 660 · 💀) - Python package for stacking (machine learning technique). MIT
mlens (🥉21 · ⭐ 730 · 💀) - ML-Ensemble high performance ensemble learning. MIT
scikit-rebate (🥉19 · ⭐ 360 · 💀) - A scikit-learn-compatible Python implementation of.. MIT
baikal (🥉18 · ⭐ 590 · 💀) - A graph-based functional API for building complex scikit-learn.. BSD-3
rrcf (🥉18 · ⭐ 380 · 💀) - Implementation of the Robust Random Cut Forest algorithm for anomaly.. MIT
pandas-ml (🥉18 · ⭐ 290 · 💀) - pandas, scikit-learn, xgboost and seaborn integration. BSD-3
NeuralCompression (🥉14 · ⭐ 250) - A collection of tools for neural compression enthusiasts. MIT
traingenerator (🥉13 · ⭐ 1.2K · 💀) - A web app to generate template code for machine learning. MIT
nylon (🥉12 · ⭐ 77 · 💤) - An intelligent, flexible grammar of machine learning. MIT
dstack (🥉11 · ⭐ 38 · 🐣) - dstack: the modern CI/CD made for training models. ❗️GPL-3.0

Related Resources

Papers With Code: Discover ML papers, code, and evaluation tables.
Sotabench: Discover & compare open-source ML models.
Google Dataset Search: Dataset search engine by Google.
Dataset List: List of the biggest ML datasets from across the web.
Awesome Public Datasets: A topic-centric list of open datasets.
Best-of lists: Discover other best-of lists with awesome open-source projects on all kinds of topics.
best-of-python-dev: A ranked list of awesome python developer tools and libraries.
best-of-web-python: A ranked list of awesome python libraries for web development.

Contribution

Contributions are encouraged and always welcome! If you like to add or update projects, choose one of the following ways:

Open an issue by selecting one of the provided categories from the issue page and fill in the requested information.
Modify the projects.yaml with your additions or changes, and submit a pull request. This can also be done directly via the Github UI.

If you like to contribute to or share suggestions regarding the project metadata collection or markdown generation, please refer to the best-of-generator repository. If you like to create your own best-of list, we recommend to follow this guide.

For more information on how to add or update projects, please read the [contributio

mishrole/best-of-ml-python

Best-of Machine Learning with Python

Contents

Explanation

Machine Learning Frameworks

Data Visualization

Text Data & NLP

Image Data

Graph Data

Audio Data

Geospatial Data

Financial Data

Time Series Data

Medical Data

Tabular Data

Optical Character Recognition

Data Containers & Structures

Data Loading & Extraction

Web Scraping & Crawling

Data Pipelines & Streaming

Distributed Machine Learning

Hyperparameter Optimization & AutoML

Reinforcement Learning

Recommender Systems

Privacy Machine Learning

Workflow & Experiment Tracking

Model Serialization & Deployment

Model Interpretability

Vector Similarity Search (ANN)

Probabilistics & Statistics

Adversarial Robustness

GPU Utilities

Tensorflow Utilities

Jax Utilities

Sklearn Utilities

Pytorch Utilities

Database Clients

Others

Related Resources

Contribution