Best-of Machine Learning with Python

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

This curated list contains 910 awesome open-source projects with a total of 3.5M 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!

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Machine Learning Frameworks 58 projects
Data Visualization 54 projects
Text Data & NLP 100 projects
Image Data 64 projects
Graph Data 36 projects
Audio Data 29 projects
Geospatial Data 22 projects
Financial Data 25 projects
Time Series Data 28 projects
Medical Data 20 projects
Tabular Data 5 projects
Optical Character Recognition 12 projects
Data Containers & Structures 1 projects
Data Loading & Extraction 1 projects
Web Scraping & Crawling 1 projects
Data Pipelines & Streaming 1 projects
Distributed Machine Learning 36 projects
Hyperparameter Optimization & AutoML 52 projects
Reinforcement Learning 23 projects
Recommender Systems 17 projects
Privacy Machine Learning 7 projects
Workflow & Experiment Tracking 39 projects
Model Serialization & Deployment 20 projects
Model Interpretability 54 projects
Vector Similarity Search (ANN) 12 projects
Probabilistics & Statistics 23 projects
Adversarial Robustness 9 projects
GPU & Accelerator Utilities 20 projects
Tensorflow Utilities 16 projects
Jax Utilities 3 projects
Sklearn Utilities 19 projects
Pytorch Utilities 32 projects
Database Clients 1 projects
Others 65 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 (👨‍💻 4.2K · 🔀 87K · 📦 230K · 📋 36K - 6% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/tensorflow/tensorflow
```
PyPi (📥 15M / month · 📦 14K · ⏱️ 18.11.2022):
```
 pip install tensorflow
```

Conda (📥 3.8M · ⏱️ 25.09.2022):

 conda install -c conda-forge tensorflow

Docker Hub (📥 70M · ⭐ 2.1K · ⏱️ 01.12.2022):
```
 docker pull tensorflow/tensorflow
```

scikit-learn (🥇52 · ⭐ 52K) - scikit-learn: machine learning in Python. BSD-3

GitHub (👨‍💻 2.8K · 🔀 24K · 📥 830 · 📦 420K · 📋 10K - 20% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/scikit-learn/scikit-learn
```
PyPi (📥 34M / month · 📦 26K · ⏱️ 05.08.2022):
```
 pip install scikit-learn
```

Conda (📥 17M · ⏱️ 29.11.2022):

 conda install -c conda-forge scikit-learn

PyTorch (🥇50 · ⭐ 61K) - Tensors and Dynamic neural networks in Python with strong GPU.. BSD-3

GitHub (👨‍💻 3.7K · 🔀 17K · 📥 8.4K · 📋 30K - 34% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/pytorch/pytorch
```
PyPi (📥 8.7M / month · 📦 7.6K · ⏱️ 28.06.2022):
```
 pip install torch
```
Conda (📥 21M · ⏱️ 26.10.2022):
```
 conda install -c pytorch pytorch
```

Keras (🥇45 · ⭐ 57K) - Deep Learning for humans. Apache-2

GitHub (👨‍💻 1.1K · 🔀 19K · 📋 12K - 2% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/keras-team/keras
```
PyPi (📥 9.6M / month · 📦 330 · ⏱️ 13.05.2022):
```
 pip install keras
```
Conda (📥 2.7M · ⏱️ 21.11.2022):
```
 conda install -c conda-forge keras
```

PySpark (🥇44 · ⭐ 34K · 📈) - Apache Spark Python API. Apache-2

GitHub (👨‍💻 2.8K · 🔀 26K · ⏱️ 01.12.2022):
```
 git clone https://github.com/apache/spark
```
PyPi (📥 27M / month · 📦 840 · ⏱️ 15.06.2022):
```
 pip install pyspark
```
Conda (📥 2.2M · ⏱️ 25.10.2022):
```
 conda install -c conda-forge pyspark
```

XGBoost (🥇44 · ⭐ 24K) - Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT or.. Apache-2

GitHub (👨‍💻 580 · 🔀 8.5K · 📥 5.5K · 📦 40K · 📋 4.7K - 7% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/dmlc/xgboost
```
PyPi (📥 8.6M / month · 📦 1.4K · ⏱️ 09.05.2022):
```
 pip install xgboost
```
Conda (📥 3.4M · ⏱️ 07.11.2022):
```
 conda install -c conda-forge xgboost
```

jax (🥇44 · ⭐ 21K) - Composable transformations of Python+NumPy programs: differentiate,.. Apache-2

GitHub (👨‍💻 480 · 🔀 2K · 📦 6.2K · 📋 4K - 30% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/google/jax
```
PyPi (📥 640K / month · 📦 320 · ⏱️ 28.06.2022):
```
 pip install jax
```
Conda (📥 540K · ⏱️ 16.11.2022):
```
 conda install -c conda-forge jaxlib
```

StatsModels (🥇44 · ⭐ 8K) - Statsmodels: statistical modeling and econometrics in Python. BSD-3

GitHub (👨‍💻 400 · 🔀 2.6K · 📥 26 · 📦 74K · 📋 5K - 48% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/statsmodels/statsmodels
```
PyPi (📥 9.5M / month · 📦 4.7K · ⏱️ 08.02.2022):
```
 pip install statsmodels
```

Conda (📥 8M · ⏱️ 04.11.2022):

 conda install -c conda-forge statsmodels

LightGBM (🥈43 · ⭐ 14K · 📈) - A fast, distributed, high performance gradient boosting (GBT, GBDT,.. MIT

GitHub (👨‍💻 280 · 🔀 3.6K · 📥 170K · 📦 17K · 📋 2.9K - 8% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/microsoft/LightGBM
```
PyPi (📥 6.6M / month · 📦 640 · ⏱️ 07.01.2022):
```
 pip install lightgbm
```
Conda (📥 1.4M · ⏱️ 28.10.2022):
```
 conda install -c conda-forge lightgbm
```

PaddlePaddle (🥈42 · ⭐ 19K) - PArallel Distributed Deep LEarning: Machine Learning.. Apache-2

GitHub (👨‍💻 880 · 🔀 4.8K · 📥 15K · 📦 170 · 📋 17K - 18% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/PaddlePaddle/Paddle
```
PyPi (📥 95K / month · 📦 50 · ⏱️ 05.07.2022):
```
 pip install paddlepaddle
```

Fastai (🥈40 · ⭐ 23K) - The fastai deep learning library. Apache-2

GitHub (👨‍💻 650 · 🔀 7.3K · 📦 12K · 📋 1.7K - 7% open · ⏱️ 02.11.2022):
```
 git clone https://github.com/fastai/fastai
```
PyPi (📥 350K / month · 📦 300 · ⏱️ 04.07.2022):
```
 pip install fastai
```

pytorch-lightning (🥈40 · ⭐ 21K) - Build and train PyTorch models and connect them to.. Apache-2

GitHub (👨‍💻 800 · 🔀 2.7K · 📥 9.5K · 📦 120 · 📋 5.7K - 11% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/Lightning-AI/lightning
```
PyPi (📥 3M / month · 📦 400 · ⏱️ 01.06.2022):
```
 pip install pytorch-lightning
```

Conda (📥 620K · ⏱️ 23.09.2022):

 conda install -c conda-forge pytorch-lightning

Catboost (🥈40 · ⭐ 6.8K) - A fast, scalable, high performance Gradient Boosting on Decision.. Apache-2

GitHub (👨‍💻 1K · 🔀 1.1K · 📥 100K · 📋 1.9K - 23% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/catboost/catboost
```
PyPi (📥 2.5M / month · 📦 240 · ⏱️ 19.05.2022):
```
 pip install catboost
```
Conda (📥 1.2M · ⏱️ 01.11.2022):
```
 conda install -c conda-forge catboost
```

Jina (🥈39 · ⭐ 17K) - The most advanced MLOps platform for multimodal AI on the cloud Neural.. Apache-2

GitHub (👨‍💻 160 · 🔀 2K · 📦 400 · 📋 1.7K - 1% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/jina-ai/jina
```
PyPi (📥 71K / month · 📦 2 · ⏱️ 06.07.2022):
```
 pip install jina
```

Conda (📥 32K · ⏱️ 16.08.2022):

 conda install -c conda-forge jina-core

Docker Hub (📥 1.2M · ⭐ 7 · ⏱️ 30.11.2022):
```
 docker pull jinaai/jina
```

PyFlink (🥈37 · ⭐ 20K) - Apache Flink Python API. Apache-2

GitHub (👨‍💻 1.7K · 🔀 11K · ⏱️ 01.12.2022):
```
 git clone https://github.com/apache/flink
```
PyPi (📥 64K / month · 📦 16 · ⏱️ 05.07.2022):
```
 pip install apache-flink
```

MXNet (🥈37 · ⭐ 20K) - Lightweight, Portable, Flexible Distributed/Mobile Deep Learning.. Apache-2

GitHub (👨‍💻 980 · 🔀 6.9K · 📥 26K · 📋 9.5K - 18% open · ⏱️ 26.09.2022):
```
 git clone https://github.com/apache/incubator-mxnet
```
PyPi (📥 400K / month · 📦 280 · ⏱️ 17.05.2022):
```
 pip install mxnet
```
Conda (📥 8.6K · 📦 5 · ⏱️ 24.10.2022):
```
 conda install -c anaconda mxnet
```

Flax (🥈36 · ⭐ 3.8K) - Flax is a neural network library for JAX that is designed for.. Apache-2

GitHub (👨‍💻 180 · 🔀 430 · 📥 42 · 📦 1.7K · 📋 640 - 18% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/google/flax
```
PyPi (📥 240K / month · 📦 75 · ⏱️ 21.06.2022):
```
 pip install flax
```
Conda (📥 15K · ⏱️ 04.10.2022):
```
 conda install -c conda-forge flax
```

Thinc (🥈36 · ⭐ 2.6K) - A refreshing functional take on deep learning, compatible with your favorite.. MIT

GitHub (👨‍💻 56 · 🔀 260 · 📦 25K · 📋 140 - 18% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/explosion/thinc
```
PyPi (📥 4M / month · 📦 620 · ⏱️ 22.06.2022):
```
 pip install thinc
```
Conda (📥 2.3M · ⏱️ 15.11.2022):
```
 conda install -c conda-forge thinc
```

Vowpal Wabbit (🥈35 · ⭐ 8.1K) - Vowpal Wabbit is a machine learning system which pushes the.. BSD-3

GitHub (👨‍💻 320 · 🔀 1.8K · 📋 1.2K - 12% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/VowpalWabbit/vowpal_wabbit
```
PyPi (📥 110K / month · 📦 31 · ⏱️ 06.04.2022):
```
 pip install vowpalwabbit
```

Conda (📥 92K · ⏱️ 09.11.2022):

 conda install -c conda-forge vowpalwabbit

Chainer (🥈34 · ⭐ 5.7K) - A flexible framework of neural networks for deep learning. MIT

GitHub (👨‍💻 320 · 🔀 1.4K · 📦 2.8K · 📋 2K - 0% open · ⏱️ 17.10.2022):
```
 git clone https://github.com/chainer/chainer
```
PyPi (📥 19K / month · 📦 400 · ⏱️ 05.01.2022):
```
 pip install chainer
```
Conda (📥 11K · ⏱️ 21.01.2022):
```
 conda install -c conda-forge chainer
```

Ludwig (🥉33 · ⭐ 8.6K) - Data-centric declarative deep learning framework. Apache-2

GitHub (👨‍💻 130 · 🔀 1K · 📦 140 · 📋 890 - 25% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/ludwig-ai/ludwig
```
PyPi (📥 1.6K / month · 📦 9 · ⏱️ 25.06.2022):
```
 pip install ludwig
```

mlpack (🥉33 · ⭐ 4.2K) - mlpack: a fast, header-only C++ machine learning library. BSD-3

GitHub (👨‍💻 300 · 🔀 1.4K · 📋 1.5K - 2% open · ⏱️ 28.11.2022):
```
 git clone https://github.com/mlpack/mlpack
```
PyPi (📥 6.7K / month · 📦 1 · ⏱️ 28.10.2020):
```
 pip install mlpack
```
Conda (📥 120K · ⏱️ 11.11.2022):
```
 conda install -c conda-forge mlpack
```

tensorflow-upstream (🥉33 · ⭐ 620) - TensorFlow ROCm port. Apache-2

GitHub (👨‍💻 4.2K · 🔀 74 · 📥 20 · 📋 340 - 19% open · ⏱️ 29.11.2022):
```
 git clone https://github.com/ROCmSoftwarePlatform/tensorflow-upstream
```
PyPi (📥 2.9K / month · 📦 5 · ⏱️ 05.06.2022):
```
 pip install tensorflow-rocm
```

ivy (🥉32 · ⭐ 7.7K) - The Unified Machine Learning Framework. Apache-2

GitHub (👨‍💻 600 · 🔀 2.6K · 📋 3.6K - 15% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/unifyai/ivy
```
PyPi (📥 230 / month · 📦 6 · ⏱️ 01.06.2022):
```
 pip install ivy-core
```

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

GitHub (👨‍💻 58 · 🔀 1.8K · 📥 140 · 📦 1.1K · 📋 1.4K - 0% open · ⏱️ 26.11.2022):
```
 git clone https://github.com/tensorpack/tensorpack
```
PyPi (📥 15K / month · 📦 46 · ⏱️ 22.01.2021):
```
 pip install tensorpack
```

Conda (📥 5.4K · ⏱️ 06.02.2022):

 conda install -c conda-forge tensorpack

einops (🥉32 · ⭐ 6.1K) - Deep learning operations reinvented (for pytorch, tensorflow, jax and.. MIT

GitHub (👨‍💻 22 · 🔀 260 · 📋 130 - 25% open · ⏱️ 09.11.2022):
```
 git clone https://github.com/arogozhnikov/einops
```
PyPi (📥 1.8M / month · 📦 260 · ⏱️ 04.03.2022):
```
 pip install einops
```
Conda (📥 52K · ⏱️ 04.03.2022):
```
 conda install -c conda-forge einops
```

Sonnet (🥉31 · ⭐ 9.4K) - TensorFlow-based neural network library. Apache-2

GitHub (👨‍💻 56 · 🔀 1.3K · 📦 940 · 📋 180 - 15% open · ⏱️ 02.11.2022):
```
 git clone https://github.com/deepmind/sonnet
```
PyPi (📥 19K / month · 📦 52 · ⏱️ 27.03.2020):
```
 pip install dm-sonnet
```
Conda (📥 19K · ⏱️ 14.11.2020):
```
 conda install -c conda-forge sonnet
```

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

GitHub (👨‍💻 160 · 🔀 700 · 📥 8K · 📦 230 · 📋 930 - 28% open · ⏱️ 14.08.2022):
```
 git clone https://github.com/clab/dynet
```
PyPi (📥 10K / month · 📦 28 · ⏱️ 21.10.2020):
```
 pip install dyNET
```

skorch (🥉30 · ⭐ 4.9K) - A scikit-learn compatible neural network library that wraps.. BSD-3

GitHub (👨‍💻 52 · 🔀 330 · 📦 610 · 📋 460 - 11% open · ⏱️ 29.11.2022):
```
 git clone https://github.com/skorch-dev/skorch
```
PyPi (📥 34K / month · 📦 41 · ⏱️ 31.10.2021):
```
 pip install skorch
```
Conda (📥 670K · ⏱️ 30.11.2021):
```
 conda install -c conda-forge skorch
```

Ignite (🥉30 · ⭐ 4.1K) - High-level library to help with training and evaluating neural.. BSD-3

GitHub (👨‍💻 180 · 🔀 560 · 📋 1.2K - 12% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/pytorch/ignite
```
PyPi (📥 82K / month · ⏱️ 08.11.2022):
```
 pip install pytorch-ignite
```
Conda (📥 110K · ⏱️ 05.09.2022):
```
 conda install -c pytorch ignite
```

Neural Network Libraries (🥉30 · ⭐ 2.6K) - Neural Network Libraries. Apache-2

GitHub (👨‍💻 69 · 🔀 320 · 📥 540 · 📋 92 - 40% open · ⏱️ 21.11.2022):
```
 git clone https://github.com/sony/nnabla
```
PyPi (📥 2.5K / month · 📦 51 · ⏱️ 19.06.2022):
```
 pip install nnabla
```

Haiku (🥉30 · ⭐ 2.3K) - JAX-based neural network library. Apache-2

GitHub (👨‍💻 68 · 🔀 190 · 📦 640 · 📋 240 - 38% open · ⏱️ 22.11.2022):
```
 git clone https://github.com/deepmind/dm-haiku
```
PyPi (📥 120K / month · 📦 42 · ⏱️ 04.07.2022):
```
 pip install dm-haiku
```
Conda (📥 7K · ⏱️ 21.09.2022):
```
 conda install -c conda-forge dm-haiku
```

CNTK (🥉29 · ⭐ 17K) - Microsoft Cognitive Toolkit (CNTK), an open source deep-learning toolkit. MIT

GitHub (👨‍💻 270 · 🔀 4.4K · 📥 14K · 📋 3.4K - 24% open · ⏱️ 23.09.2022):
```
 git clone https://github.com/microsoft/CNTK
```
PyPi (📥 890 / month · 📦 18 · ⏱️ 09.12.2020):
```
 pip install cntk
```

ktrain (🥉29 · ⭐ 1.1K) - ktrain is a Python library that makes deep learning and AI more.. Apache-2

GitHub (👨‍💻 15 · 🔀 260 · 📦 350 · 📋 430 - 0% open · ⏱️ 08.11.2022):
```
 git clone https://github.com/amaiya/ktrain
```
PyPi (📥 20K / month · 📦 3 · ⏱️ 20.05.2022):
```
 pip install ktrain
```

Neural Tangents (🥉27 · ⭐ 1.9K) - Fast and Easy Infinite Neural Networks in Python. Apache-2

GitHub (👨‍💻 23 · 🔀 210 · 📥 260 · 📦 54 · 📋 130 - 38% open · ⏱️ 29.11.2022):
```
 git clone https://github.com/google/neural-tangents
```
PyPi (📥 4.8K / month · 📦 1 · ⏱️ 23.02.2022):
```
 pip install neural-tangents
```

Towhee (🥉26 · ⭐ 1.6K) - Towhee is a framework that is dedicated to making neural data.. Apache-2

GitHub (👨‍💻 29 · 🔀 180 · 📥 250 · 📋 520 - 2% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/towhee-io/towhee
```
PyPi (📥 740 / month · ⏱️ 07.07.2022):
```
 pip install towhee
```

Geomstats (🥉26 · ⭐ 860) - Computations and statistics on manifolds with geometric structures. MIT

GitHub (👨‍💻 73 · 🔀 190 · 📋 470 - 37% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/geomstats/geomstats
```
PyPi (📥 690 / month · ⏱️ 22.04.2022):
```
 pip install geomstats
```

Conda (📥 830 · ⏱️ 01.06.2022):

 conda install -c conda-forge geomstats

xLearn (🥉25 · ⭐ 3K) - High performance, easy-to-use, and scalable machine learning (ML).. Apache-2

GitHub (👨‍💻 30 · 🔀 530 · 📥 3.6K · 📦 99 · 📋 310 - 62% open · ⏱️ 05.06.2022):
```
 git clone https://github.com/aksnzhy/xlearn
```
PyPi (📥 3.2K / month · 📦 12 · ⏱️ 04.12.2018):
```
 pip install xlearn
```

fklearn (🥉25 · ⭐ 1.4K) - fklearn: Functional Machine Learning. Apache-2

GitHub (👨‍💻 50 · 🔀 160 · 📦 13 · 📋 59 - 61% open · ⏱️ 21.10.2022):
```
 git clone https://github.com/nubank/fklearn
```
PyPi (📥 2.1K / month · ⏱️ 30.12.2021):
```
 pip install fklearn
```

mace (🥉22 · ⭐ 4.7K · 💤) - MACE is a deep learning inference framework optimized for mobile.. Apache-2

GitHub (👨‍💻 64 · 🔀 810 · 📥 1.4K · 📋 670 - 8% open · ⏱️ 30.05.2022):
```
 git clone https://github.com/XiaoMi/mace
```

Objax (🥉22 · ⭐ 720) - Objax is a machine learning framework that provides an Object.. Apache-2

GitHub (👨‍💻 24 · 🔀 67 · 📦 25 · 📋 110 - 43% open · ⏱️ 30.08.2022):
```
 git clone https://github.com/google/objax
```
PyPi (📥 2.7K / month · 📦 3 · ⏱️ 31.01.2022):
```
 pip install objax
```

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

GitHub (👨‍💻 34 · 🔀 200 · 📥 2.5K · 📋 210 - 29% open · ⏱️ 09.04.2022):
```
 git clone https://github.com/Xtra-Computing/thundersvm
```
PyPi (📥 350 / month · ⏱️ 13.03.2020):
```
 pip install thundersvm
```

NeoML (🥉20 · ⭐ 700) - Machine learning framework for both deep learning and traditional.. Apache-2

GitHub (👨‍💻 33 · 🔀 110 · 📋 78 - 37% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/neoml-lib/neoml
```
PyPi (📥 69 / month · ⏱️ 31.05.2022):
```
 pip install neoml
```

chefboost (🥉19 · ⭐ 370 · 💤) - A Lightweight Decision Tree Framework supporting regular.. MIT

GitHub (👨‍💻 6 · 🔀 92 · 📦 29 · 📋 31 - 16% open · ⏱️ 21.05.2022):
```
 git clone https://github.com/serengil/chefboost
```
PyPi (📥 1.6K / month · ⏱️ 16.02.2022):
```
 pip install chefboost
```

elegy (🥉17 · ⭐ 420 · 💤) - A High Level API for Deep Learning in JAX. MIT

GitHub (👨‍💻 18 · 🔀 26 · 📋 100 - 35% open · ⏱️ 23.05.2022):
```
 git clone https://github.com/poets-ai/elegy
```
PyPi (📥 300 / month · ⏱️ 22.04.2022):
```
 pip install elegy
```

ThunderGBM (🥉16 · ⭐ 650) - ThunderGBM: Fast GBDTs and Random Forests on GPUs. Apache-2

GitHub (👨‍💻 10 · 🔀 84 · 📦 2 · 📋 75 - 44% open · ⏱️ 13.09.2022):
```
 git clone https://github.com/Xtra-Computing/thundergbm
```
PyPi (📥 110 / month · ⏱️ 01.05.2020):
```
 pip install thundergbm
```

Show 12 hidden projects...

dlib (🥈38 · ⭐ 12K) - A toolkit for making real world machine learning and data analysis.. ❗️BSL-1.0
Theano (🥈37 · ⭐ 9.6K · 💀) - Theano was a Python library that allows you to define, optimize, and.. BSD-3
MindsDB (🥈34 · ⭐ 12K) - In-Database Machine Learning. ❗️GPL-3.0
Turi Create (🥉33 · ⭐ 11K · 💀) - Turi Create simplifies the development of custom machine.. BSD-3
TFlearn (🥉32 · ⭐ 9.6K · 💀) - Deep learning library featuring a higher-level API for TensorFlow. MIT
NuPIC (🥉28 · ⭐ 6.3K · 💀) - Numenta Platform for Intelligent Computing is an implementation.. ❗️AGPL-3.0
Lasagne (🥉28 · ⭐ 3.8K · 💀) - Lightweight library to build and train neural networks in Theano. MIT
SHOGUN (🥉26 · ⭐ 2.9K · 💀) - Unified and efficient Machine Learning. BSD-3
NeuPy (🥉25 · ⭐ 730 · 💀) - NeuPy is a Tensorflow based python library for prototyping and building.. MIT
neon (🥉22 · ⭐ 3.9K · 💀) - Intel Nervana reference deep learning framework committed to best.. Apache-2
Torchbearer (🥉21 · ⭐ 630 · 💀) - torchbearer: A model fitting library for PyTorch. MIT
StarSpace (🥉16 · ⭐ 3.8K · 💀) - Learning embeddings for classification, retrieval and ranking. MIT

Data Visualization

General-purpose and task-specific data visualization libraries.

Matplotlib (🥇49 · ⭐ 16K) - matplotlib: plotting with Python. Python-2.0

GitHub (👨‍💻 1.4K · 🔀 6.6K · 📦 670K · 📋 9.4K - 20% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/matplotlib/matplotlib
```
PyPi (📥 32M / month · 📦 55K · ⏱️ 08.10.2022):
```
 pip install matplotlib
```

Conda (📥 15M · ⏱️ 04.11.2022):

 conda install -c conda-forge matplotlib

Bokeh (🥇43 · ⭐ 17K) - Interactive Data Visualization in the browser, from Python. BSD-3

GitHub (👨‍💻 620 · 🔀 4K · 📦 170 · 📋 7.1K - 9% open · ⏱️ 29.11.2022):
```
 git clone https://github.com/bokeh/bokeh
```
PyPi (📥 3.6M / month · 📦 3.6K · ⏱️ 05.07.2022):
```
 pip install bokeh
```
Conda (📥 9.4M · ⏱️ 15.11.2022):
```
 conda install -c conda-forge bokeh
```

Seaborn (🥇42 · ⭐ 10K) - Statistical data visualization in Python. BSD-3

GitHub (👨‍💻 180 · 🔀 1.7K · 📥 240 · 📋 2.2K - 5% open · ⏱️ 26.11.2022):
```
 git clone https://github.com/mwaskom/seaborn
```
PyPi (📥 8.4M / month · 📦 9.4K · ⏱️ 27.06.2022):
```
 pip install seaborn
```
Conda (📥 5.3M · ⏱️ 18.10.2022):
```
 conda install -c conda-forge seaborn
```

Plotly (🥇41 · ⭐ 13K) - The interactive graphing library for Python (includes Plotly Express). MIT

GitHub (👨‍💻 200 · 🔀 2.2K · 📦 13 · 📋 2.5K - 51% open · ⏱️ 27.10.2022):
```
 git clone https://github.com/plotly/plotly.py
```
PyPi (📥 8.5M / month · 📦 4.1K · ⏱️ 24.06.2022):
```
 pip install plotly
```
Conda (📥 3.4M · ⏱️ 29.10.2022):
```
 conda install -c conda-forge plotly
```
npm (📥 44K / month · 📦 4 · ⏱️ 12.01.2021):
```
 npm install plotlywidget
```

dash (🥇40 · ⭐ 18K) - Analytical Web Apps for Python, R, Julia, and Jupyter. No JavaScript Required. MIT

GitHub (👨‍💻 130 · 🔀 1.8K · 📦 38K · 📋 1.4K - 49% open · ⏱️ 07.11.2022):
```
 git clone https://github.com/plotly/dash
```
PyPi (📥 1.1M / month · 📦 1.2K · ⏱️ 13.06.2022):
```
 pip install dash
```
Conda (📥 720K · ⏱️ 03.11.2022):
```
 conda install -c conda-forge dash
```

pandas-profiling (🥇39 · ⭐ 9.9K) - Create HTML profiling reports from pandas DataFrame.. MIT

GitHub (👨‍💻 100 · 🔀 1.4K · 📦 9.8K · 📋 630 - 21% open · ⏱️ 29.11.2022):
```
 git clone https://github.com/ydataai/pandas-profiling
```
PyPi (📥 1M / month · 📦 160 · ⏱️ 27.09.2021):
```
 pip install pandas-profiling
```

Conda (📥 310K · ⏱️ 23.11.2022):

 conda install -c conda-forge pandas-profiling

Altair (🥇39 · ⭐ 7.9K) - Declarative statistical visualization library for Python. BSD-3

GitHub (👨‍💻 140 · 🔀 700 · 📦 38K · 📋 1.7K - 14% open · ⏱️ 27.11.2022):
```
 git clone https://github.com/altair-viz/altair
```
PyPi (📥 9M / month · 📦 340 · ⏱️ 29.12.2021):
```
 pip install altair
```
Conda (📥 1.5M · ⏱️ 29.12.2021):
```
 conda install -c conda-forge altair
```

PyQtGraph (🥈36 · ⭐ 3K) - Fast data visualization and GUI tools for scientific / engineering.. MIT

GitHub (👨‍💻 240 · 🔀 970 · 📋 1.1K - 29% open · ⏱️ 26.11.2022):
```
 git clone https://github.com/pyqtgraph/pyqtgraph
```
PyPi (📥 150K / month · 📦 820 · ⏱️ 04.03.2022):
```
 pip install pyqtgraph
```

Conda (📥 330K · ⏱️ 03.10.2022):

 conda install -c conda-forge pyqtgraph

pyecharts (🥈35 · ⭐ 13K) - Python Echarts Plotting Library. MIT

GitHub (👨‍💻 31 · 🔀 2.7K · 📦 2.6K · 📋 1.6K - 2% open · ⏱️ 30.08.2022):
```
 git clone https://github.com/pyecharts/pyecharts
```
PyPi (📥 75K / month · 📦 220 · ⏱️ 16.11.2021):
```
 pip install pyecharts
```

UMAP (🥈35 · ⭐ 5.9K) - Uniform Manifold Approximation and Projection. BSD-3

GitHub (👨‍💻 110 · 🔀 690 · 📦 6.8K · 📋 670 - 54% open · ⏱️ 11.11.2022):
```
 git clone https://github.com/lmcinnes/umap
```
PyPi (📥 810K / month · 📦 330 · ⏱️ 13.04.2022):
```
 pip install umap-learn
```

Conda (📥 1.5M · ⏱️ 14.04.2022):

 conda install -c conda-forge umap-learn

HoloViews (🥈35 · ⭐ 2.3K) - With Holoviews, your data visualizes itself. BSD-3

GitHub (👨‍💻 130 · 🔀 360 · 📋 2.9K - 32% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/holoviz/holoviews
```
PyPi (📥 510K / month · 📦 220 · ⏱️ 07.07.2022):
```
 pip install holoviews
```

Conda (📥 990K · ⏱️ 04.11.2022):

 conda install -c conda-forge holoviews

npm (📥 1.1K / month · ⏱️ 24.05.2020):
```
 npm install @pyviz/jupyterlab_pyviz
```

VisPy (🥈34 · ⭐ 3K) - High-performance interactive 2D/3D data visualization library. BSD-3

GitHub (👨‍💻 180 · 🔀 600 · 📦 920 · 📋 1.4K - 22% open · ⏱️ 14.11.2022):
```
 git clone https://github.com/vispy/vispy
```
PyPi (📥 50K / month · 📦 100 · ⏱️ 04.07.2022):
```
 pip install vispy
```
Conda (📥 320K · ⏱️ 14.11.2022):
```
 conda install -c conda-forge vispy
```
npm (📥 11 / month · ⏱️ 15.03.2020):
```
 npm install vispy
```

FiftyOne (🥈34 · ⭐ 2.2K) - Visualize, create, and debug image and video datasets.. Apache-2

GitHub (👨‍💻 64 · 🔀 260 · 📦 210 · 📋 1.1K - 35% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/voxel51/fiftyone
```
PyPi (📥 34K / month · 📦 2 · ⏱️ 24.06.2022):
```
 pip install fiftyone
```

Graphviz (🥈34 · ⭐ 1.3K) - Simple Python interface for Graphviz. MIT

GitHub (👨‍💻 19 · 🔀 180 · 📦 37K · 📋 150 - 4% open · ⏱️ 24.11.2022):
```
 git clone https://github.com/xflr6/graphviz
```
PyPi (📥 9.1M / month · 📦 3K · ⏱️ 16.04.2022):
```
 pip install graphviz
```

Conda (📥 32K · ⏱️ 10.08.2022):

 conda install -c anaconda python-graphviz

plotnine (🥈33 · ⭐ 3.3K) - A grammar of graphics for Python. MIT

GitHub (👨‍💻 99 · 🔀 180 · 📋 530 - 13% open · ⏱️ 29.11.2022):
```
 git clone https://github.com/has2k1/plotnine
```
PyPi (📥 400K / month · 📦 220 · ⏱️ 01.07.2022):
```
 pip install plotnine
```
Conda (📥 220K · ⏱️ 10.10.2022):
```
 conda install -c conda-forge plotnine
```

wordcloud (🥈32 · ⭐ 9.1K) - A little word cloud generator in Python. MIT

GitHub (👨‍💻 65 · 🔀 2.2K · 📋 500 - 25% open · ⏱️ 10.11.2022):
```
 git clone https://github.com/amueller/word_cloud
```
PyPi (📥 920K / month · 📦 740 · ⏱️ 27.06.2022):
```
 pip install wordcloud
```

Conda (📥 350K · ⏱️ 25.08.2022):

 conda install -c conda-forge wordcloud

datashader (🥈32 · ⭐ 2.9K) - Quickly and accurately render even the largest data. BSD-3

GitHub (👨‍💻 51 · 🔀 360 · 📦 1.6K · 📋 520 - 23% open · ⏱️ 17.11.2022):
```
 git clone https://github.com/holoviz/datashader
```
PyPi (📥 51K / month · 📦 96 · ⏱️ 21.06.2022):
```
 pip install datashader
```

Conda (📥 440K · ⏱️ 18.11.2022):

 conda install -c conda-forge datashader

PyVista (🥈32 · ⭐ 1.6K) - 3D plotting and mesh analysis through a streamlined interface for.. MIT

GitHub (👨‍💻 110 · 🔀 290 · 📥 680 · 📋 1K - 32% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/pyvista/pyvista
```
PyPi (📥 88K / month · 📦 110 · ⏱️ 30.06.2022):
```
 pip install pyvista
```
Conda (📥 260K · ⏱️ 03.11.2022):
```
 conda install -c conda-forge pyvista
```

D-Tale (🥈30 · ⭐ 3.7K) - Visualizer for pandas data structures. ❗️LGPL-2.1

GitHub (👨‍💻 29 · 🔀 310 · 📦 560 · 📋 490 - 10% open · ⏱️ 04.11.2022):
```
 git clone https://github.com/man-group/dtale
```
PyPi (📥 250K / month · 📦 12 · ⏱️ 17.06.2022):
```
 pip install dtale
```
Conda (📥 170K · ⏱️ 04.11.2022):
```
 conda install -c conda-forge dtale
```

bqplot (🥈30 · ⭐ 3.4K) - Plotting library for IPython/Jupyter notebooks. Apache-2

GitHub (👨‍💻 59 · 🔀 470 · 📦 35 · 📋 600 - 39% open · ⏱️ 29.09.2022):
```
 git clone https://github.com/bqplot/bqplot
```
PyPi (📥 130K / month · 📦 97 · ⏱️ 11.02.2022):
```
 pip install bqplot
```
Conda (📥 1.1M · ⏱️ 02.09.2022):
```
 conda install -c conda-forge bqplot
```
npm (📥 4.6K / month · 📦 11 · ⏱️ 02.09.2022):
```
 npm install bqplot
```

hvPlot (🥈30 · ⭐ 680) - A high-level plotting API for pandas, dask, xarray, and networkx built on.. BSD-3

GitHub (👨‍💻 39 · 🔀 76 · 📦 2.1K · 📋 570 - 39% open · ⏱️ 24.11.2022):
```
 git clone https://github.com/holoviz/hvplot
```
PyPi (📥 150K / month · 📦 65 · ⏱️ 23.06.2022):
```
 pip install hvplot
```
Conda (📥 270K · ⏱️ 25.11.2022):
```
 conda install -c conda-forge hvplot
```

Perspective (🥉29 · ⭐ 5K) - A data visualization and analytics component, especially.. Apache-2

GitHub (👨‍💻 72 · 🔀 550 · 📦 6 · 📋 580 - 16% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/finos/perspective
```
PyPi (📥 2K / month · 📦 9 · ⏱️ 06.06.2022):
```
 pip install perspective-python
```

Conda (📥 220K · ⏱️ 09.10.2022):

 conda install -c conda-forge perspective

npm (📥 700 / month · ⏱️ 25.11.2022):

 npm install @finos/perspective-jupyterlab

missingno (🥉29 · ⭐ 3.4K · 💤) - Missing data visualization module for Python. MIT

GitHub (👨‍💻 17 · 🔀 430 · 📦 9.3K · 📋 120 - 6% open · ⏱️ 27.02.2022):
```
 git clone https://github.com/ResidentMario/missingno
```
PyPi (📥 740K / month · 📦 120 · ⏱️ 27.02.2022):
```
 pip install missingno
```

Conda (📥 240K · ⏱️ 15.02.2020):

 conda install -c conda-forge missingno

pythreejs (🥉29 · ⭐ 840) - A Jupyter - Three.js bridge. BSD-3

GitHub (👨‍💻 30 · 🔀 180 · 📦 21 · 📋 220 - 25% open · ⏱️ 25.08.2022):
```
 git clone https://github.com/jupyter-widgets/pythreejs
```
PyPi (📥 66K / month · 📦 42 · ⏱️ 26.02.2021):
```
 pip install pythreejs
```

Conda (📥 440K · ⏱️ 06.09.2022):

 conda install -c conda-forge pythreejs

npm (📥 4.5K / month · 📦 7 · ⏱️ 24.08.2022):
```
 npm install jupyter-threejs
```

data-validation (🥉29 · ⭐ 680) - Library for exploring and validating machine learning.. Apache-2

GitHub (👨‍💻 25 · 🔀 140 · 📥 370 · 📦 570 · 📋 170 - 21% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/tensorflow/data-validation
```
PyPi (📥 1.1M / month · 📦 27 · ⏱️ 29.06.2022):
```
 pip install tensorflow-data-validation
```

mpld3 (🥉27 · ⭐ 2.2K) - D3 Renderings of Matplotlib Graphics. BSD-3

GitHub (👨‍💻 51 · 🔀 350 · 📦 31 · 📋 360 - 59% open · ⏱️ 03.08.2022):
```
 git clone https://github.com/mpld3/mpld3
```
PyPi (📥 260K / month · 📦 400 · ⏱️ 27.05.2022):
```
 pip install mpld3
```
Conda (📥 160K · ⏱️ 27.05.2022):
```
 conda install -c conda-forge mpld3
```
npm (📥 380 / month · 📦 4 · ⏱️ 27.05.2022):
```
 npm install mpld3
```

AutoViz (🥉27 · ⭐ 1K) - Automatically Visualize any dataset, any size with a single line of.. Apache-2

GitHub (👨‍💻 14 · 🔀 130 · 📦 300 · 📋 61 - 4% open · ⏱️ 26.10.2022):
```
 git clone https://github.com/AutoViML/AutoViz
```
PyPi (📥 160K / month · 📦 6 · ⏱️ 17.06.2022):
```
 pip install autoviz
```
Conda (📥 22K · ⏱️ 03.10.2022):
```
 conda install -c conda-forge autoviz
```

Chartify (🥉26 · ⭐ 3.2K) - Python library that makes it easy for data scientists to create.. Apache-2

GitHub (👨‍💻 23 · 🔀 290 · 📦 69 · 📋 74 - 58% open · ⏱️ 18.10.2022):
```
 git clone https://github.com/spotify/chartify
```
PyPi (📥 11K / month · 📦 9 · ⏱️ 02.11.2020):
```
 pip install chartify
```
Conda (📥 23K · ⏱️ 07.11.2020):
```
 conda install -c conda-forge chartify
```

openTSNE (🥉26 · ⭐ 1.1K) - Extensible, parallel implementations of t-SNE. BSD-3

GitHub (👨‍💻 10 · 🔀 130 · 📦 410 · 📋 110 - 5% open · ⏱️ 09.11.2022):
```
 git clone https://github.com/pavlin-policar/openTSNE
```
PyPi (📥 64K / month · 📦 11 · ⏱️ 18.03.2022):
```
 pip install opentsne
```
Conda (📥 170K · ⏱️ 28.10.2022):
```
 conda install -c conda-forge opentsne
```

lets-plot (🥉26 · ⭐ 810) - An open-source plotting library for statistical data. MIT

GitHub (👨‍💻 17 · 🔀 39 · 📥 340 · 📦 18 · 📋 300 - 23% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/JetBrains/lets-plot
```
PyPi (📥 2.9K / month · 📦 1 · ⏱️ 20.06.2022):
```
 pip install lets-plot
```

HyperTools (🥉25 · ⭐ 1.8K · 💤) - A Python toolbox for gaining geometric insights into high-.. MIT

GitHub (👨‍💻 21 · 🔀 160 · 📥 23 · 📦 220 · 📋 200 - 34% open · ⏱️ 12.02.2022):
```
 git clone https://github.com/ContextLab/hypertools
```
PyPi (📥 580 / month · 📦 10 · ⏱️ 12.02.2022):
```
 pip install hypertools
```

HiPlot (🥉23 · ⭐ 2.4K) - HiPlot makes understanding high dimensional data easy. MIT

GitHub (👨‍💻 8 · 🔀 120 · 📦 5 · 📋 82 - 14% open · ⏱️ 16.11.2022):
```
 git clone https://github.com/facebookresearch/hiplot
```
PyPi (📥 36K / month · 📦 12 · ⏱️ 05.07.2022):
```
 pip install hiplot
```
Conda (📥 110K · ⏱️ 31.05.2022):
```
 conda install -c conda-forge hiplot
```

Popmon (🥉23 · ⭐ 400) - Monitor the stability of a Pandas or Spark dataframe. MIT

GitHub (👨‍💻 16 · 🔀 32 · 📥 35 · 📦 18 · 📋 46 - 28% open · ⏱️ 19.10.2022):
```
 git clone https://github.com/ing-bank/popmon
```
PyPi (📥 34K / month · 📦 2 · ⏱️ 21.06.2022):
```
 pip install popmon
```

vega (🥉23 · ⭐ 340) - IPython/Jupyter notebook module for Vega and Vega-Lite. BSD-3

GitHub (👨‍💻 11 · 🔀 59 · 📋 95 - 13% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/vega/ipyvega
```
PyPi (📥 12K / month · 📦 84 · ⏱️ 10.02.2022):
```
 pip install vega
```
Conda (📥 520K · ⏱️ 10.02.2022):
```
 conda install -c conda-forge vega
```

Sweetviz (🥉22 · ⭐ 2.2K) - Visualize and compare datasets, target values and associations, with one.. MIT

GitHub (👨‍💻 6 · 🔀 220 · 📋 100 - 30% open · ⏱️ 08.06.2022):
```
 git clone https://github.com/fbdesignpro/sweetviz
```
PyPi (📥 79K / month · 📦 8 · ⏱️ 14.06.2022):
```
 pip install sweetviz
```
Conda (📥 17K · ⏱️ 15.06.2022):
```
 conda install -c conda-forge sweetviz
```

Pandas-Bokeh (🥉22 · ⭐ 820 · 💤) - Bokeh Plotting Backend for Pandas and GeoPandas. MIT

GitHub (👨‍💻 14 · 🔀 100 · 📋 100 - 33% open · ⏱️ 25.03.2022):
```
 git clone https://github.com/PatrikHlobil/Pandas-Bokeh
```
PyPi (📥 23K / month · 📦 11 · ⏱️ 11.04.2021):
```
 pip install pandas-bokeh
```

python-ternary (🥉22 · ⭐ 610) - Ternary plotting library for python with matplotlib. MIT

GitHub (👨‍💻 27 · 🔀 140 · 📥 18 · 📦 110 · 📋 140 - 28% open · ⏱️ 06.11.2022):
```
 git clone https://github.com/marcharper/python-ternary
```
PyPi (📥 52K / month · 📦 21 · ⏱️ 17.02.2021):
```
 pip install python-ternary
```

Conda (📥 69K · ⏱️ 17.02.2021):

 conda install -c conda-forge python-ternary

joypy (🥉22 · ⭐ 450 · 💤) - Joyplots in Python with matplotlib & pandas. MIT

GitHub (👨‍💻 6 · 🔀 48 · 📦 220 · 📋 48 - 22% open · ⏱️ 19.12.2021):
```
 git clone https://github.com/leotac/joypy
```
PyPi (📥 19K / month · 📦 5 · ⏱️ 19.12.2021):
```
 pip install joypy
```
Conda (📥 17K · ⏱️ 28.12.2020):
```
 conda install -c conda-forge joypy
```

Plotly-Resampler (🥉21 · ⭐ 580) - Visualize large time series data with plotly.py. MIT

GitHub (👨‍💻 8 · 🔀 35 · 📋 71 - 29% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/predict-idlab/plotly-resampler
```
PyPi (📥 28K / month · ⏱️ 29.06.2022):
```
 pip install plotly-resampler
```

Conda (📥 10K · ⏱️ 25.08.2022):

 conda install -c conda-forge plotly-resampler

PyWaffle (🥉19 · ⭐ 520 · 📉) - Make Waffle Charts in Python. MIT

GitHub (👨‍💻 6 · 🔀 98 · 📦 170 · 📋 18 - 22% open · ⏱️ 08.06.2022):
```
 git clone https://github.com/gyli/PyWaffle
```
PyPi (📥 7.4K / month · 📦 2 · ⏱️ 08.06.2022):
```
 pip install pywaffle
```
Conda (📥 7.8K · ⏱️ 05.06.2022):
```
 conda install -c conda-forge pywaffle
```

Show 14 hidden projects...

cartopy (🥈32 · ⭐ 1.1K) - Cartopy - a cartographic python library with matplotlib support. ❗️LGPL-3.0
Cufflinks (🥉29 · ⭐ 2.7K · 💀) - Productivity Tools for Plotly + Pandas. MIT
Facets Overview (🥉28 · ⭐ 7K · 💀) - Visualizations for machine learning datasets. Apache-2
Multicore-TSNE (🥉24 · ⭐ 1.7K · 💀) - Parallel t-SNE implementation with Python and Torch.. BSD-3
PandasGUI (🥉23 · ⭐ 2.8K · 💤) - A GUI for Pandas DataFrames. ❗️MIT-0
PDPbox (🥉23 · ⭐ 710 · 💀) - python partial dependence plot toolbox. MIT
pivottablejs (🥉22 · ⭐ 500 · 💀) - Dragndrop Pivot Tables and Charts for Jupyter/IPython.. MIT
ivis (🥉19 · ⭐ 280) - Dimensionality reduction in very large datasets using Siamese.. Apache-2
animatplot (🥉17 · ⭐ 400 · 💀) - A python package for animating plots build on matplotlib. MIT
pdvega (🥉17 · ⭐ 340 · 💀) - Interactive plotting for Pandas using Vega-Lite. MIT
data-describe (🥉17 · ⭐ 290 · 💀) - datadescribe: Pythonic EDA Accelerator for Data Science. Apache-2
vegafusion (🥉17 · ⭐ 120) - Serverside acceleration for the Vega visualization grammar. ❗️AGPL-3.0
nx-altair (🥉15 · ⭐ 200 · 💀) - Draw interactive NetworkX graphs with Altair. MIT
nptsne (🥉12 · ⭐ 29 · 💀) - 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 (🥇50 · ⭐ 75K) - Transformers: State-of-the-art Machine Learning for.. Apache-2

GitHub (👨‍💻 1.6K · 🔀 17K · 📥 620 · 📦 41K · 📋 11K - 5% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/huggingface/transformers
```
PyPi (📥 8.2M / month · 📦 980 · ⏱️ 21.06.2022):
```
 pip install transformers
```

Conda (📥 620K · ⏱️ 03.11.2022):

 conda install -c conda-forge transformers

spaCy (🥇44 · ⭐ 25K) - Industrial-strength Natural Language Processing (NLP) in Python. MIT

GitHub (👨‍💻 710 · 🔀 4K · 📥 3.1K · 📦 46K · 📋 5.3K - 1% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/explosion/spaCy
```
PyPi (📥 4.5M / month · 📦 2.4K · ⏱️ 05.04.2022):
```
 pip install spacy
```
Conda (📥 2.9M · ⏱️ 16.11.2022):
```
 conda install -c conda-forge spacy
```

nltk (🥇43 · ⭐ 11K · 📉) - Suite of libraries and programs for symbolic and statistical natural.. Apache-2

GitHub (👨‍💻 430 · 🔀 2.7K · 📦 160K · 📋 1.7K - 14% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/nltk/nltk
```
PyPi (📥 12M / month · 📦 12K · ⏱️ 09.02.2022):
```
 pip install nltk
```
Conda (📥 1.6M · ⏱️ 17.11.2022):
```
 conda install -c conda-forge nltk
```

Rasa (🥇39 · ⭐ 15K) - Open source machine learning framework to automate text- and voice-.. Apache-2

GitHub (👨‍💻 560 · 🔀 4.2K · 📋 6.7K - 10% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/RasaHQ/rasa
```
PyPi (📥 170K / month · 📦 60 · ⏱️ 06.07.2022):
```
 pip install rasa
```

gensim (🥇39 · ⭐ 14K) - Topic Modelling for Humans. ❗️LGPL-2.1

GitHub (👨‍💻 430 · 🔀 4.3K · 📥 4K · 📦 38K · 📋 1.8K - 21% open · ⏱️ 03.11.2022):
```
 git clone https://github.com/RaRe-Technologies/gensim
```
PyPi (📥 4.7M / month · 📦 2.9K · ⏱️ 01.05.2022):
```
 pip install gensim
```
Conda (📥 930K · ⏱️ 29.07.2022):
```
 conda install -c conda-forge gensim
```

flair (🥇38 · ⭐ 12K) - A very simple framework for state-of-the-art Natural Language Processing.. MIT

GitHub (👨‍💻 240 · 🔀 2K · 📦 1.7K · 📋 2K - 4% open · ⏱️ 28.11.2022):
```
 git clone https://github.com/flairNLP/flair
```
PyPi (📥 140K / month · 📦 76 · ⏱️ 20.05.2022):
```
 pip install flair
```

Conda (📥 14K · ⏱️ 21.05.2022):

 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 · 📥 47 · 📦 2.9K · 📋 2.6K - 3% open · ⏱️ 22.11.2022):
```
 git clone https://github.com/allenai/allennlp
```
PyPi (📥 110K / month · 📦 180 · ⏱️ 14.04.2022):
```
 pip install allennlp
```
Conda (📥 92K · ⏱️ 15.07.2022):
```
 conda install -c conda-forge allennlp
```

fairseq (🥇36 · ⭐ 20K · 📉) - Facebook AI Research Sequence-to-Sequence Toolkit written in.. MIT

GitHub (👨‍💻 410 · 🔀 5K · 📥 280 · 📦 1.1K · 📋 3.8K - 21% open · ⏱️ 29.11.2022):
```
 git clone https://github.com/facebookresearch/fairseq
```
PyPi (📥 59K / month · 📦 39 · ⏱️ 27.06.2022):
```
 pip install fairseq
```
Conda (📥 22K · ⏱️ 13.07.2022):
```
 conda install -c conda-forge fairseq
```

sentence-transformers (🥇36 · ⭐ 8.9K) - Multilingual Sentence & Image Embeddings with BERT. Apache-2

GitHub (👨‍💻 110 · 🔀 1.7K · 📦 4.8K · 📋 1.6K - 52% open · ⏱️ 28.11.2022):
```
 git clone https://github.com/UKPLab/sentence-transformers
```
PyPi (📥 2M / month · 📦 130 · ⏱️ 26.06.2022):
```
 pip install sentence-transformers
```

Conda (📥 53K · ⏱️ 27.06.2022):

 conda install -c conda-forge sentence-transformers

spark-nlp (🥇36 · ⭐ 3K) - State of the Art Natural Language Processing. Apache-2

GitHub (👨‍💻 130 · 🔀 620 · 📦 200 · 📋 750 - 4% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/JohnSnowLabs/spark-nlp
```
PyPi (📥 2.8M / month · 📦 13 · ⏱️ 01.07.2022):
```
 pip install spark-nlp
```

ParlAI (🥈35 · ⭐ 9.6K) - A framework for training and evaluating AI models on a variety of.. MIT

GitHub (👨‍💻 200 · 🔀 1.9K · 📦 96 · 📋 1.5K - 5% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/facebookresearch/ParlAI
```
PyPi (📥 3.4K / month · 📦 3 · ⏱️ 30.03.2022):
```
 pip install parlai
```

sentencepiece (🥈35 · ⭐ 6.3K) - Unsupervised text tokenizer for Neural Network-based text.. Apache-2

GitHub (👨‍💻 71 · 🔀 840 · 📥 24K · 📦 20K · 📋 570 - 5% open · ⏱️ 29.11.2022):
```
 git clone https://github.com/google/sentencepiece
```
PyPi (📥 7.5M / month · 📦 410 · ⏱️ 18.06.2021):
```
 pip install sentencepiece
```

Conda (📥 270K · ⏱️ 08.04.2022):

 conda install -c conda-forge sentencepiece

fastText (🥈34 · ⭐ 24K · 💤) - Library for fast text representation and classification. MIT

GitHub (👨‍💻 59 · 🔀 4.5K · 📦 3.5K · 📋 1.1K - 45% open · ⏱️ 04.03.2022):
```
 git clone https://github.com/facebookresearch/fastText
```
PyPi (📥 970K / month · 📦 190 · ⏱️ 28.04.2020):
```
 pip install fasttext
```
Conda (📥 44K · ⏱️ 01.11.2022):
```
 conda install -c conda-forge fasttext
```

stanza (🥈34 · ⭐ 6.4K) - Official Stanford NLP Python Library for Many Human Languages. Apache-2

GitHub (👨‍💻 54 · 🔀 820 · 📦 1.3K · 📋 730 - 9% open · ⏱️ 15.09.2022):
```
 git clone https://github.com/stanfordnlp/stanza
```
PyPi (📥 180K / month · 📦 70 · ⏱️ 23.04.2022):
```
 pip install stanza
```
Conda (📥 6K · ⏱️ 14.09.2022):
```
 conda install -c stanfordnlp stanza
```

OpenNMT (🥈34 · ⭐ 5.8K) - Open Source Neural Machine Translation in PyTorch. MIT

GitHub (👨‍💻 180 · 🔀 2.1K · 📦 160 · 📋 1.4K - 7% open · ⏱️ 23.11.2022):
```
 git clone https://github.com/OpenNMT/OpenNMT-py
```
PyPi (📥 4.8K / month · 📦 9 · ⏱️ 14.09.2021):
```
 pip install OpenNMT-py
```

torchtext (🥈34 · ⭐ 3.2K) - Data loaders and abstractions for text and NLP. BSD-3

GitHub (👨‍💻 140 · 🔀 750 · 📋 760 - 38% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/pytorch/text
```
PyPi (📥 300K / month · 📦 440 · ⏱️ 28.06.2022):
```
 pip install torchtext
```

Tokenizers (🥈33 · ⭐ 6.1K) - Fast State-of-the-Art Tokenizers optimized for Research and.. Apache-2

GitHub (👨‍💻 62 · 🔀 510 · 📦 53 · 📋 700 - 31% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/huggingface/tokenizers
```
PyPi (📥 8.1M / month · 📦 130 · ⏱️ 13.04.2022):
```
 pip install tokenizers
```

Conda (📥 580K · ⏱️ 28.10.2022):

 conda install -c conda-forge tokenizers

NeMo (🥈33 · ⭐ 5.1K) - NeMo: a toolkit for conversational AI. Apache-2

GitHub (👨‍💻 190 · 🔀 1.2K · 📥 11K · 📋 1.4K - 5% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/NVIDIA/NeMo
```
PyPi (📥 15K / month · 📦 7 · ⏱️ 01.07.2022):
```
 pip install nemo-toolkit
```

TensorFlow Text (🥈33 · ⭐ 1K) - Making text a first-class citizen in TensorFlow. Apache-2

GitHub (👨‍💻 98 · 🔀 250 · 📦 2.5K · 📋 250 - 39% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/tensorflow/text
```
PyPi (📥 3.2M / month · 📦 83 · ⏱️ 18.05.2022):
```
 pip install tensorflow-text
```

jellyfish (🥈32 · ⭐ 1.8K) - a python library for doing approximate and phonetic matching of.. BSD-2

GitHub (👨‍💻 27 · 🔀 150 · 📦 4.6K · 📋 120 - 10% open · ⏱️ 07.11.2022):
```
 git clone https://github.com/jamesturk/jellyfish
```
PyPi (📥 2.6M / month · 📦 410 · ⏱️ 07.01.2022):
```
 pip install jellyfish
```

Conda (📥 400K · ⏱️ 28.10.2022):

 conda install -c conda-forge jellyfish

snowballstemmer (🥈32 · ⭐ 600) - Snowball compiler and stemming algorithms. BSD-3

GitHub (👨‍💻 30 · 🔀 160 · 📦 4 · 📋 83 - 39% open · ⏱️ 16.11.2022):
```
 git clone https://github.com/snowballstem/snowball
```
PyPi (📥 7.9M / month · 📦 6.7K · ⏱️ 16.11.2021):
```
 pip install snowballstemmer
```

Conda (📥 5.6M · ⏱️ 17.11.2021):

 conda install -c conda-forge snowballstemmer

haystack (🥈31 · ⭐ 6.1K) - Haystack is an open source NLP framework that leverages pre-trained.. Apache-2

GitHub (👨‍💻 150 · 🔀 940 · 📥 15 · 📋 1.8K - 16% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/deepset-ai/haystack
```
PyPi (📥 1.1K / month · 📦 85 · ⏱️ 15.12.2021):
```
 pip install haystack
```

DeepPavlov (🥈31 · ⭐ 5.9K) - An open source library for deep learning end-to-end dialog.. Apache-2

GitHub (👨‍💻 73 · 🔀 1.1K · 📦 310 · 📋 620 - 8% open · ⏱️ 22.11.2022):
```
 git clone https://github.com/deepmipt/DeepPavlov
```
PyPi (📥 7.6K / month · 📦 6 · ⏱️ 31.05.2022):
```
 pip install deeppavlov
```

Dedupe (🥈31 · ⭐ 3.6K) - A python library for accurate and scalable fuzzy matching, record.. MIT

GitHub (👨‍💻 67 · 🔀 480 · 📋 780 - 8% open · ⏱️ 31.10.2022):
```
 git clone https://github.com/dedupeio/dedupe
```
PyPi (📥 320K / month · 📦 48 · ⏱️ 06.07.2022):
```
 pip install dedupe
```
Conda (📥 19K · ⏱️ 02.11.2022):
```
 conda install -c conda-forge dedupe
```

nlpaug (🥈30 · ⭐ 3.7K) - Data augmentation for NLP. MIT

GitHub (👨‍💻 33 · 🔀 410 · 📦 470 · 📋 200 - 22% open · ⏱️ 07.07.2022):
```
 git clone https://github.com/makcedward/nlpaug
```
PyPi (📥 170K / month · 📦 19 · ⏱️ 07.07.2022):
```
 pip install nlpaug
```
Conda (📥 6K · ⏱️ 07.07.2022):
```
 conda install -c conda-forge nlpaug
```

SciSpacy (🥈30 · ⭐ 1.3K) - A full spaCy pipeline and models for scientific/biomedical documents. Apache-2

GitHub (👨‍💻 27 · 🔀 170 · 📦 550 · 📋 270 - 10% open · ⏱️ 06.11.2022):
```
 git clone https://github.com/allenai/scispacy
```
PyPi (📥 36K / month · 📦 19 · ⏱️ 10.03.2022):
```
 pip install scispacy
```

TextDistance (🥈29 · ⭐ 3K) - Compute distance between sequences. 30+ algorithms, pure python.. MIT

GitHub (👨‍💻 13 · 🔀 240 · 📥 870 · 📦 3.1K · ⏱️ 18.09.2022):
```
 git clone https://github.com/life4/textdistance
```
PyPi (📥 600K / month · 📦 43 · ⏱️ 29.06.2022):
```
 pip install textdistance
```

Conda (📥 270K · ⏱️ 18.09.2022):

 conda install -c conda-forge textdistance

Sumy (🥈29 · ⭐ 3K) - Module for automatic summarization of text documents and HTML pages. Apache-2

GitHub (👨‍💻 24 · 🔀 480 · 📦 1.5K · 📋 110 - 13% open · ⏱️ 23.10.2022):
```
 git clone https://github.com/miso-belica/sumy
```
PyPi (📥 19K / month · 📦 100 · ⏱️ 21.04.2022):
```
 pip install sumy
```
Conda (📥 3.3K · ⏱️ 25.10.2022):
```
 conda install -c conda-forge sumy
```

vaderSentiment (🥈28 · ⭐ 3.8K · 💤) - VADER Sentiment Analysis. VADER (Valence Aware Dictionary.. MIT

GitHub (👨‍💻 11 · 🔀 900 · 📦 4.4K · 📋 110 - 31% open · ⏱️ 01.04.2022):
```
 git clone https://github.com/cjhutto/vaderSentiment
```
PyPi (📥 150K / month · 📦 170 · ⏱️ 22.05.2020):
```
 pip install vadersentiment
```

Conda (📥 10K · ⏱️ 22.03.2021):

 conda install -c conda-forge vadersentiment

ftfy (🥈28 · ⭐ 3.4K) - Fixes mojibake and other glitches in Unicode text, after the fact. MIT

GitHub (👨‍💻 18 · 🔀 110 · 📦 7.8K · 📋 130 - 9% open · ⏱️ 25.10.2022):
```
 git clone https://github.com/rspeer/python-ftfy
```
PyPi (📥 2.7M / month · 📦 490 · ⏱️ 09.02.2022):
```
 pip install ftfy
```
Conda (📥 210K · ⏱️ 13.03.2022):
```
 conda install -c conda-forge ftfy
```

fastNLP (🥈28 · ⭐ 2.8K) - fastNLP: A Modularized and Extensible NLP Framework. Currently still.. Apache-2

GitHub (👨‍💻 61 · 🔀 440 · 📥 66 · 📦 100 · 📋 200 - 25% open · ⏱️ 31.10.2022):
```
 git clone https://github.com/fastnlp/fastNLP
```
PyPi (📥 3.6K / month · 📦 3 · ⏱️ 04.02.2019):
```
 pip install fastnlp
```

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

GitHub (👨‍💻 32 · 🔀 240 · 📋 250 - 11% open · ⏱️ 06.03.2022):
```
 git clone https://github.com/chartbeat-labs/textacy
```
PyPi (📥 31K / month · 📦 100 · ⏱️ 06.12.2021):
```
 pip install textacy
```
Conda (📥 120K · ⏱️ 06.02.2022):
```
 conda install -c conda-forge textacy
```

PyTextRank (🥈28 · ⭐ 1.9K) - Python implementation of TextRank algorithms (textgraphs) for phrase.. MIT

GitHub (👨‍💻 18 · 🔀 330 · 📦 310 · 📋 92 - 21% open · ⏱️ 27.07.2022):
```
 git clone https://github.com/DerwenAI/pytextrank
```
PyPi (📥 84K / month · 📦 13 · ⏱️ 06.03.2022):
```
 pip install pytextrank
```

spacy-transformers (🥈28 · ⭐ 1.2K) - Use pretrained transformers like BERT, XLNet and GPT-2.. MIT spacy

GitHub (👨‍💻 19 · 🔀 150 · 📦 720 · ⏱️ 17.11.2022):
```
 git clone https://github.com/explosion/spacy-transformers
```
PyPi (📥 150K / month · 📦 22 · ⏱️ 05.07.2022):
```
 pip install spacy-transformers
```

Conda (📥 6.7K · ⏱️ 13.08.2022):

 conda install -c conda-forge spacy-transformers

CLTK (🥈28 · ⭐ 750) - The Classical Language Toolkit. MIT

GitHub (👨‍💻 120 · 🔀 310 · 📥 25 · 📦 210 · 📋 530 - 5% open · ⏱️ 16.10.2022):
```
 git clone https://github.com/cltk/cltk
```
PyPi (📥 1K / month · 📦 42 · ⏱️ 09.06.2022):
```
 pip install cltk
```

Ciphey (🥉27 · ⭐ 11K) - Automatically decrypt encryptions without knowing the key or cipher, decode.. MIT

GitHub (👨‍💻 46 · 🔀 680 · 📋 300 - 16% open · ⏱️ 28.06.2022):
```
 git clone https://github.com/Ciphey/Ciphey
```
PyPi (📥 27K / month · ⏱️ 06.06.2021):
```
 pip install ciphey
```
Docker Hub (📥 17K · ⭐ 9 · ⏱️ 27.05.2022):
```
 docker pull remnux/ciphey
```

english-words (🥉27 · ⭐ 8.4K) - A text file containing 479k English words for all your.. Unlicense

GitHub (👨‍💻 30 · 🔀 1.6K · 📋 100 - 68% open · ⏱️ 08.11.2022):
```
 git clone https://github.com/dwyl/english-words
```
PyPi (📥 140K / month · 📦 6 · ⏱️ 29.01.2022):
```
 pip install english-words
```

T5 (🥉27 · ⭐ 4.5K) - Code for the paper Exploring the Limits of Transfer Learning with a.. Apache-2

GitHub (👨‍💻 53 · 🔀 610 · 📦 120 · 📋 400 - 15% open · ⏱️ 10.11.2022):
```
 git clone https://github.com/google-research/text-to-text-transfer-transformer
```
PyPi (📥 8.7K / month · 📦 2 · ⏱️ 18.10.2021):
```
 pip install t5
```

DeepKE (🥉27 · ⭐ 1.5K) - An Open Toolkit for Knowledge Graph Extraction and Construction.. MIT

GitHub (👨‍💻 15 · 🔀 400 · 📦 10 · ⏱️ 28.11.2022):
```
 git clone https://github.com/zjunlp/deepke
```
PyPi (📥 1.9K / month · ⏱️ 05.07.2022):
```
 pip install deepke
```

scattertext (🥉26 · ⭐ 2K) - Beautiful visualizations of how language differs among document.. Apache-2

GitHub (👨‍💻 13 · 🔀 260 · 📦 320 · 📋 92 - 19% open · ⏱️ 11.11.2022):
```
 git clone https://github.com/JasonKessler/scattertext
```
PyPi (📥 5.4K / month · 📦 10 · ⏱️ 26.03.2022):
```
 pip install scattertext
```

Conda (📥 72K · ⏱️ 11.11.2022):

 conda install -c conda-forge scattertext

rubrix (🥉25 · ⭐ 1.4K) - Open-source tool for data-centric NLP. Argilla helps domain experts.. Apache-2

GitHub (👨‍💻 31 · 🔀 130 · 📋 740 - 13% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/recognai/rubrix
```
PyPi (📥 720 / month · ⏱️ 08.06.2022):
```
 pip install rubrix
```
Conda (📥 15K · ⏱️ 06.10.2022):
```
 conda install -c conda-forge rubrix
```

PyText (🥉24 · ⭐ 6.4K) - A natural language modeling framework based on PyTorch. BSD-3

GitHub (👨‍💻 230 · 🔀 800 · 📥 310 · 📋 220 - 66% open · ⏱️ 17.10.2022):
```
 git clone https://github.com/facebookresearch/pytext
```
PyPi (📥 160 / month · 📦 1 · ⏱️ 08.06.2020):
```
 pip install pytext-nlp
```

lightseq (🥉24 · ⭐ 2.5K) - LightSeq: A High Performance Library for Sequence Processing and.. Apache-2

GitHub (👨‍💻 14 · 🔀 270 · 📥 650 · 📋 240 - 57% open · ⏱️ 24.11.2022):
```
 git clone https://github.com/bytedance/lightseq
```
PyPi (📥 11K / month · 📦 1 · ⏱️ 26.01.2022):
```
 pip install lightseq
```

OpenPrompt (🥉24 · ⭐ 2.1K) - An Open-Source Framework for Prompt-Learning. Apache-2

GitHub (👨‍💻 18 · 🔀 240 · 📦 27 · 📋 180 - 18% open · ⏱️ 09.11.2022):
```
 git clone https://github.com/thunlp/OpenPrompt
```
PyPi (📥 1.6K / month · ⏱️ 06.07.2022):
```
 pip install openprompt
```

promptsource (🥉24 · ⭐ 910) - Toolkit for creating, sharing and using natural language.. Apache-2

GitHub (👨‍💻 59 · 🔀 180 · 📦 16 · 📋 160 - 14% open · ⏱️ 17.11.2022):
```
 git clone https://github.com/bigscience-workshop/promptsource
```
PyPi (📥 5.2K / month · ⏱️ 18.04.2022):
```
 pip install promptsource
```

gpt-2-simple (🥉23 · ⭐ 3.1K · 💤) - Python package to easily retrain OpenAIs GPT-2 text-.. MIT

GitHub (👨‍💻 21 · 🔀 600 · 📥 360 · 📋 250 - 60% open · ⏱️ 22.05.2022):
```
 git clone https://github.com/minimaxir/gpt-2-simple
```
PyPi (📥 8.3K / month · 📦 5 · ⏱️ 18.10.2021):
```
 pip install gpt-2-simple
```

fast-bert (🥉23 · ⭐ 1.8K) - Super easy library for BERT based NLP models. Apache-2

GitHub (👨‍💻 36 · 🔀 340 · 📋 250 - 62% open · ⏱️ 27.09.2022):
```
 git clone https://github.com/utterworks/fast-bert
```
PyPi (📥 1.6K / month · 📦 2 · ⏱️ 03.06.2022):
```
 pip install fast-bert
```

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

GitHub (👨‍💻 58 · 🔀 320 · 📥 15 · 📋 290 - 3% open · ⏱️ 06.11.2022):
```
 git clone https://github.com/awslabs/sockeye
```
PyPi (📥 750 / month · 📦 2 · ⏱️ 05.05.2022):
```
 pip install sockeye
```

qdrant (🥉22 · ⭐ 3.2K) - Qdrant - Vector Search Engine for the next generation of AI.. Apache-2

GitHub (👨‍💻 28 · 🔀 140 · 📋 340 - 7% open · ⏱️ 25.11.2022):
```
 git clone https://github.com/qdrant/qdrant
```

Texthero (🥉22 · ⭐ 2.6K) - Text preprocessing, representation and visualization from zero to hero. MIT

GitHub (👨‍💻 20 · 🔀 220 · 📥 96 · 📋 140 - 56% open · ⏱️ 28.10.2022):
```
 git clone https://github.com/jbesomi/texthero
```
PyPi (📥 25K / month · 📦 6 · ⏱️ 01.07.2021):
```
 pip install texthero
```

FARM (🥉22 · ⭐ 1.6K) - Fast & easy transfer learning for NLP. Harvesting language models.. Apache-2

GitHub (👨‍💻 37 · 🔀 220 · 📋 440 - 8% open · ⏱️ 31.08.2022):
```
 git clone https://github.com/deepset-ai/FARM
```
PyPi (📥 3.2K / month · 📦 2 · ⏱️ 10.06.2021):
```
 pip install farm
```
Conda (📥 1.9K · ⏱️ 14.06.2021):
```
 conda install -c conda-forge farm
```

jiant (🥉22 · ⭐ 1.4K) - jiant is an nlp toolkit. MIT

GitHub (👨‍💻 59 · 🔀 270 · 📦 2 · 📋 550 - 11% open · ⏱️ 17.10.2022):
```
 git clone https://github.com/nyu-mll/jiant
```
PyPi (📥 77 / month · ⏱️ 10.05.2021):
```
 pip install jiant
```

detoxify (🥉21 · ⭐ 510) - Trained models & code to predict toxic comments on all 3 Jigsaw.. Apache-2

GitHub (👨‍💻 9 · 🔀 70 · 📥 100K · 📦 160 · 📋 43 - 53% open · ⏱️ 15.11.2022):
```
 git clone https://github.com/unitaryai/detoxify
```
PyPi (📥 47K / month · 📦 2 · ⏱️ 12.04.2022):
```
 pip install detoxify
```

small-text (🥉21 · ⭐ 370) - Active Learning for Text Classification in Python. MIT

GitHub (👨‍💻 2 · 🔀 39 · 📦 14 · 📋 23 - 26% open · ⏱️ 27.11.2022):
```
 git clone https://github.com/webis-de/small-text
```
PyPi (📥 370 / month · ⏱️ 14.06.2022):
```
 pip install small-text
```

Conda (📥 1.2K · ⏱️ 14.10.2022):

 conda install -c conda-forge small-text

happy-transformer (🥉21 · ⭐ 360) - A package built on top of Hugging Faces transformers.. Apache-2 huggingface

GitHub (👨‍💻 14 · 🔀 43 · 📦 97 · 📋 110 - 12% open · ⏱️ 31.10.2022):
```
 git clone https://github.com/EricFillion/happy-transformer
```
PyPi (📥 4.3K / month · 📦 1 · ⏱️ 06.02.2022):
```
 pip install happytransformer
```

NLP Architect (🥉20 · ⭐ 2.9K) - A model library for exploring state-of-the-art deep learning.. Apache-2

GitHub (👨‍💻 38 · 🔀 450 · 📦 8 · 📋 130 - 16% open · ⏱️ 07.11.2022):
```
 git clone https://github.com/IntelLabs/nlp-architect
```
PyPi (📥 120 / month · ⏱️ 12.04.2020):
```
 pip install nlp-architect
```

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

GitHub (👨‍💻 19 · 🔀 71 · 📦 9 · 📋 140 - 16% open · ⏱️ 16.06.2022):
```
 git clone https://github.com/IndicoDataSolutions/finetune
```
PyPi (📥 41 / month · 📦 2 · ⏱️ 20.12.2021):
```
 pip install finetune
```

TextBox (🥉20 · ⭐ 430) - TextBox 2.0 is a text generation library with pre-trained language models. MIT

GitHub (👨‍💻 17 · 🔀 74 · 📦 5 · 📋 31 - 9% open · ⏱️ 28.11.2022):
```
 git clone https://github.com/RUCAIBox/TextBox
```
PyPi (📥 40 / month · ⏱️ 15.04.2021):
```
 pip install textbox
```

fastT5 (🥉18 · ⭐ 390 · 💤) - boost inference speed of T5 models by 5x & reduce the model size.. Apache-2

GitHub (👨‍💻 5 · 🔀 45 · 📦 24 · 📋 53 - 24% open · ⏱️ 05.04.2022):
```
 git clone https://github.com/Ki6an/fastT5
```
PyPi (📥 1.1K / month · ⏱️ 05.04.2022):
```
 pip install fastt5
```

OpenNRE (🥉16 · ⭐ 3.8K) - An Open-Source Package for Neural Relation Extraction (NRE). MIT

GitHub (👨‍💻 11 · 🔀 1K · 📋 360 - 4% open · ⏱️ 03.11.2022):
```
 git clone https://github.com/thunlp/OpenNRE
```

Translate (🥉15 · ⭐ 770) - Translate - a PyTorch Language Library. BSD-3

GitHub (👨‍💻 87 · 🔀 200 · 📋 55 - 50% open · ⏱️ 10.06.2022):
```
 git clone https://github.com/pytorch/translate
```
PyPi (📥 9 / month · ⏱️ 01.05.2018):
```
 pip install pytorch-translate
```

VizSeq (🥉14 · ⭐ 410) - An Analysis Toolkit for Natural Language Generation (Translation,.. MIT

GitHub (👨‍💻 3 · 🔀 51 · 📦 6 · 📋 16 - 43% open · ⏱️ 20.07.2022):
```
 git clone https://github.com/facebookresearch/vizseq
```
PyPi (📥 120 / month · ⏱️ 07.08.2020):
```
 pip install vizseq
```

Show 38 hidden projects...

ChatterBot (🥇36 · ⭐ 13K · 💀) - ChatterBot is a machine learning, conversational dialog engine.. BSD-3
TextBlob (🥈34 · ⭐ 8.4K · 💀) - Simple, Pythonic, text processing--Sentiment analysis, part-of-.. MIT
fuzzywuzzy (🥈33 · ⭐ 8.8K · 💀) - Fuzzy String Matching in Python. ❗️GPL-2.0
GluonNLP (🥈30 · ⭐ 2.5K · 💀) - Toolkit that enables easy text preprocessing, datasets.. Apache-2
neuralcoref (🥈28 · ⭐ 2.6K · 💀) - Fast Coreference Resolution in spaCy with Neural Networks. MIT
polyglot (🥉27 · ⭐ 2.1K · 💀) - Multilingual text (NLP) processing toolkit. ❗️GPL-3.0
langid (🥉27 · ⭐ 2K · 💀) - Stand-alone language identification system. BSD-3
flashtext (🥉26 · ⭐ 5.3K · 💀) - Extract Keywords from sentence or Replace keywords in sentences. MIT
underthesea (🥉26 · ⭐ 1.1K) - Underthesea - Vietnamese NLP Toolkit. ❗️GPL-3.0
Snips NLU (🥉25 · ⭐ 3.7K · 💀) - Snips Python library to extract meaning from text. Apache-2
sense2vec (🥉25 · ⭐ 1.4K · 💀) - Contextually-keyed word vectors. MIT
textgenrnn (🥉24 · ⭐ 4.8K · 💀) - Easily train your own text-generating neural network of any.. MIT
MatchZoo (🥉24 · ⭐ 3.7K · 💀) - Facilitating the design, comparison and sharing of deep.. Apache-2
pytorch-nlp (🥉24 · ⭐ 2.1K · 💀) - Basic Utilities for PyTorch Natural Language Processing.. BSD-3
whoosh (🥉24 · ⭐ 330 · 💤) - Pure-Python full-text search library. ❗️BSD-1-Clause
Kashgari (🥉23 · ⭐ 2.3K · 💀) - Kashgari is a production-level NLP Transfer learning.. Apache-2
YouTokenToMe (🥉23 · ⭐ 840 · 💀) - Unsupervised text tokenizer focused on computational efficiency. MIT
pySBD (🥉23 · ⭐ 520 · 💀) - pySBD (Python Sentence Boundary Disambiguation) is a rule-based sentence.. MIT
DeepMatcher (🥉22 · ⭐ 4.5K · 💀) - Python package for performing Entity and Text Matching using.. BSD-3
Texar (🥉22 · ⭐ 2.3K · 💀) - Toolkit for Machine Learning, Natural Language Processing, and.. Apache-2
anaGo (🥉22 · ⭐ 1.5K · 💀) - Bidirectional LSTM-CRF and ELMo for Named-Entity Recognition,.. MIT
DELTA (🥉21 · ⭐ 1.5K · 💀) - DELTA is a deep learning based natural language and speech.. Apache-2
stop-words (🥉21 · ⭐ 140 · 💀) - Get list of common stop words in various languages in Python. BSD-3
pyfasttext (🥉20 · ⭐ 230 · 💀) - Yet another Python binding for fastText. ❗️GPL-3.0
textpipe (🥉19 · ⭐ 300 · 💀) - Textpipe: clean and extract metadata from text. MIT
NeuroNER (🥉18 · ⭐ 1.6K · 💀) - Named-entity recognition using neural networks. Easy-to-use and.. MIT
nboost (🥉17 · ⭐ 640 · 💀) - NBoost is a scalable, search-api-boosting platform for deploying.. Apache-2
textaugment (🥉17 · ⭐ 290 · 💤) - TextAugment: Text Augmentation Library. MIT
skift (🥉17 · ⭐ 230) - scikit-learn wrappers for Python fastText. MIT
spacy-dbpedia-spotlight (🥉16 · ⭐ 83) - A spaCy wrapper for DBpedia Spotlight. MIT spacy
Camphr (🥉15 · ⭐ 340 · 💀) - Camphr - NLP libary for creating pipeline components. Apache-2 spacy
NeuralQA (🥉15 · ⭐ 220 · 💀) - NeuralQA: A Usable Library for Question Answering on Large Datasets.. MIT
numerizer (🥉15 · ⭐ 190) - A Python module to convert natural language numerics into ints and.. MIT
BLINK (🥉14 · ⭐ 970 · 💀) - Entity Linker solution. MIT
Headliner (🥉14 · ⭐ 230 · 💀) - Easy training and deployment of seq2seq models. MIT
ONNX-T5 (🥉14 · ⭐ 210 · 💀) - Summarization, translation, sentiment-analysis, text-generation.. Apache-2
TransferNLP (🥉13 · ⭐ 290 · 💀) - NLP library designed for reproducible experimentation.. MIT
textvec (🥉12 · ⭐ 180) - Text vectorization tool to outperform TFIDF for classification tasks. 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 (🥇47 · ⭐ 10K) - The friendly PIL fork (Python Imaging Library). ❗️PIL

GitHub (👨‍💻 420 · 🔀 1.9K · 📦 920K · 📋 2.7K - 4% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/python-pillow/Pillow
```
PyPi (📥 51M / month · 📦 63K · ⏱️ 29.10.2022):
```
 pip install Pillow
```
Conda (📥 21M · ⏱️ 28.10.2022):
```
 conda install -c conda-forge pillow
```

scikit-image (🥇43 · ⭐ 5.1K · 📉) - Image processing in Python. BSD-2

GitHub (👨‍💻 580 · 🔀 2.1K · 📦 120K · 📋 2.5K - 25% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/scikit-image/scikit-image
```
PyPi (📥 5.7M / month · 📦 9.4K · ⏱️ 12.06.2022):
```
 pip install scikit-image
```

Conda (📥 4.3M · ⏱️ 30.10.2022):

 conda install -c conda-forge scikit-image

torchvision (🥇42 · ⭐ 13K) - Datasets, Transforms and Models specific to Computer Vision. BSD-3

GitHub (👨‍💻 510 · 🔀 6.3K · 📥 16K · 📋 2.8K - 29% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/pytorch/vision
```
PyPi (📥 7.1M / month · 📦 3.7K · ⏱️ 28.06.2022):
```
 pip install torchvision
```

Conda (📥 440K · ⏱️ 24.07.2022):

 conda install -c conda-forge torchvision

PyTorch Image Models (🥇39 · ⭐ 22K) - PyTorch image models, scripts, pretrained weights --.. Apache-2

GitHub (👨‍💻 87 · 🔀 3.7K · 📥 2.5M · 📦 6.1K · 📋 640 - 12% open · ⏱️ 27.11.2022):
```
 git clone https://github.com/rwightman/pytorch-image-models
```
PyPi (📥 1.4M / month · 📦 110 · ⏱️ 15.05.2022):
```
 pip install timm
```
Conda (📥 38K · ⏱️ 24.11.2022):
```
 conda install -c conda-forge timm
```

MMDetection (🥇38 · ⭐ 22K) - OpenMMLab Detection Toolbox and Benchmark. Apache-2

GitHub (👨‍💻 380 · 🔀 8.1K · 📦 740 · 📋 6.6K - 9% open · ⏱️ 23.11.2022):
```
 git clone https://github.com/open-mmlab/mmdetection
```
PyPi (📥 90K / month · 📦 10 · ⏱️ 01.06.2022):
```
 pip install mmdet
```

MoviePy (🥇37 · ⭐ 9.8K) - Video editing with Python. MIT

GitHub (👨‍💻 150 · 🔀 1.3K · 📦 19K · 📋 1.3K - 24% open · ⏱️ 10.10.2022):
```
 git clone https://github.com/Zulko/moviepy
```
PyPi (📥 2.5M / month · 📦 780 · ⏱️ 05.10.2020):
```
 pip install moviepy
```
Conda (📥 140K · ⏱️ 07.10.2022):
```
 conda install -c conda-forge moviepy
```

imageio (🥇37 · ⭐ 1.2K) - Python library for reading and writing image data. BSD-2

GitHub (👨‍💻 94 · 🔀 230 · 📥 410 · 📦 73K · 📋 500 - 13% open · ⏱️ 29.11.2022):
```
 git clone https://github.com/imageio/imageio
```
PyPi (📥 13M / month · 📦 2.6K · ⏱️ 30.05.2022):
```
 pip install imageio
```
Conda (📥 4M · ⏱️ 24.11.2022):
```
 conda install -c conda-forge imageio
```

Albumentations (🥈36 · ⭐ 11K) - Fast image augmentation library and an easy-to-use wrapper.. MIT

GitHub (👨‍💻 120 · 🔀 1.4K · 📦 10K · 📋 710 - 43% open · ⏱️ 24.11.2022):
```
 git clone https://github.com/albumentations-team/albumentations
```
PyPi (📥 570K / month · 📦 220 · ⏱️ 15.06.2022):
```
 pip install albumentations
```

Conda (📥 76K · ⏱️ 20.09.2022):

 conda install -c conda-forge albumentations

PaddleDetection (🥈34 · ⭐ 9.1K) - Object Detection toolkit based on PaddlePaddle. It.. Apache-2

GitHub (👨‍💻 120 · 🔀 2.3K · 📦 43 · 📋 4.3K - 20% open · ⏱️ 21.11.2022):
```
 git clone https://github.com/PaddlePaddle/PaddleDetection
```
PyPi (📥 1.6K / month · ⏱️ 24.04.2022):
```
 pip install paddledet
```

Kornia (🥈34 · ⭐ 7.5K) - Open Source Differentiable Computer Vision Library. Apache-2

GitHub (👨‍💻 200 · 🔀 740 · 📥 480 · 📋 680 - 30% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/kornia/kornia
```
PyPi (📥 920K / month · 📦 58 · ⏱️ 17.05.2022):
```
 pip install kornia
```
Conda (📥 50K · ⏱️ 13.10.2022):
```
 conda install -c conda-forge kornia
```

Wand (🥈34 · ⭐ 1.2K) - The ctypes-based simple ImageMagick binding for Python. MIT

GitHub (👨‍💻 100 · 🔀 200 · 📥 8.5K · 📦 13K · 📋 390 - 4% open · ⏱️ 13.10.2022):
```
 git clone https://github.com/emcconville/wand
```
PyPi (📥 480K / month · 📦 690 · ⏱️ 17.08.2021):
```
 pip install wand
```
Conda (📥 19K · ⏱️ 22.08.2022):
```
 conda install -c conda-forge wand
```

detectron2 (🥈33 · ⭐ 23K) - Detectron2 is a platform for object detection, segmentation.. Apache-2

GitHub (👨‍💻 220 · 🔀 6.2K · 📦 810 · 📋 3.2K - 9% open · ⏱️ 11.11.2022):
```
 git clone https://github.com/facebookresearch/detectron2
```
PyPi (📥 4 / month · 📦 3 · ⏱️ 06.02.2020):
```
 pip install detectron2
```

Conda (📥 110K · ⏱️ 25.04.2022):

 conda install -c conda-forge detectron2

InsightFace (🥈33 · ⭐ 13K) - State-of-the-art 2D and 3D Face Analysis Project. MIT

GitHub (👨‍💻 50 · 🔀 4.1K · 📦 210 · 📋 2.1K - 56% open · ⏱️ 28.11.2022):
```
 git clone https://github.com/deepinsight/insightface
```
PyPi (📥 24K / month · 📦 5 · ⏱️ 29.01.2022):
```
 pip install insightface
```

ImageHash (🥈33 · ⭐ 2.6K) - A Python Perceptual Image Hashing Module. BSD-2

GitHub (👨‍💻 23 · 🔀 310 · 📦 6.6K · 📋 120 - 9% open · ⏱️ 28.09.2022):
```
 git clone https://github.com/JohannesBuchner/imagehash
```
PyPi (📥 1.3M / month · 📦 340 · ⏱️ 15.07.2021):
```
 pip install ImageHash
```

Conda (📥 260K · ⏱️ 28.09.2022):

 conda install -c conda-forge imagehash

Face Recognition (🥈32 · ⭐ 47K) - The worlds simplest facial recognition api for Python and.. MIT

GitHub (👨‍💻 54 · 🔀 13K · 📥 480 · 📋 1.3K - 54% open · ⏱️ 10.06.2022):
```
 git clone https://github.com/ageitgey/face_recognition
```
PyPi (📥 53K / month · 📦 46 · ⏱️ 20.02.2020):
```
 pip install face_recognition
```

Conda (📥 12K · ⏱️ 30.04.2021):

 conda install -c conda-forge face_recognition

PaddleSeg (🥈32 · ⭐ 6.1K) - Easy-to-use image segmentation library with awesome pre-.. Apache-2

GitHub (👨‍💻 94 · 🔀 1.3K · 📦 730 · 📋 1.5K - 44% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/PaddlePaddle/PaddleSeg
```
PyPi (📥 3.6K / month · 📦 2 · ⏱️ 20.04.2022):
```
 pip install paddleseg
```

GluonCV (🥈32 · ⭐ 5.4K) - Gluon CV Toolkit. Apache-2

GitHub (👨‍💻 120 · 🔀 1.2K · 📦 930 · 📋 830 - 7% open · ⏱️ 11.08.2022):
```
 git clone https://github.com/dmlc/gluon-cv
```
PyPi (📥 590K / month · 📦 59 · ⏱️ 07.07.2022):
```
 pip install gluoncv
```

opencv-python (🥈32 · ⭐ 3.1K) - Automated CI toolchain to produce precompiled opencv-python,.. MIT

GitHub (👨‍💻 40 · 🔀 610 · 📋 600 - 8% open · ⏱️ 29.08.2022):
```
 git clone https://github.com/opencv/opencv-python
```
PyPi (📥 6.2M / month · 📦 9.4K · ⏱️ 08.06.2022):
```
 pip install opencv-python
```

deepface (🥈31 · ⭐ 5K) - A Lightweight Face Recognition and Facial Attribute Analysis (Age, Gender,.. MIT

GitHub (👨‍💻 30 · 🔀 1.1K · 📦 900 · 📋 560 - 1% open · ⏱️ 24.10.2022):
```
 git clone https://github.com/serengil/deepface
```
PyPi (📥 69K / month · 📦 3 · ⏱️ 10.05.2022):
```
 pip install deepface
```

imutils (🥈31 · ⭐ 4.2K · 💤) - A series of convenience functions to make basic image processing.. MIT

GitHub (👨‍💻 21 · 🔀 1K · 📦 29K · 📋 230 - 65% open · ⏱️ 27.01.2022):
```
 git clone https://github.com/PyImageSearch/imutils
```
PyPi (📥 350K / month · 📦 780 · ⏱️ 15.01.2021):
```
 pip install imutils
```
Conda (📥 110K · ⏱️ 06.11.2022):
```
 conda install -c conda-forge imutils
```

sahi (🥈29 · ⭐ 2.2K) - Framework agnostic sliced/tiled inference + interactive ui + error analysis.. MIT

GitHub (👨‍💻 19 · 🔀 340 · 📥 9.7K · 📦 190 · ⏱️ 01.12.2022):
```
 git clone https://github.com/obss/sahi
```
PyPi (📥 81K / month · 📦 5 · ⏱️ 25.06.2022):
```
 pip install sahi
```
Conda (📥 23K · ⏱️ 27.11.2022):
```
 conda install -c conda-forge sahi
```

vit-pytorch (🥈28 · ⭐ 12K) - Implementation of Vision Transformer, a simple way to achieve.. MIT

GitHub (👨‍💻 17 · 🔀 2K · 📦 160 · 📋 210 - 47% open · ⏱️ 29.10.2022):
```
 git clone https://github.com/lucidrains/vit-pytorch
```
PyPi (📥 20K / month · 📦 3 · ⏱️ 30.06.2022):
```
 pip install vit-pytorch
```

lightly (🥈28 · ⭐ 1.9K) - A python library for self-supervised learning on images. MIT

GitHub (👨‍💻 20 · 🔀 160 · 📦 68 · 📋 340 - 22% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/lightly-ai/lightly
```
PyPi (📥 3.4K / month · 📦 1 · ⏱️ 05.07.2022):
```
 pip install lightly
```

CellProfiler (🥈28 · ⭐ 730) - An open-source application for biological image analysis. BSD-3

GitHub (👨‍💻 130 · 🔀 330 · 📥 4.2K · 📦 11 · 📋 3.1K - 6% open · ⏱️ 29.11.2022):
```
 git clone https://github.com/CellProfiler/CellProfiler
```
PyPi (📥 470 / month · ⏱️ 22.07.2021):
```
 pip install cellprofiler
```

doctr (🥉27 · ⭐ 1.4K) - docTR (Document Text Recognition) - a seamless, high-.. Apache-2

GitHub (👨‍💻 27 · 🔀 180 · 📥 870K · 📦 41 · 📋 220 - 16% open · ⏱️ 12.10.2022):
```
 git clone https://github.com/mindee/doctr
```
PyPi (📥 4.8K / month · 📦 1 · ⏱️ 22.03.2022):
```
 pip install python-doctr
```

mahotas (🥉27 · ⭐ 780) - Computer Vision in Python. MIT

GitHub (👨‍💻 32 · 🔀 150 · 📦 900 · 📋 82 - 23% open · ⏱️ 14.11.2022):
```
 git clone https://github.com/luispedro/mahotas
```
PyPi (📥 10K / month · 📦 120 · ⏱️ 28.06.2022):
```
 pip install mahotas
```
Conda (📥 350K · ⏱️ 05.11.2022):
```
 conda install -c conda-forge mahotas
```

facenet-pytorch (🥉26 · ⭐ 3.2K · 💤) - Pretrained Pytorch face detection (MTCNN) and facial.. MIT

GitHub (👨‍💻 14 · 🔀 710 · 📥 500K · 📦 930 · 📋 160 - 41% open · ⏱️ 13.12.2021):
```
 git clone https://github.com/timesler/facenet-pytorch
```
PyPi (📥 17K / month · 📦 11 · ⏱️ 10.03.2021):
```
 pip install facenet-pytorch
```

vidgear (🥉26 · ⭐ 2.5K) - A High-performance cross-platform Video Processing Python framework.. Apache-2

GitHub (👨‍💻 13 · 🔀 200 · 📥 680 · 📦 250 · 📋 240 - 3% open · ⏱️ 06.07.2022):
```
 git clone https://github.com/abhiTronix/vidgear
```
PyPi (📥 4.7K / month · 📦 5 · ⏱️ 05.07.2022):
```
 pip install vidgear
```

Augmentor (🥉25 · ⭐ 4.8K) - Image augmentation library in Python for machine learning. MIT

GitHub (👨‍💻 22 · 🔀 850 · 📦 510 · 📋 200 - 63% open · ⏱️ 23.09.2022):
```
 git clone https://github.com/mdbloice/Augmentor
```
PyPi (📥 24K / month · 📦 29 · ⏱️ 27.04.2022):
```
 pip install Augmentor
```

Image Deduplicator (🥉25 · ⭐ 4.3K) - Finding duplicate images made easy!. Apache-2

GitHub (👨‍💻 11 · 🔀 390 · 📦 30 · 📋 120 - 39% open · ⏱️ 15.11.2022):
```
 git clone https://github.com/idealo/imagededup
```
PyPi (📥 1.2K / month · 📦 4 · ⏱️ 22.11.2020):
```
 pip install imagededup
```

segmentation_models (🥉25 · ⭐ 4.1K) - Segmentation models with pretrained backbones. Keras.. MIT

GitHub (👨‍💻 14 · 🔀 940 · 📋 500 - 47% open · ⏱️ 29.07.2022):
```
 git clone https://github.com/qubvel/segmentation_models
```
PyPi (📥 20K / month · 📦 24 · ⏱️ 10.01.2020):
```
 pip install segmentation_models
```

pytorchvideo (🥉25 · ⭐ 2.7K) - A deep learning library for video understanding research. Apache-2

GitHub (👨‍💻 50 · 🔀 310 · 📋 170 - 40% open · ⏱️ 02.11.2022):
```
 git clone https://github.com/facebookresearch/pytorchvideo
```
PyPi (📥 19K / month · 📦 5 · ⏱️ 20.01.2022):
```
 pip install pytorchvideo
```

Norfair (🥉25 · ⭐ 1.7K) - Lightweight Python library for adding real-time multi-object tracking.. BSD-3

GitHub (👨‍💻 22 · 🔀 170 · 📥 230 · 📋 100 - 5% open · ⏱️ 22.11.2022):
```
 git clone https://github.com/tryolabs/norfair
```
PyPi (📥 4.9K / month · 📦 1 · ⏱️ 30.05.2022):
```
 pip install norfair
```

MMF (🥉24 · ⭐ 5.1K) - A modular framework for vision & language multimodal research from.. BSD-3

GitHub (👨‍💻 110 · 🔀 880 · 📦 13 · 📋 670 - 35% open · ⏱️ 19.10.2022):
```
 git clone https://github.com/facebookresearch/mmf
```
PyPi (📥 260 / month · 📦 1 · ⏱️ 12.06.2020):
```
 pip install mmf
```

layout-parser (🥉24 · ⭐ 3.3K) - A Unified Toolkit for Deep Learning Based Document Image.. Apache-2

GitHub (👨‍💻 8 · 🔀 330 · 📦 110 · 📋 110 - 54% open · ⏱️ 06.08.2022):
```
 git clone https://github.com/Layout-Parser/layout-parser
```
PyPi (📥 41K / month · 📦 2 · ⏱️ 06.04.2022):
```
 pip install layoutparser
```

pyvips (🥉24 · ⭐ 460) - python binding for libvips using cffi. MIT

GitHub (👨‍💻 14 · 🔀 42 · 📦 400 · 📋 320 - 37% open · ⏱️ 06.11.2022):
```
 git clone https://github.com/libvips/pyvips
```
PyPi (📥 21K / month · 📦 40 · ⏱️ 12.06.2022):
```
 pip install pyvips
```
Conda (📥 42K · ⏱️ 29.10.2022):
```
 conda install -c conda-forge pyvips
```

deep-daze (🥉23 · ⭐ 4.4K · 💤) - Simple command line tool for text to image generation using.. MIT

GitHub (👨‍💻 14 · 🔀 320 · 📦 47 · 📋 170 - 56% open · ⏱️ 13.03.2022):
```
 git clone https://github.com/lucidrains/deep-daze
```
PyPi (📥 2.2K / month · ⏱️ 13.03.2022):
```
 pip install deep-daze
```

vissl (🥉23 · ⭐ 2.9K) - VISSL is FAIRs library of extensible, modular and scalable components.. MIT

GitHub (👨‍💻 34 · 🔀 290 · 📦 13 · 📋 160 - 37% open · ⏱️ 12.10.2022):
```
 git clone https://github.com/facebookresearch/vissl
```
PyPi (📥 360 / month · 📦 1 · ⏱️ 02.11.2021):
```
 pip install vissl
```

tensorflow-graphics (🥉23 · ⭐ 2.7K) - TensorFlow Graphics: Differentiable Graphics Layers.. Apache-2

GitHub (👨‍💻 37 · 🔀 360 · 📋 230 - 60% open · ⏱️ 11.11.2022):
```
 git clone https://github.com/tensorflow/graphics
```
PyPi (📥 4.8K / month · 📦 5 · ⏱️ 03.12.2021):
```
 pip install tensorflow-graphics
```

icevision (🥉23 · ⭐ 780) - An Agnostic Computer Vision Framework - Pluggable to any Training.. Apache-2

GitHub (👨‍💻 41 · 🔀 130 · 📋 560 - 9% open · ⏱️ 23.11.2022):
```
 git clone https://github.com/airctic/icevision
```
PyPi (📥 3.2K / month · 📦 5 · ⏱️ 10.02.2022):
```
 pip install icevision
```

pycls (🥉21 · ⭐ 2K) - Codebase for Image Classification Research, written in PyTorch. MIT

GitHub (👨‍💻 17 · 🔀 230 · 📦 8 · 📋 81 - 30% open · ⏱️ 12.07.2022):
```
 git clone https://github.com/facebookresearch/pycls
```
PyPi (📥 88K / month · ⏱️ 05.09.2020):
```
 pip install pycls
```

kubric (🥉21 · ⭐ 1.7K) - A data generation pipeline for creating semi-realistic synthetic.. Apache-2

GitHub (👨‍💻 21 · 🔀 150 · 📋 160 - 28% open · ⏱️ 21.09.2022):
```
 git clone https://github.com/google-research/kubric
```
PyPi (📥 2.9K / month · ⏱️ 06.07.2022):
```
 pip install kubric-nightly
```

scenic (🥉21 · ⭐ 1.6K) - Scenic: A Jax Library for Computer Vision Research and Beyond. Apache-2

GitHub (👨‍💻 54 · 🔀 210 · 📦 28 · 📋 90 - 42% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/google-research/scenic
```

Classy Vision (🥉20 · ⭐ 1.5K) - An end-to-end PyTorch framework for image and video.. MIT

GitHub (👨‍💻 77 · 🔀 260 · 📋 120 - 45% open · ⏱️ 27.09.2022):
```
 git clone https://github.com/facebookresearch/ClassyVision
```
PyPi (📥 1K / month · 📦 2 · ⏱️ 09.07.2021):
```
 pip install classy_vision
```

Conda (📥 15K · ⏱️ 22.03.2022):

 conda install -c conda-forge classy_vision

detecto (🥉20 · ⭐ 570 · 💤) - Build fully-functioning computer vision models with PyTorch. MIT

GitHub (👨‍💻 12 · 🔀 98 · 📦 120 · 📋 98 - 37% open · ⏱️ 09.02.2022):
```
 git clone https://github.com/alankbi/detecto
```
PyPi (📥 3.5K / month · 📦 2 · ⏱️ 02.02.2022):
```
 pip install detecto
```
Conda (📥 1.9K · ⏱️ 02.02.2022):
```
 conda install -c conda-forge detecto
```

DE⫶TR (🥉19 · ⭐ 10K · 💤) - End-to-End Object Detection with Transformers. Apache-2

GitHub (👨‍💻 25 · 🔀 1.8K · 📋 470 - 40% open · ⏱️ 07.03.2022):
```
 git clone https://github.com/facebookresearch/detr
```

PySlowFast (🥉19 · ⭐ 5.3K) - PySlowFast: video understanding codebase from FAIR for.. Apache-2

GitHub (👨‍💻 29 · 🔀 1K · 📦 10 · 📋 590 - 54% open · ⏱️ 27.09.2022):
```
 git clone https://github.com/facebookresearch/SlowFast
```
PyPi (📥 21 / month · ⏱️ 15.01.2020):
```
 pip install pyslowfast
```

ffcv (🥉19 · ⭐ 2.3K) - FFCV: Fast Forward Computer Vision (and other ML workloads!). Apache-2

GitHub (👨‍💻 17 · 🔀 130 · 📦 11 · 📋 200 - 26% open · ⏱️ 27.11.2022):
```
 git clone https://github.com/libffcv/ffcv
```
PyPi (📥 690 / month · ⏱️ 28.01.2022):
```
 pip install ffcv
```

Show 16 hidden projects...

glfw (🥈35 · ⭐ 9.9K) - A multi-platform library for OpenGL, OpenGL ES, Vulkan, window and input. ❗️Zlib
imgaug (🥈34 · ⭐ 13K · 💀) - Image augmentation for machine learning experiments. MIT
imageai (🥈30 · ⭐ 7.4K · 💀) - A python library built to empower developers to build applications.. MIT
PyTorch3D (🥈29 · ⭐ 6.8K) - PyTorch3D is FAIRs library of reusable components for.. ❗Unlicensed
Face Alignment (🥉27 · ⭐ 6K · 💀) - 2D and 3D Face alignment library build using pytorch. BSD-3
chainercv (🥉27 · ⭐ 1.5K · 💀) - ChainerCV: a Library for Deep Learning in Computer Vision. MIT
Pillow-SIMD (🥉26 · ⭐ 1.9K) - The friendly PIL fork. ❗️PIL
mtcnn (🥉25 · ⭐ 1.9K · 💀) - MTCNN face detection implementation for TensorFlow, as a PIP.. MIT
Image Super-Resolution (🥉23 · ⭐ 3.9K · 💀) - Super-scale your images and run experiments with.. Apache-2
Luminoth (🥉23 · ⭐ 2.4K · 💀) - Deep Learning toolkit for Computer Vision. BSD-3
nude.py (🥉21 · ⭐ 880 · 💀) - Nudity detection with Python. MIT
image-match (🥉20 · ⭐ 2.8K · 💀) - Quickly search over billions of images. Apache-2
Caer (🥉18 · ⭐ 660 · 💀) - A lightweight Computer Vision library. Scale your models, not boilerplate. MIT
solt (🥉17 · ⭐ 260) - Streaming over lightweight data transformations. MIT
Torch Points 3D (🥉16 · ⭐ 120 · 💤) - Pytorch framework for doing deep learning on point.. BSD-3
HugsVision (🥉14 · ⭐ 170 · 💤) - HugsVision is a easy to use huggingface wrapper for state-of-.. MIT huggingface

Graph Data

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

networkx (🥇44 · ⭐ 12K) - Network Analysis in Python. BSD-3

GitHub (👨‍💻 630 · 🔀 2.8K · 📥 60 · 📦 130K · 📋 3.1K - 12% open · ⏱️ 22.11.2022):
```
 git clone https://github.com/networkx/networkx
```
PyPi (📥 20M / month · 📦 13K · ⏱️ 14.06.2022):
```
 pip install networkx
```
Conda (📥 9M · ⏱️ 02.11.2022):
```
 conda install -c conda-forge networkx
```

PyTorch Geometric (🥇38 · ⭐ 16K) - Graph Neural Network Library for PyTorch. MIT

GitHub (👨‍💻 340 · 🔀 3K · 📋 2.9K - 23% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/pyg-team/pytorch_geometric
```
PyPi (📥 120K / month · 📦 50 · ⏱️ 12.03.2022):
```
 pip install torch-geometric
```

Conda (📥 14K · ⏱️ 19.08.2022):

 conda install -c conda-forge pytorch_geometric

dgl (🥇37 · ⭐ 11K) - Python package built to ease deep learning on graph, on top of existing DL.. Apache-2

GitHub (👨‍💻 240 · 🔀 2.6K · 📦 40 · 📋 2K - 16% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/dmlc/dgl
```
PyPi (📥 35K / month · 📦 46 · ⏱️ 16.03.2022):
```
 pip install dgl
```

ogb (🥈29 · ⭐ 1.5K) - Benchmark datasets, data loaders, and evaluators for graph machine learning. MIT

GitHub (👨‍💻 23 · 🔀 340 · 📦 510 · 📋 240 - 1% open · ⏱️ 02.11.2022):
```
 git clone https://github.com/snap-stanford/ogb
```
PyPi (📥 22K / month · 📦 18 · ⏱️ 23.02.2022):
```
 pip install ogb
```
Conda (📥 15K · ⏱️ 03.11.2022):
```
 conda install -c conda-forge ogb
```

Paddle Graph Learning (🥈28 · ⭐ 1.4K) - Paddle Graph Learning (PGL) is an efficient and.. Apache-2

GitHub (👨‍💻 30 · 🔀 280 · 📦 35 · 📋 160 - 36% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/PaddlePaddle/PGL
```
PyPi (📥 1.6K / month · 📦 2 · ⏱️ 21.04.2022):
```
 pip install pgl
```

pygraphistry (🥈27 · ⭐ 1.8K) - PyGraphistry is a Python library to quickly load, shape,.. BSD-3

GitHub (👨‍💻 31 · 🔀 190 · 📦 80 · 📋 250 - 47% open · ⏱️ 29.11.2022):
```
 git clone https://github.com/graphistry/pygraphistry
```
PyPi (📥 2.4K / month · 📦 4 · ⏱️ 02.07.2022):
```
 pip install graphistry
```

Spektral (🥈26 · ⭐ 2.2K) - Graph Neural Networks with Keras and Tensorflow 2. MIT

GitHub (👨‍💻 24 · 🔀 320 · 📦 160 · 📋 240 - 19% open · ⏱️ 19.10.2022):
```
 git clone https://github.com/danielegrattarola/spektral
```
PyPi (📥 5.1K / month · 📦 3 · ⏱️ 09.04.2022):
```
 pip install spektral
```

pytorch_geometric_temporal (🥈25 · ⭐ 1.8K) - PyTorch Geometric Temporal: Spatiotemporal Signal.. MIT

GitHub (👨‍💻 24 · 🔀 260 · 📋 130 - 6% open · ⏱️ 25.10.2022):

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

PyPi (📥 3.1K / month · 📦 2 · ⏱️ 04.04.2022):
```
 pip install torch-geometric-temporal
```

PyKEEN (🥈25 · ⭐ 1.1K) - A Python library for learning and evaluating knowledge graph embeddings. MIT

GitHub (👨‍💻 33 · 🔀 140 · 📥 140 · 📋 460 - 16% open · ⏱️ 20.11.2022):
```
 git clone https://github.com/pykeen/pykeen
```
PyPi (📥 2.8K / month · 📦 3 · ⏱️ 24.05.2022):
```
 pip install pykeen
```

PyTorch-BigGraph (🥈24 · ⭐ 3.1K) - Generate embeddings from large-scale graph-structured.. BSD-3

GitHub (👨‍💻 28 · 🔀 420 · 📥 140 · 📋 190 - 28% open · ⏱️ 09.09.2022):
```
 git clone https://github.com/facebookresearch/PyTorch-BigGraph
```
PyPi (📥 220K / month · 📦 3 · ⏱️ 01.05.2019):
```
 pip install torchbiggraph
```

Node2Vec (🥉23 · ⭐ 990) - Implementation of the node2vec algorithm. MIT

GitHub (👨‍💻 12 · 🔀 220 · 📋 83 - 1% open · ⏱️ 19.10.2022):
```
 git clone https://github.com/eliorc/node2vec
```
PyPi (📥 98K / month · 📦 16 · ⏱️ 30.04.2022):
```
 pip install node2vec
```
Conda (📥 23K · ⏱️ 25.04.2020):
```
 conda install -c conda-forge node2vec
```

torch-cluster (🥉22 · ⭐ 590) - PyTorch Extension Library of Optimized Graph Cluster.. MIT

GitHub (👨‍💻 26 · 🔀 110 · 📋 120 - 20% open · ⏱️ 29.11.2022):
```
 git clone https://github.com/rusty1s/pytorch_cluster
```
PyPi (📥 14K / month · 📦 30 · ⏱️ 11.03.2022):
```
 pip install torch-cluster
```

Conda (📥 48K · ⏱️ 25.10.2022):

 conda install -c conda-forge pytorch_cluster

graph4nlp (🥉21 · ⭐ 1.5K) - Graph4nlp is the library for the easy use of Graph Neural.. Apache-2

GitHub (👨‍💻 27 · 🔀 180 · 📋 170 - 6% open · ⏱️ 13.11.2022):
```
 git clone https://github.com/graph4ai/graph4nlp
```
PyPi (📥 150 / month · ⏱️ 20.01.2022):
```
 pip install graph4nlp
```

jraph (🥉19 · ⭐ 1.1K) - A Graph Neural Network Library in Jax. Apache-2

GitHub (👨‍💻 17 · 🔀 66 · 📦 37 · 📋 41 - 36% open · ⏱️ 31.08.2022):
```
 git clone https://github.com/deepmind/jraph
```
PyPi (📥 3.2K / month · 📦 2 · ⏱️ 06.06.2022):
```
 pip install jraph
```
Conda (📥 1.2K · ⏱️ 31.10.2021):
```
 conda install -c conda-forge jraph
```

kglib (🥉18 · ⭐ 530) - TypeDB-ML is the Machine Learning integrations library for TypeDB. Apache-2

GitHub (👨‍💻 11 · 🔀 94 · 📥 210 · 📋 61 - 18% open · ⏱️ 09.11.2022):
```
 git clone https://github.com/vaticle/kglib
```
PyPi (📥 26 / month · ⏱️ 19.08.2020):
```
 pip install grakn-kglib
```

GraphEmbedding (🥉16 · ⭐ 3.1K) - Implementation and experiments of graph embedding algorithms. MIT

GitHub (👨‍💻 9 · 🔀 890 · 📦 22 · 📋 70 - 64% open · ⏱️ 21.06.2022):
```
 git clone https://github.com/shenweichen/GraphEmbedding
```

OpenKE (🥉15 · ⭐ 3.3K) - An Open-Source Package for Knowledge Embedding (KE). MIT

GitHub (👨‍💻 11 · 🔀 920 · 📋 360 - 1% open · ⏱️ 03.11.2022):
```
 git clone https://github.com/thunlp/OpenKE
```

GraphGym (🥉15 · ⭐ 1.2K) - Platform for designing and evaluating Graph Neural Networks (GNN). MIT

GitHub (👨‍💻 5 · 🔀 140 · 📥 18 · 📦 2 · 📋 35 - 22% open · ⏱️ 25.08.2022):
```
 git clone https://github.com/snap-stanford/GraphGym
```
PyPi (📥 53 / month · ⏱️ 24.03.2022):
```
 pip install graphgym
```

AutoGL (🥉15 · ⭐ 860 · 💤) - An autoML framework & toolkit for machine learning on graphs. Apache-2

GitHub (👨‍💻 13 · 🔀 100 · 📋 26 - 42% open · ⏱️ 19.04.2022):
```
 git clone https://github.com/THUMNLab/AutoGL
```
PyPi (📥 4 / month · ⏱️ 23.12.2020):
```
 pip install auto-graph-learning
```

OpenNE (🥉14 · ⭐ 1.6K) - An Open-Source Package for Network Embedding (NE). MIT

GitHub (👨‍💻 11 · 🔀 480 · 📋 100 - 4% open · ⏱️ 02.11.2022):
```
 git clone https://github.com/thunlp/OpenNE
```

ptgnn (🥉13 · ⭐ 360 · 💤) - A PyTorch Graph Neural Network Library. MIT

GitHub (👨‍💻 7 · 🔀 40 · 📦 1 · 📋 7 - 28% open · ⏱️ 01.02.2022):
```
 git clone https://github.com/microsoft/ptgnn
```
PyPi (📥 34 / month · ⏱️ 21.10.2021):
```
 pip install ptgnn
```

Show 15 hidden projects...

igraph (🥇32 · ⭐ 1K) - Python interface for igraph. ❗️GPL-2.0
StellarGraph (🥈28 · ⭐ 2.6K · 💀) - StellarGraph - Machine Learning on Graphs. Apache-2
pygal (🥈27 · ⭐ 2.5K · 💀) - PYthon svg GrAph plotting Library. ❗️LGPL-3.0
Karate Club (🥈26 · ⭐ 1.8K) - Karate Club: An API Oriented Open-source Python Framework for.. ❗️GPL-3.0
AmpliGraph (🥈24 · ⭐ 1.9K · 💀) - Python library for Representation Learning on Knowledge.. Apache-2
DIG (🥉23 · ⭐ 1.3K) - A library for graph deep learning research. ❗️GPL-3.0
DeepWalk (🥉21 · ⭐ 2.5K · 💀) - DeepWalk - Deep Learning for Graphs. ❗️GPL-3.0
graph-nets (🥉20 · ⭐ 5.2K · 💀) - Build Graph Nets in Tensorflow. Apache-2
deepsnap (🥉19 · ⭐ 450 · 💀) - Python library assists deep learning on graphs. MIT
pyRDF2Vec (🥉18 · ⭐ 170) - Python Implementation and Extension of RDF2Vec. MIT
Sematch (🥉17 · ⭐ 400 · 💀) - semantic similarity framework for knowledge graph. Apache-2
DeepGraph (🥉17 · ⭐ 270 · 💀) - Analyze Data with Pandas-based Networks. Documentation:. BSD-3
Euler (🥉16 · ⭐ 2.8K · 💀) - A distributed graph deep learning framework. Apache-2
GraphSAGE (🥉15 · ⭐ 2.9K · 💀) - Representation learning on large graphs using stochastic.. MIT
GraphVite (🥉13 · ⭐ 1.1K · 💀) - GraphVite: A General and High-performance Graph Embedding.. Apache-2

Audio Data

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

espnet (🥇36 · ⭐ 5.8K) - End-to-End Speech Processing Toolkit. Apache-2

GitHub (👨‍💻 310 · 🔀 1.7K · 📥 77 · 📦 95 · 📋 2K - 18% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/espnet/espnet
```
PyPi (📥 10K / month · 📦 3 · ⏱️ 28.05.2022):
```
 pip install espnet
```

speechbrain (🥇34 · ⭐ 4.9K) - A PyTorch-based Speech Toolkit. Apache-2

GitHub (👨‍💻 190 · 🔀 930 · 📦 330 · 📋 900 - 22% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/speechbrain/speechbrain
```
PyPi (📥 20K / month · 📦 3 · ⏱️ 26.06.2022):
```
 pip install speechbrain
```

torchaudio (🥇34 · ⭐ 1.9K) - Data manipulation and transformation for audio signal.. BSD-2

GitHub (👨‍💻 180 · 🔀 490 · 📋 740 - 26% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/pytorch/audio
```
PyPi (📥 570K / month · 📦 160 · ⏱️ 28.06.2022):
```
 pip install torchaudio
```

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

GitHub (👨‍💻 150 · 🔀 3.7K · 📦 390 · 📋 940 - 37% open · ⏱️ 04.10.2022):
```
 git clone https://github.com/magenta/magenta
```
PyPi (📥 5.9K / month · 📦 38 · ⏱️ 12.11.2020):
```
 pip install magenta
```

librosa (🥈33 · ⭐ 5.5K) - Python library for audio and music analysis. ISC

GitHub (👨‍💻 110 · 🔀 850 · 📋 1K - 4% open · ⏱️ 22.11.2022):
```
 git clone https://github.com/librosa/librosa
```
PyPi (📥 1.2M / month · 📦 1.2K · ⏱️ 27.06.2022):
```
 pip install librosa
```
Conda (📥 550K · ⏱️ 27.06.2022):
```
 conda install -c conda-forge librosa
```

SpeechRecognition (🥈32 · ⭐ 6.6K) - Speech recognition module for Python, supporting several.. BSD-3

GitHub (👨‍💻 48 · 🔀 2.2K · 📋 540 - 47% open · ⏱️ 07.11.2022):
```
 git clone https://github.com/Uberi/speech_recognition
```
PyPi (📥 410K / month · 📦 720 · ⏱️ 05.12.2017):
```
 pip install SpeechRecognition
```

Conda (📥 150K · ⏱️ 15.11.2022):

 conda install -c conda-forge speechrecognition

Pydub (🥈32 · ⭐ 6.5K) - Manipulate audio with a simple and easy high level interface. MIT

GitHub (👨‍💻 94 · 🔀 860 · 📦 16K · 📋 530 - 50% open · ⏱️ 15.10.2022):
```
 git clone https://github.com/jiaaro/pydub
```
PyPi (📥 3.6M / month · 📦 900 · ⏱️ 10.03.2021):
```
 pip install pydub
```
Conda (📥 34K · ⏱️ 13.03.2021):
```
 conda install -c conda-forge pydub
```

spleeter (🥈29 · ⭐ 21K) - Deezer source separation library including pretrained models. MIT

GitHub (👨‍💻 19 · 🔀 2.3K · 📥 2M · 📋 710 - 23% open · ⏱️ 25.11.2022):
```
 git clone https://github.com/deezer/spleeter
```
PyPi (📥 8.6K / month · 📦 5 · ⏱️ 10.06.2022):
```
 pip install spleeter
```
Conda (📥 71K · ⏱️ 30.06.2020):
```
 conda install -c conda-forge spleeter
```

Coqui TTS (🥈28 · ⭐ 7.2K) - - a deep learning toolkit for Text-to-Speech, battle-.. MPL-2.0

GitHub (👨‍💻 110 · 🔀 780 · 📥 360K · 📋 450 - 4% open · ⏱️ 21.11.2022):
```
 git clone https://github.com/coqui-ai/TTS
```
PyPi (📥 8.4K / month · 📦 5 · ⏱️ 21.06.2022):
```
 pip install tts
```
Conda (📥 5.7K · ⏱️ 15.12.2021):
```
 conda install -c conda-forge tts
```

pyAudioAnalysis (🥈28 · ⭐ 5K) - Python Audio Analysis Library: Feature Extraction,.. Apache-2

GitHub (👨‍💻 27 · 🔀 1.1K · 📦 320 · 📋 300 - 59% open · ⏱️ 18.09.2022):
```
 git clone https://github.com/tyiannak/pyAudioAnalysis
```
PyPi (📥 8.6K / month · 📦 19 · ⏱️ 07.02.2022):
```
 pip install pyAudioAnalysis
```

python-soundfile (🥈28 · ⭐ 500) - SoundFile is an audio library based on libsndfile, CFFI, and.. BSD-3

GitHub (👨‍💻 28 · 🔀 82 · 📥 7.6K · 📦 16K · 📋 190 - 41% open · ⏱️ 27.09.2022):
```
 git clone https://github.com/bastibe/python-soundfile
```
PyPi (📥 970K / month · ⏱️ 27.09.2022):
```
 pip install soundfile
```
Conda:
```
 conda install -c anaconda pysoundfile
```

audioread (🥈28 · ⭐ 410) - cross-library (GStreamer + Core Audio + MAD + FFmpeg) audio decoding.. MIT

GitHub (👨‍💻 23 · 🔀 100 · 📋 85 - 40% open · ⏱️ 18.11.2022):
```
 git clone https://github.com/beetbox/audioread
```
PyPi (📥 1.2M / month · 📦 330 · ⏱️ 20.10.2020):
```
 pip install audioread
```

Conda (📥 540K · ⏱️ 29.10.2022):

 conda install -c conda-forge audioread

Porcupine (🥉27 · ⭐ 2.8K) - On-device wake word detection powered by deep learning. Apache-2

GitHub (👨‍💻 31 · 🔀 400 · 📦 10 · 📋 410 - 0% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/Picovoice/Porcupine
```
PyPi (📥 1.3K / month · 📦 11 · ⏱️ 28.06.2022):
```
 pip install pvporcupine
```

audiomentations (🥉27 · ⭐ 1.2K) - A Python library for audio data augmentation. Inspired by.. MIT

GitHub (👨‍💻 23 · 🔀 150 · 📦 190 · 📋 140 - 28% open · ⏱️ 07.11.2022):
```
 git clone https://github.com/iver56/audiomentations
```
PyPi (📥 4.4K / month · 📦 1 · ⏱️ 15.06.2022):
```
 pip install audiomentations
```

Madmom (🥉26 · ⭐ 1K · 💤) - Python audio and music signal processing library. BSD-3

GitHub (👨‍💻 20 · 🔀 160 · 📦 240 · 📋 270 - 22% open · ⏱️ 06.01.2022):
```
 git clone https://github.com/CPJKU/madmom
```
PyPi (📥 4.7K / month · 📦 27 · ⏱️ 14.11.2018):
```
 pip install madmom
```

tinytag (🥉26 · ⭐ 570) - Read audio and music meta data and duration of MP3, OGG, OPUS, MP4, M4A,.. MIT

GitHub (👨‍💻 25 · 🔀 90 · 📦 630 · 📋 96 - 14% open · ⏱️ 04.11.2022):
```
 git clone https://github.com/devsnd/tinytag
```
PyPi (📥 19K / month · 📦 70 · ⏱️ 12.03.2022):
```
 pip install tinytag
```

DDSP (🥉25 · ⭐ 2.3K) - DDSP: Differentiable Digital Signal Processing. Apache-2

GitHub (👨‍💻 31 · 🔀 270 · 📦 32 · 📋 150 - 20% open · ⏱️ 04.10.2022):
```
 git clone https://github.com/magenta/ddsp
```
PyPi (📥 3.2K / month · 📦 1 · ⏱️ 25.05.2022):
```
 pip install ddsp
```
Conda (📥 12K · ⏱️ 08.06.2020):
```
 conda install -c conda-forge ddsp
```

kapre (🥉22 · ⭐ 870) - kapre: Keras Audio Preprocessors. MIT

GitHub (👨‍💻 13 · 🔀 140 · 📥 22 · 📦 1.9K · 📋 95 - 13% open · ⏱️ 04.07.2022):
```
 git clone https://github.com/keunwoochoi/kapre
```
PyPi (📥 3.8K / month · 📦 14 · ⏱️ 21.01.2022):
```
 pip install kapre
```

nnAudio (🥉21 · ⭐ 760) - Audio processing by using pytorch 1D convolution network. MIT

GitHub (👨‍💻 13 · 🔀 72 · 📦 70 · 📋 53 - 22% open · ⏱️ 09.10.2022):
```
 git clone https://github.com/KinWaiCheuk/nnAudio
```
PyPi (📥 2.7K / month · 📦 1 · ⏱️ 24.12.2021):
```
 pip install nnAudio
```

Julius (🥉17 · ⭐ 300) - Fast PyTorch based DSP for audio and 1D signals. MIT

GitHub (👨‍💻 2 · 🔀 19 · 📦 180 · 📋 11 - 18% open · ⏱️ 19.09.2022):
```
 git clone https://github.com/adefossez/julius
```
PyPi (📥 30K / month · 📦 5 · ⏱️ 20.10.2021):
```
 pip install julius
```

Show 9 hidden projects...

DeepSpeech (🥇35 · ⭐ 21K · 💀) - DeepSpeech is an open source embedded (offline, on-.. MPL-2.0
aubio (🥈28 · ⭐ 2.8K · 💤) - a library for audio and music analysis. ❗️GPL-3.0
Essentia (🥉26 · ⭐ 2.2K) - C++ library for audio and music analysis, description and.. ❗️AGPL-3.0
python_speech_features (🥉23 · ⭐ 2.2K · 💀) - This library provides common speech features for ASR.. MIT
Dejavu (🥉22 · ⭐ 5.9K · 💀) - Audio fingerprinting and recognition in Python. MIT
TTS (🥉21 · ⭐ 6.4K · 💀) - Deep learning for Text to Speech (Discussion forum:.. MPL-2.0
TimeSide (🥉21 · ⭐ 340) - Scalable audio processing framework written in Python with a.. ❗️AGPL-3.0
Muda (🥉17 · ⭐ 210 · 💀) - A library for augmenting annotated audio data. ISC
textlesslib (🥉9 · ⭐ 380 · 💤) - Library for Textless Spoken Language Processing. 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 · ⭐ 10K) - WebGL2 powered visualization framework. MIT

GitHub (👨‍💻 210 · 🔀 1.9K · 📦 5K · 📋 2.6K - 7% open · ⏱️ 23.11.2022):
```
 git clone https://github.com/visgl/deck.gl
```
PyPi (📥 950K / month · 📦 24 · ⏱️ 25.10.2021):
```
 pip install pydeck
```
Conda (📥 240K · ⏱️ 04.11.2022):
```
 conda install -c conda-forge pydeck
```
npm (📥 350K / month · 📦 420 · ⏱️ 15.11.2022):
```
 npm install deck.gl
```

folium (🥇39 · ⭐ 6K) - Python Data. Leaflet.js Maps. MIT

GitHub (👨‍💻 150 · 🔀 2.1K · 📦 19K · 📋 1.2K - 21% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/python-visualization/folium
```
PyPi (📥 860K / month · 📦 680 · ⏱️ 19.11.2021):
```
 pip install folium
```
Conda (📥 1.4M · ⏱️ 07.10.2022):
```
 conda install -c conda-forge folium
```

Rasterio (🥇38 · ⭐ 1.8K) - Rasterio reads and writes geospatial raster datasets. BSD-3

GitHub (👨‍💻 140 · 🔀 490 · 📥 760 · 📦 5.9K · 📋 1.6K - 9% open · ⏱️ 29.11.2022):
```
 git clone https://github.com/rasterio/rasterio
```
PyPi (📥 1.4M / month · 📦 800 · ⏱️ 06.07.2022):
```
 pip install rasterio
```
Conda (📥 1.9M · ⏱️ 17.11.2022):
```
 conda install -c conda-forge rasterio
```

Shapely (🥈37 · ⭐ 3.1K) - Manipulation and analysis of geometric objects. BSD-3

GitHub (👨‍💻 140 · 🔀 490 · 📥 340 · 📦 36K · 📋 970 - 18% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/shapely/shapely
```
PyPi (📥 7.9M / month · ⏱️ 03.08.2022):
```
 pip install shapely
```
Conda (📥 5M · ⏱️ 26.11.2022):
```
 conda install -c conda-forge shapely
```

pyproj (🥈37 · ⭐ 820 · 📈) - Python interface to PROJ (cartographic projections and coordinate.. MIT

GitHub (👨‍💻 57 · 🔀 190 · 📦 17K · 📋 530 - 3% open · ⏱️ 28.11.2022):
```
 git clone https://github.com/pyproj4/pyproj
```
PyPi (📥 5M / month · 📦 1.7K · ⏱️ 22.04.2022):
```
 pip install pyproj
```
Conda (📥 4.8M · ⏱️ 28.10.2022):
```
 conda install -c conda-forge pyproj
```

geopy (🥈36 · ⭐ 3.8K) - Geocoding library for Python. MIT

GitHub (👨‍💻 130 · 🔀 600 · 📋 270 - 9% open · ⏱️ 13.11.2022):
```
 git clone https://github.com/geopy/geopy
```
PyPi (📥 4.5M / month · 📦 3.9K · ⏱️ 11.07.2021):
```
 pip install geopy
```
Conda (📥 880K · ⏱️ 13.11.2022):
```
 conda install -c conda-forge geopy
```

GeoPandas (🥈36 · ⭐ 3.4K) - Python tools for geographic data. BSD-3

GitHub (👨‍💻 180 · 🔀 760 · 📥 1.7K · 📋 1.4K - 31% open · ⏱️ 24.11.2022):
```
 git clone https://github.com/geopandas/geopandas
```
PyPi (📥 2.9M / month · 📦 1.2K · ⏱️ 21.06.2022):
```
 pip install geopandas
```

Conda (📥 2.2M · ⏱️ 04.11.2022):

 conda install -c conda-forge geopandas

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

GitHub (👨‍💻 81 · 🔀 350 · 📦 3.2K · 📋 540 - 39% open · ⏱️ 27.10.2022):
```
 git clone https://github.com/jupyter-widgets/ipyleaflet
```
PyPi (📥 160K / month · 📦 110 · ⏱️ 07.07.2022):
```
 pip install ipyleaflet
```

Conda (📥 930K · ⏱️ 19.10.2022):

 conda install -c conda-forge ipyleaflet

npm (📥 57K / month · 📦 3 · ⏱️ 19.10.2022):
```
 npm install jupyter-leaflet
```

Fiona (🥈33 · ⭐ 980 · 💤) - Fiona reads and writes geographic data files. BSD-3

GitHub (👨‍💻 66 · 🔀 190 · 📦 10K · 📋 710 - 12% open · ⏱️ 01.03.2022):
```
 git clone https://github.com/Toblerity/Fiona
```
PyPi (📥 3M / month · 📦 790 · ⏱️ 10.06.2022):
```
 pip install fiona
```
Conda (📥 3.7M · ⏱️ 04.11.2022):
```
 conda install -c conda-forge fiona
```

ArcGIS API (🥉28 · ⭐ 1.5K) - Documentation and samples for ArcGIS API for Python. Apache-2

GitHub (👨‍💻 82 · 🔀 940 · 📥 6.4K · 📋 540 - 10% open · ⏱️ 17.11.2022):
```
 git clone https://github.com/Esri/arcgis-python-api
```
PyPi (📥 55K / month · 📦 26 · ⏱️ 02.06.2022):
```
 pip install arcgis
```

Docker Hub (📥 7.5K · ⭐ 37 · ⏱️ 17.06.2022):

 docker pull esridocker/arcgis-api-python-notebook

geojson (🥉28 · ⭐ 760) - Python bindings and utilities for GeoJSON. BSD-3

GitHub (👨‍💻 50 · 🔀 100 · 📦 11K · 📋 87 - 26% open · ⏱️ 13.11.2022):
```
 git clone https://github.com/jazzband/geojson
```
PyPi (📥 860K / month · 📦 1.1K · ⏱️ 09.08.2019):
```
 pip install geojson
```
Conda (📥 620K · ⏱️ 11.08.2019):
```
 conda install -c conda-forge geojson
```

PySAL (🥉26 · ⭐ 1.1K) - PySAL: Python Spatial Analysis Library Meta-Package. BSD-3

GitHub (👨‍💻 77 · 🔀 270 · 📋 610 - 1% open · ⏱️ 23.07.2022):
```
 git clone https://github.com/pysal/pysal
```
PyPi (📥 20K / month · 📦 32 · ⏱️ 30.01.2022):
```
 pip install pysal
```
Conda (📥 460K · ⏱️ 01.08.2022):
```
 conda install -c conda-forge pysal
```

GeoViews (🥉26 · ⭐ 440) - Simple, concise geographical visualization in Python. BSD-3

GitHub (👨‍💻 28 · 🔀 68 · 📦 510 · 📋 310 - 35% open · ⏱️ 18.11.2022):
```
 git clone https://github.com/holoviz/geoviews
```
PyPi (📥 7.5K / month · 📦 28 · ⏱️ 08.03.2022):
```
 pip install geoviews
```
Conda (📥 140K · ⏱️ 08.03.2022):
```
 conda install -c conda-forge geoviews
```

EarthPy (🥉25 · ⭐ 410 · 💤) - A package built to support working with spatial data using open.. BSD-3

GitHub (👨‍💻 41 · 🔀 140 · 📦 180 · 📋 230 - 8% open · ⏱️ 20.12.2021):
```
 git clone https://github.com/earthlab/earthpy
```
PyPi (📥 6.4K / month · 📦 7 · ⏱️ 01.10.2021):
```
 pip install earthpy
```
Conda (📥 55K · ⏱️ 04.10.2021):
```
 conda install -c conda-forge earthpy
```

Show 8 hidden projects...

Geocoder (🥉32 · ⭐ 1.5K · 💀) - Python Geocoder. MIT
Satpy (🥉30 · ⭐ 880) - Python package for earth-observing satellite data processing. ❗️GPL-3.0
Sentinelsat (🥉26 · ⭐ 830) - Search and download Copernicus Sentinel satellite images. ❗️GPL-3.0
pymap3d (🥉26 · ⭐ 290 · 📈) - pure-Python (Numpy optional) 3D coordinate conversions for geospace.. BSD-2
prettymaps (🥉23 · ⭐ 8.9K) - A small set of Python functions to draw pretty maps from.. ❗️AGPL-3.0
gmaps (🥉23 · ⭐ 750 · 💀) - Google maps for Jupyter notebooks. BSD-3
Mapbox GL (🥉23 · ⭐ 620 · 💀) - Use Mapbox GL JS to visualize data in a Python Jupyter notebook. MIT
geoplotlib (🥉21 · ⭐ 980 · 💀) - python toolbox for visualizing geographical data and making maps. MIT

Financial Data

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

yfinance (🥇37 · ⭐ 8K) - Download market data from Yahoo! Finances API. Apache-2

GitHub (👨‍💻 65 · 🔀 1.7K · 📦 15K · 📋 900 - 49% open · ⏱️ 27.11.2022):
```
 git clone https://github.com/ranaroussi/yfinance
```
PyPi (📥 570K / month · 📦 140 · ⏱️ 16.06.2022):
```
 pip install yfinance
```
Conda (📥 63K · ⏱️ 10.07.2021):
```
 conda install -c ranaroussi yfinance
```

Qlib (🥇30 · ⭐ 10K) - Qlib is an AI-oriented quantitative investment platform, which aims to.. MIT

GitHub (👨‍💻 110 · 🔀 1.8K · 📥 330 · 📦 30 · 📋 690 - 32% open · ⏱️ 29.11.2022):
```
 git clone https://github.com/microsoft/qlib
```
PyPi (📥 2.9K / month · ⏱️ 15.06.2022):
```
 pip install pyqlib
```

ta (🥇30 · ⭐ 3.4K) - Technical Analysis Library using Pandas and Numpy. MIT

GitHub (👨‍💻 29 · 🔀 740 · 📦 1.5K · 📋 220 - 54% open · ⏱️ 23.08.2022):
```
 git clone https://github.com/bukosabino/ta
```
PyPi (📥 110K / month · 📦 34 · ⏱️ 16.04.2022):
```
 pip install ta
```
Conda (📥 9.2K · ⏱️ 23.08.2022):
```
 conda install -c conda-forge ta
```

IB-insync (🥈29 · ⭐ 2K) - Python sync/async framework for Interactive Brokers API. BSD-2

GitHub (👨‍💻 33 · 🔀 510 · 📋 440 - 1% open · ⏱️ 29.11.2022):
```
 git clone https://github.com/erdewit/ib_insync
```
PyPi (📥 11K / month · 📦 22 · ⏱️ 28.11.2021):
```
 pip install ib_insync
```

Conda (📥 24K · ⏱️ 27.11.2022):

 conda install -c conda-forge ib-insync

ffn (🥈27 · ⭐ 1.4K) - ffn - a financial function library for Python. MIT

GitHub (👨‍💻 28 · 🔀 230 · 📦 250 · 📋 100 - 19% open · ⏱️ 22.11.2022):
```
 git clone https://github.com/pmorissette/ffn
```
PyPi (📥 200K / month · 📦 25 · ⏱️ 21.04.2021):
```
 pip install ffn
```
Conda (📥 2.1K · ⏱️ 22.04.2021):
```
 conda install -c conda-forge ffn
```

bt (🥉26 · ⭐ 1.5K) - bt - flexible backtesting for Python. MIT

GitHub (👨‍💻 27 · 🔀 340 · 📦 160 · 📋 310 - 22% open · ⏱️ 22.11.2022):
```
 git clone https://github.com/pmorissette/bt
```
PyPi (📥 5.9K / month · 📦 21 · ⏱️ 21.04.2021):
```
 pip install bt
```
Conda (📥 10K · ⏱️ 12.11.2022):
```
 conda install -c conda-forge bt
```

TensorTrade (🥉24 · ⭐ 4K) - An open source reinforcement learning framework for training,.. Apache-2

GitHub (👨‍💻 61 · 🔀 930 · 📦 37 · 📋 240 - 17% open · ⏱️ 23.08.2022):
```
 git clone https://github.com/tensortrade-org/tensortrade
```
PyPi (📥 440 / month · 📦 1 · ⏱️ 10.05.2021):
```
 pip install tensortrade
```

Conda (📥 2K · ⏱️ 10.05.2021):

 conda install -c conda-forge tensortrade

stockstats (🥉24 · ⭐ 1.1K) - Supply a wrapper ``StockDataFrame`` based on the.. BSD-3

GitHub (👨‍💻 9 · 🔀 270 · 📦 570 · 📋 95 - 16% open · ⏱️ 19.11.2022):
```
 git clone https://github.com/jealous/stockstats
```
PyPi (📥 7.6K / month · 📦 29 · ⏱️ 07.01.2022):
```
 pip install stockstats
```

Crypto Signals (🥉23 · ⭐ 4.2K) - Github.com/CryptoSignal - Trading & Technical Analysis Bot -.. MIT

GitHub (👨‍💻 28 · 🔀 1.2K · 📋 260 - 22% open · ⏱️ 09.08.2022):
```
 git clone https://github.com/CryptoSignal/crypto-signal
```
Docker Hub (📥 140K · ⭐ 8 · ⏱️ 03.09.2020):
```
 docker pull shadowreaver/crypto-signal
```

tf-quant-finance (🥉22 · ⭐ 3.4K) - High-performance TensorFlow library for quantitative.. Apache-2

GitHub (👨‍💻 43 · 🔀 470 · 📋 50 - 50% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/google/tf-quant-finance
```
PyPi (📥 1K / month · 📦 2 · ⏱️ 31.05.2022):
```
 pip install tf-quant-finance
```

finmarketpy (🥉19 · ⭐ 3K · 💤) - Python library for backtesting trading strategies & analyzing.. Apache-2

GitHub (👨‍💻 14 · 🔀 450 · 📥 42 · 📦 5 · 📋 26 - 88% open · ⏱️ 05.04.2022):
```
 git clone https://github.com/cuemacro/finmarketpy
```
PyPi (📥 69 / month · ⏱️ 07.10.2021):
```
 pip install finmarketpy
```

Show 14 hidden projects...

zipline (🥇33 · ⭐ 16K · 💀) - Zipline, a Pythonic Algorithmic Trading Library. Apache-2
backtrader (🥈29 · ⭐ 9.6K · 💀) - Python Backtesting library for trading strategies. ❗️GPL-3.0
pyfolio (🥈29 · ⭐ 4.7K · 💀) - Portfolio and risk analytics in Python. Apache-2
arch (🥈28 · ⭐ 1K) - ARCH models in Python. ❗️NCSA
Alpha Vantage (🥈27 · ⭐ 3.8K · 💀) - A python wrapper for Alpha Vantage API for financial data. MIT
Alphalens (🥈27 · ⭐ 2.5K · 💀) - Performance analysis of predictive (alpha) stock factors. Apache-2
empyrical (🥉26 · ⭐ 1K · 💀) - Common financial risk and performance metrics. Used by zipline.. Apache-2
Enigma Catalyst (🥉25 · ⭐ 2.4K · 💀) - An Algorithmic Trading Library for Crypto-Assets in.. Apache-2
PyAlgoTrade (🥉24 · ⭐ 3.8K · 💀) - Python Algorithmic Trading Library. Apache-2
FinTA (🥉23 · ⭐ 1.8K) - Common financial technical indicators implemented in Pandas. ❗️LGPL-3.0
Backtesting.py (🥉22 · ⭐ 3K · 📈) - Backtest trading strategies in Python. ❗️AGPL-3.0
FinQuant (🥉18 · ⭐ 870 · 💀) - A program for financial portfolio management, analysis and.. MIT
surpriver (🥉12 · ⭐ 1.5K · 💀) - Find big moving stocks before they move using machine.. ❗️GPL-3.0
pyrtfolio (🥉7 · ⭐ 120 · 💀) - 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.

Prophet (🥇36 · ⭐ 15K) - Tool for producing high quality forecasts for time series data that has.. MIT

GitHub (👨‍💻 160 · 🔀 4.3K · 📥 1.1K · 📋 1.9K - 14% open · ⏱️ 21.09.2022):
```
 git clone https://github.com/facebook/prophet
```
PyPi (📥 1.5M / month · 📦 130 · ⏱️ 05.09.2020):
```
 pip install fbprophet
```
Conda (📥 220K · ⏱️ 10.09.2022):
```
 conda install -c conda-forge prophet
```

sktime (🥇35 · ⭐ 5.9K) - A unified framework for machine learning with time series. BSD-3

GitHub (👨‍💻 200 · 🔀 970 · 📥 76 · 📦 720 · 📋 1.5K - 32% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/alan-turing-institute/sktime
```
PyPi (📥 380K / month · 📦 26 · ⏱️ 29.06.2022):
```
 pip install sktime
```

Conda (📥 96K · ⏱️ 05.10.2022):

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

NeuralProphet (🥇33 · ⭐ 2.7K) - NeuralProphet: A simple forecasting package. MIT

GitHub (👨‍💻 33 · 🔀 360 · 📦 150 · 📋 380 - 26% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/ourownstory/neural_prophet
```
PyPi (📥 91K / month · ⏱️ 22.03.2022):
```
 pip install neuralprophet
```

pmdarima (🥈32 · ⭐ 1.3K) - A statistical library designed to fill the void in Pythons time series.. MIT

GitHub (👨‍💻 22 · 🔀 220 · 📦 2.9K · 📋 300 - 11% open · ⏱️ 03.11.2022):
```
 git clone https://github.com/alkaline-ml/pmdarima
```
PyPi (📥 1.6M / month · 📦 57 · ⏱️ 22.02.2022):
```
 pip install pmdarima
```
Conda (📥 150K · ⏱️ 30.11.2022):
```
 conda install -c conda-forge pmdarima
```

STUMPY (🥈31 · ⭐ 2.4K) - STUMPY is a powerful and scalable Python library for modern time series.. BSD-3

GitHub (👨‍💻 32 · 🔀 240 · 📦 300 · 📋 380 - 12% open · ⏱️ 24.11.2022):
```
 git clone https://github.com/TDAmeritrade/stumpy
```
PyPi (📥 180K / month · 📦 4 · ⏱️ 31.03.2022):
```
 pip install stumpy
```
Conda (📥 130K · ⏱️ 31.03.2022):
```
 conda install -c conda-forge stumpy
```

Darts (🥈30 · ⭐ 5.1K) - A python library for easy manipulation and forecasting of time series. Apache-2

GitHub (👨‍💻 71 · 🔀 540 · 📦 140 · 📋 770 - 27% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/unit8co/darts
```
PyPi (📥 9.1K / month · 📦 3 · ⏱️ 22.06.2022):
```
 pip install u8darts
```

Conda (📥 19K · ⏱️ 05.10.2022):

 conda install -c conda-forge u8darts-all

Docker Hub (📥 360 · ⏱️ 04.10.2022):
```
 docker pull unit8/darts
```

GluonTS (🥈30 · ⭐ 3.2K) - Probabilistic time series modeling in Python. Apache-2

GitHub (👨‍💻 97 · 🔀 640 · 📋 780 - 31% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/awslabs/gluon-ts
```
PyPi (📥 170K / month · 📦 7 · ⏱️ 30.06.2022):
```
 pip install gluonts
```
Conda (📥 190 · ⏱️ 14.10.2021):
```
 conda install -c anaconda gluonts
```

pytorch-forecasting (🥈30 · ⭐ 2.4K) - Time series forecasting with PyTorch. MIT

GitHub (👨‍💻 33 · 🔀 390 · 📋 540 - 52% open · ⏱️ 17.11.2022):
```
 git clone https://github.com/jdb78/pytorch-forecasting
```
PyPi (📥 140K / month · 📦 4 · ⏱️ 23.05.2022):
```
 pip install pytorch-forecasting
```

Conda (📥 33K · ⏱️ 23.05.2022):

 conda install -c conda-forge pytorch-forecasting

tslearn (🥈30 · ⭐ 2.3K) - A machine learning toolkit dedicated to time-series data. BSD-2

GitHub (👨‍💻 40 · 🔀 300 · 📦 630 · 📋 290 - 35% open · ⏱️ 27.10.2022):
```
 git clone https://github.com/tslearn-team/tslearn
```
PyPi (📥 140K / month · 📦 19 · ⏱️ 16.08.2021):
```
 pip install tslearn
```
Conda (📥 410K · ⏱️ 27.11.2022):
```
 conda install -c conda-forge tslearn
```

tsfresh (🥈29 · ⭐ 6.9K) - Automatic extraction of relevant features from time series:. MIT

GitHub (👨‍💻 82 · 🔀 1.1K · 📋 510 - 12% open · ⏱️ 18.11.2022):
```
 git clone https://github.com/blue-yonder/tsfresh
```
PyPi (📥 300K / month · 📦 60 · ⏱️ 21.12.2021):
```
 pip install tsfresh
```
Conda (📥 380K · ⏱️ 21.12.2021):
```
 conda install -c conda-forge tsfresh
```

StatsForecast (🥈28 · ⭐ 1.7K) - Lightning fast forecasting with statistical and econometric.. Apache-2

GitHub (👨‍💻 15 · 🔀 100 · 📦 99 · 📋 120 - 40% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/Nixtla/statsforecast
```
PyPi (📥 250K / month · 📦 5 · ⏱️ 27.06.2022):
```
 pip install statsforecast
```

Conda (📥 19K · ⏱️ 01.12.2022):

 conda install -c conda-forge statsforecast

uber/orbit (🥉26 · ⭐ 1.5K · 📈) - A Python package for Bayesian forecasting with object-.. Apache-2

GitHub (👨‍💻 18 · 🔀 120 · 📦 11 · 📋 380 - 13% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/uber/orbit
```
PyPi (📥 150K / month · 📦 1 · ⏱️ 28.04.2022):
```
 pip install orbit-ml
```
Conda (📥 2K · ⏱️ 08.03.2022):
```
 conda install -c conda-forge orbit-ml
```

pyts (🥉26 · ⭐ 1.4K) - A Python package for time series classification. BSD-3

GitHub (👨‍💻 11 · 🔀 140 · 📦 280 · 📋 68 - 55% open · ⏱️ 16.06.2022):
```
 git clone https://github.com/johannfaouzi/pyts
```
PyPi (📥 90K / month · 📦 11 · ⏱️ 31.10.2021):
```
 pip install pyts
```
Conda (📥 15K · ⏱️ 31.10.2021):
```
 conda install -c conda-forge pyts
```

Streamz (🥉26 · ⭐ 1.1K) - Real-time stream processing for python. BSD-3

GitHub (👨‍💻 46 · 🔀 140 · 📦 340 · 📋 250 - 41% open · ⏱️ 22.11.2022):
```
 git clone https://github.com/python-streamz/streamz
```
PyPi (📥 11K / month · 📦 35 · ⏱️ 04.10.2021):
```
 pip install streamz
```
Conda (📥 460K · ⏱️ 28.07.2022):
```
 conda install -c conda-forge streamz
```

NeuralForecast (🥉23 · ⭐ 980) - Scalable and user friendly neural forecasting algorithms for.. Apache-2

GitHub (👨‍💻 22 · 🔀 89 · 📦 5 · 📋 130 - 16% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/Nixtla/neuralforecast
```
PyPi (📥 3.8K / month · ⏱️ 02.06.2022):
```
 pip install neuralforecast
```

Conda (📥 3.4K · ⏱️ 09.11.2022):

 conda install -c conda-forge neuralforecast

greykite (🥉22 · ⭐ 1.6K) - A flexible, intuitive and fast forecasting library. BSD-2

GitHub (👨‍💻 8 · 🔀 84 · 📦 12 · 📋 79 - 20% open · ⏱️ 31.08.2022):
```
 git clone https://github.com/linkedin/greykite
```
PyPi (📥 20K / month · ⏱️ 15.12.2021):
```
 pip install greykite
```

TSFEL (🥉22 · ⭐ 580 · 💤) - An intuitive library to extract features from time series. BSD-3

GitHub (👨‍💻 14 · 🔀 100 · 📦 44 · 📋 62 - 29% open · ⏱️ 16.03.2022):
```
 git clone https://github.com/fraunhoferportugal/tsfel
```
PyPi (📥 8.9K / month · ⏱️ 14.02.2021):
```
 pip install tsfel
```

seglearn (🥉21 · ⭐ 530) - Python module for machine learning time series:. BSD-3

GitHub (👨‍💻 14 · 🔀 62 · 📦 17 · 📋 29 - 20% open · ⏱️ 27.08.2022):
```
 git clone https://github.com/dmbee/seglearn
```
PyPi (📥 3.6K / month · 📦 1 · ⏱️ 13.03.2021):
```
 pip install seglearn
```

Auto TS (🥉18 · ⭐ 510) - Automatically build ARIMA, SARIMAX, VAR, FB Prophet and XGBoost.. Apache-2

GitHub (👨‍💻 6 · 🔀 92 · 📋 78 - 10% open · ⏱️ 16.08.2022):
```
 git clone https://github.com/AutoViML/Auto_TS
```
PyPi (📥 6.3K / month · ⏱️ 31.01.2022):
```
 pip install auto-ts
```

atspy (🥉15 · ⭐ 460 · 💤) - AtsPy: Automated Time Series Models in Python (by @firmai). MIT

GitHub (👨‍💻 5 · 🔀 87 · 📦 8 · 📋 22 - 90% open · ⏱️ 18.12.2021):
```
 git clone https://github.com/firmai/atspy
```
PyPi (📥 250 / month · ⏱️ 24.04.2020):
```
 pip install atspy
```

Show 8 hidden projects...

PyFlux (🥉22 · ⭐ 2K · 💀) - Open source time series library for Python. BSD-3
luminol (🥉21 · ⭐ 1.1K · 💀) - Anomaly Detection and Correlation library. Apache-2
pydlm (🥉20 · ⭐ 440 · 💀) - A python library for Bayesian time series modeling. BSD-3
tick (🥉20 · ⭐ 410 · 💀) - Module for statistical learning, with a particular emphasis on time-.. BSD-3
ADTK (🥉19 · ⭐ 880 · 💀) - A Python toolkit for rule-based/unsupervised anomaly detection in time.. MPL-2.0
matrixprofile-ts (🥉19 · ⭐ 690 · 💀) - A Python library for detecting patterns and anomalies.. Apache-2
tsflex (🥉17 · ⭐ 190) - Flexible time series feature extraction & processing. MIT
tsaug (🥉14 · ⭐ 270 · 💀) - 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 (🥇37 · ⭐ 2.1K) - MNE: Magnetoencephalography (MEG) and Electroencephalography (EEG) in Python. BSD-3

GitHub (👨‍💻 320 · 🔀 1.1K · 📦 2K · 📋 4.3K - 10% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/mne-tools/mne-python
```
PyPi (📥 42K / month · 📦 220 · ⏱️ 12.05.2022):
```
 pip install mne
```
Conda (📥 250K · ⏱️ 11.11.2022):
```
 conda install -c conda-forge mne
```

Lifelines (🥇34 · ⭐ 2K) - Survival analysis in Python. MIT

GitHub (👨‍💻 100 · 🔀 510 · 📦 1.2K · 📋 890 - 26% open · ⏱️ 17.11.2022):
```
 git clone https://github.com/CamDavidsonPilon/lifelines
```
PyPi (📥 470K / month · 📦 110 · ⏱️ 26.06.2022):
```
 pip install lifelines
```

Conda (📥 230K · ⏱️ 17.11.2022):

 conda install -c conda-forge lifelines

Nilearn (🥇34 · ⭐ 910) - Machine learning for NeuroImaging in Python. BSD-3

GitHub (👨‍💻 200 · 🔀 470 · 📥 73 · 📦 1.8K · 📋 1.7K - 16% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/nilearn/nilearn
```
PyPi (📥 35K / month · 📦 240 · ⏱️ 13.04.2022):
```
 pip install nilearn
```
Conda (📥 200K · ⏱️ 24.08.2022):
```
 conda install -c conda-forge nilearn
```

NIPYPE (🥇34 · ⭐ 650) - Workflows and interfaces for neuroimaging packages. Apache-2

GitHub (👨‍💻 240 · 🔀 510 · 📦 1.1K · 📋 1.3K - 29% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/nipy/nipype
```
PyPi (📥 50K / month · 📦 160 · ⏱️ 06.06.2022):
```
 pip install nipype
```
Conda (📥 520K · ⏱️ 06.11.2022):
```
 conda install -c conda-forge nipype
```

MONAI (🥈33 · ⭐ 3.6K) - AI Toolkit for Healthcare Imaging. Apache-2

GitHub (👨‍💻 130 · 🔀 680 · 📦 600 · 📋 2.1K - 11% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/Project-MONAI/MONAI
```
PyPi (📥 44K / month · 📦 20 · ⏱️ 13.06.2022):
```
 pip install monai
```
Conda (📥 7K · ⏱️ 24.10.2022):
```
 conda install -c conda-forge monai
```

Hail (🥈33 · ⭐ 840) - Scalable genomic data analysis. MIT

GitHub (👨‍💻 82 · 🔀 220 · 📦 86 · 📋 2.1K - 2% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/hail-is/hail
```
PyPi (📥 46K / month · 📦 12 · ⏱️ 07.07.2022):
```
 pip install hail
```

NiBabel (🥈32 · ⭐ 500) - Python package to access a cacophony of neuro-imaging file formats. MIT

GitHub (👨‍💻 94 · 🔀 240 · 📋 470 - 30% open · ⏱️ 20.11.2022):
```
 git clone https://github.com/nipy/nibabel
```
PyPi (📥 220K / month · 📦 1K · ⏱️ 18.06.2022):
```
 pip install nibabel
```
Conda (📥 510K · ⏱️ 31.08.2022):
```
 conda install -c conda-forge nibabel
```

DIPY (🥈30 · ⭐ 560) - DIPY is the paragon 3D/4D+ imaging library in Python. Contains generic.. BSD-3

GitHub (👨‍💻 140 · 🔀 360 · 📦 640 · 📋 830 - 18% open · ⏱️ 02.11.2022):
```
 git clone https://github.com/dipy/dipy
```
PyPi (📥 12K / month · 📦 80 · ⏱️ 11.03.2022):
```
 pip install dipy
```
Conda (📥 350K · ⏱️ 15.03.2022):
```
 conda install -c conda-forge dipy
```

pyRiemann (🥉25 · ⭐ 440) - Python machine learning package based on sklearn API for multivariate.. BSD-3

GitHub (👨‍💻 21 · 🔀 130 · 📦 160 · 📋 96 - 16% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/pyRiemann/pyRiemann
```
PyPi (📥 22K / month · 📦 13 · ⏱️ 27.06.2021):
```
 pip install pyriemann
```

DeepVariant (🥉24 · ⭐ 2.7K) - DeepVariant is an analysis pipeline that uses a deep neural.. BSD-3

GitHub (👨‍💻 24 · 🔀 640 · 📥 4.3K · 📋 540 - 1% open · ⏱️ 17.10.2022):
```
 git clone https://github.com/google/deepvariant
```
Conda (📥 47K · ⏱️ 05.06.2022):
```
 conda install -c bioconda deepvariant
```

Medical Detection Toolkit (🥉15 · ⭐ 1.2K · 💤) - The Medical Detection Toolkit contains 2D + 3D.. Apache-2

GitHub (👨‍💻 3 · 🔀 290 · 📋 130 - 33% 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
MedPy (🥉23 · ⭐ 440) - Medical image processing in Python. ❗️GPL-3.0
NIPY (🥉23 · ⭐ 320 · 💀) - Neuroimaging in Python FMRI analysis package. BSD-3
DLTK (🥉22 · ⭐ 1.3K · 💀) - Deep Learning Toolkit for Medical Image Analysis. Apache-2
Brainiak (🥉20 · ⭐ 290 · 💀) - Brain Imaging Analysis Kit. Apache-2
Glow (🥉19 · ⭐ 220) - An open-source toolkit for large-scale genomic analysis. Apache-2
MedicalTorch (🥉16 · ⭐ 790 · 💀) - A medical imaging framework for Pytorch. Apache-2
DeepNeuro (🥉13 · ⭐ 110 · 💀) - A deep learning python package for neuroimaging data. Made by:. MIT
MedicalNet (🥉12 · ⭐ 1.5K · 💀) - Many studies have shown that the performance on deep learning is.. MIT

Tabular Data

Libraries for processing tabular and structured data.

carefree-learn (🥇22 · ⭐ 380) - Deep Learning PyTorch. MIT

GitHub (👨‍💻 1 · 🔀 35 · 📦 3 · ⏱️ 01.12.2022):
```
 git clone https://github.com/carefree0910/carefree-learn
```
PyPi (📥 880 / month · ⏱️ 20.06.2022):
```
 pip install carefree-learn
```

pytorch_tabular (🥉17 · ⭐ 780) - A standard framework for modelling Deep Learning Models.. MIT

GitHub (👨‍💻 11 · 🔀 84 · 📋 79 - 30% open · ⏱️ 02.11.2022):
```
 git clone https://github.com/manujosephv/pytorch_tabular
```
PyPi (📥 1.6K / month · 📦 1 · ⏱️ 01.09.2021):
```
 pip install pytorch_tabular
```

deltapy (🥉11 · ⭐ 460 · 💤) - DeltaPy - Tabular Data Augmentation (by @firmai). MIT

GitHub (👨‍💻 4 · 🔀 46 · 📦 2 · 📋 3 - 66% open · ⏱️ 01.03.2022):
```
 git clone https://github.com/firmai/deltapy
```
PyPi (📥 64 / month · ⏱️ 09.04.2020):
```
 pip install deltapy
```

Show 2 hidden projects...

miceforest (🥈20 · ⭐ 200) - Multiple Imputation with LightGBM in Python. MIT
upgini (🥉19 · ⭐ 160) - Free automated data enrichment library for machine learning searches.. BSD-3

Optical Character Recognition

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

PaddleOCR (🥇38 · ⭐ 27K) - Awesome multilingual OCR toolkits based on PaddlePaddle.. Apache-2

GitHub (👨‍💻 140 · 🔀 5.5K · 📦 980 · 📋 6.1K - 22% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/PaddlePaddle/PaddleOCR
```
PyPi (📥 44K / month · 📦 9 · ⏱️ 10.05.2022):
```
 pip install paddleocr
```

EasyOCR (🥇35 · ⭐ 16K) - Ready-to-use OCR with 80+ supported languages and all popular writing.. Apache-2

GitHub (👨‍💻 110 · 🔀 2.3K · 📥 2.8M · 📦 1.8K · 📋 680 - 19% open · ⏱️ 18.11.2022):
```
 git clone https://github.com/JaidedAI/EasyOCR
```
PyPi (📥 160K / month · 📦 37 · ⏱️ 20.09.2022):
```
 pip install easyocr
```

Tesseract (🥈33 · ⭐ 4.5K) - Python-tesseract is an optical character recognition (OCR) tool.. Apache-2

GitHub (👨‍💻 43 · 🔀 630 · 📋 320 - 6% open · ⏱️ 29.11.2022):
```
 git clone https://github.com/madmaze/pytesseract
```
PyPi (📥 670K / month · 📦 960 · ⏱️ 19.02.2022):
```
 pip install pytesseract
```

Conda (📥 540K · ⏱️ 15.03.2022):

 conda install -c conda-forge pytesseract

OCRmyPDF (🥈29 · ⭐ 7.8K) - OCRmyPDF adds an OCR text layer to scanned PDF files, allowing them.. MPL-2.0

GitHub (👨‍💻 74 · 🔀 630 · 📋 910 - 10% open · ⏱️ 04.10.2022):
```
 git clone https://github.com/ocrmypdf/OCRmyPDF
```
PyPi (📥 24K / month · 📦 13 · ⏱️ 04.07.2022):
```
 pip install ocrmypdf
```
Conda (📥 33K · ⏱️ 04.10.2022):
```
 conda install -c conda-forge ocrmypdf
```

MMOCR (🥈28 · ⭐ 3K) - OpenMMLab Text Detection, Recognition and Understanding Toolbox. Apache-2

GitHub (👨‍💻 67 · 🔀 560 · 📦 33 · 📋 780 - 16% open · ⏱️ 24.11.2022):
```
 git clone https://github.com/open-mmlab/mmocr
```
PyPi (📥 13K / month · 📦 1 · ⏱️ 05.05.2022):
```
 pip install mmocr
```

tesserocr (🥈28 · ⭐ 1.7K) - A Python wrapper for the tesseract-ocr API. MIT

GitHub (👨‍💻 27 · 🔀 230 · 📦 730 · 📋 250 - 31% open · ⏱️ 26.08.2022):
```
 git clone https://github.com/sirfz/tesserocr
```
PyPi (📥 48K / month · 📦 67 · ⏱️ 19.06.2021):
```
 pip install tesserocr
```

Conda (📥 94K · ⏱️ 06.11.2022):

 conda install -c conda-forge tesserocr

keras-ocr (🥉22 · ⭐ 1.1K · 💤) - A packaged and flexible version of the CRAFT text detector.. MIT

GitHub (👨‍💻 15 · 🔀 280 · 📥 390K · 📋 180 - 40% open · ⏱️ 19.05.2022):
```
 git clone https://github.com/faustomorales/keras-ocr
```
PyPi (📥 6.1K / month · 📦 2 · ⏱️ 19.05.2022):
```
 pip install keras-ocr
```
Conda (📥 120 · ⏱️ 14.01.2022):
```
 conda install -c anaconda keras-ocr
```

pdftabextract (🥉21 · ⭐ 2K) - A set of tools for extracting tables from PDF files helping to.. Apache-2

GitHub (👨‍💻 3 · 🔀 350 · 📦 42 · 📋 21 - 14% open · ⏱️ 24.06.2022):
```
 git clone https://github.com/WZBSocialScienceCenter/pdftabextract
```
PyPi (📥 390 / month · 📦 1 · ⏱️ 09.01.2018):
```
 pip install pdftabextract
```

calamari (🥉19 · ⭐ 940) - Line based ATR Engine based on OCRopy. Apache-2

GitHub (👨‍💻 20 · 🔀 200 · 📋 250 - 19% open · ⏱️ 22.11.2022):
```
 git clone https://github.com/Calamari-OCR/calamari
```
PyPi (📥 870 / month · 📦 2 · ⏱️ 13.11.2018):
```
 pip install calamari_ocr
```

Mozart (🥉10 · ⭐ 420) - An optical music recognition (OMR) system. Converts sheet music.. Apache-2

GitHub (👨‍💻 5 · 🔀 60 · 📋 13 - 30% open · ⏱️ 24.08.2022):
```
 git clone https://github.com/aashrafh/Mozart
```

Show 2 hidden projects...

attention-ocr (🥉21 · ⭐ 930 · 💀) - A Tensorflow model for text recognition (CNN + seq2seq.. MIT
doc2text (🥉20 · ⭐ 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.

🔗 best-of-python - Data Containers ( ⭐ 2.6K) - Collection of data-container, dataframe, and pandas-..

Data Loading & Extraction

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

🔗 best-of-python - Data Extraction ( ⭐ 2.6K) - Collection of data-loading and -extraction libraries.

Web Scraping & Crawling

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

🔗 best-of-web-python - Web Scraping ( ⭐ 1.7K) - 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.

🔗 best-of-python - Data Pipelines ( ⭐ 2.6K) - Libraries for data batch- and stream-processing,..

Distributed Machine Learning

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

Ray (🥇44 · ⭐ 23K) - Ray is a unified framework for scaling AI and Python applications. Ray.. Apache-2

GitHub (👨‍💻 780 · 🔀 4K · 📦 6.5K · 📋 12K - 21% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/ray-project/ray
```
PyPi (📥 2.1M / month · 📦 280 · ⏱️ 09.06.2022):
```
 pip install ray
```
Conda (📥 81K · ⏱️ 18.11.2022):
```
 conda install -c conda-forge ray-tune
```

dask (🥇43 · ⭐ 11K) - Parallel computing with task scheduling. BSD-3

GitHub (👨‍💻 570 · 🔀 1.6K · 📦 42K · 📋 4.7K - 17% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/dask/dask
```
PyPi (📥 7.4M / month · 📦 2.7K · ⏱️ 24.06.2022):
```
 pip install dask
```
Conda (📥 7.3M · ⏱️ 18.11.2022):
```
 conda install -c conda-forge dask
```

dask.distributed (🥇40 · ⭐ 1.4K) - A distributed task scheduler for Dask. BSD-3

GitHub (👨‍💻 300 · 🔀 660 · 📦 26K · 📋 3.4K - 38% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/dask/distributed
```
PyPi (📥 4M / month · 📦 1.2K · ⏱️ 24.06.2022):
```
 pip install distributed
```

Conda (📥 8.8M · ⏱️ 18.11.2022):

 conda install -c conda-forge distributed

horovod (🥇38 · ⭐ 13K) - Distributed training framework for TensorFlow, Keras, PyTorch, and.. Apache-2

GitHub (👨‍💻 160 · 🔀 2.1K · 📦 710 · 📋 2.1K - 15% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/horovod/horovod
```
PyPi (📥 84K / month · 📦 30 · ⏱️ 21.06.2022):
```
 pip install horovod
```

DeepSpeed (🥈35 · ⭐ 8.2K) - DeepSpeed is a deep learning optimization library that makes.. MIT

GitHub (👨‍💻 150 · 🔀 950 · 📦 510 · 📋 1.2K - 48% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/microsoft/DeepSpeed
```
PyPi (📥 460K / month · 📦 12 · ⏱️ 25.05.2022):
```
 pip install deepspeed
```
Docker Hub (📥 14K · ⭐ 3 · ⏱️ 02.09.2022):
```
 docker pull deepspeed/deepspeed
```

BigDL (🥈35 · ⭐ 4.1K) - Fast, distributed, secure AI for Big Data. Apache-2

GitHub (👨‍💻 170 · 🔀 1.1K · 📦 41 · 📋 1.7K - 37% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/intel-analytics/BigDL
```
PyPi (📥 3.6K / month · 📦 1 · ⏱️ 07.07.2022):
```
 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>

metrics (🥈34 · ⭐ 1.2K) - Machine learning metrics for distributed, scalable PyTorch.. Apache-2

GitHub (👨‍💻 160 · 🔀 240 · 📥 1.2K · 📦 5.9K · 📋 500 - 10% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/Lightning-AI/metrics
```
PyPi (📥 4.2K / month · 📦 14 · ⏱️ 28.04.2018):
```
 pip install metrics
```

Conda (📥 590K · ⏱️ 30.11.2022):

 conda install -c conda-forge torchmetrics

H2O-3 (🥈33 · ⭐ 6.1K) - H2O is an Open Source, Distributed, Fast & Scalable Machine Learning.. Apache-2

GitHub (👨‍💻 240 · 🔀 1.9K · ⏱️ 30.11.2022):
```
 git clone https://github.com/h2oai/h2o-3
```
PyPi (📥 410K / month · 📦 76 · ⏱️ 26.05.2022):
```
 pip install h2o
```

FairScale (🥈33 · ⭐ 1.9K) - PyTorch extensions for high performance and large scale training. BSD-3

GitHub (👨‍💻 64 · 🔀 190 · 📦 970 · 📋 330 - 19% open · ⏱️ 21.10.2022):
```
 git clone https://github.com/facebookresearch/fairscale
```
PyPi (📥 730K / month · 📦 20 · ⏱️ 09.03.2022):
```
 pip install fairscale
```

Conda (📥 74K · ⏱️ 20.06.2022):

 conda install -c conda-forge fairscale

SynapseML (🥈29 · ⭐ 3.8K) - Simple and Distributed Machine Learning. MIT

GitHub (👨‍💻 100 · 🔀 720 · 📋 630 - 41% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/microsoft/SynapseML
```
PyPi (📥 81K / month · 📦 1 · ⏱️ 12.01.2022):
```
 pip install synapseml
```

Elephas (🥈29 · ⭐ 1.6K) - Distributed Deep learning with Keras & Spark. MIT keras

GitHub (👨‍💻 27 · 🔀 300 · 📦 62 · 📋 170 - 10% open · ⏱️ 31.08.2022):
```
 git clone https://github.com/maxpumperla/elephas
```
PyPi (📥 85K / month · 📦 3 · ⏱️ 30.03.2022):
```
 pip install elephas
```
Conda (📥 10K · ⏱️ 02.06.2021):
```
 conda install -c conda-forge elephas
```

mpi4py (🥈29 · ⭐ 600) - Python bindings for MPI. BSD-2

GitHub (👨‍💻 22 · 🔀 84 · 📥 7.8K · 📋 95 - 9% open · ⏱️ 25.11.2022):
```
 git clone https://github.com/mpi4py/mpi4py
```
PyPi (📥 250K / month · 📦 620 · ⏱️ 25.11.2021):
```
 pip install mpi4py
```
Conda (📥 1.5M · ⏱️ 03.11.2022):
```
 conda install -c conda-forge mpi4py
```

ColossalAI (🥈27 · ⭐ 6.8K) - Colossal-AI: A Unified Deep Learning System for Big Model Era. Apache-2

GitHub (👨‍💻 81 · 🔀 630 · 📦 140 · 📋 280 - 37% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/hpcaitech/colossalai
```

TensorFlowOnSpark (🥈27 · ⭐ 3.8K · 💤) - TensorFlowOnSpark brings TensorFlow programs to.. Apache-2

GitHub (👨‍💻 34 · 🔀 960 · 📋 360 - 2% open · ⏱️ 21.04.2022):
```
 git clone https://github.com/yahoo/TensorFlowOnSpark
```
PyPi (📥 170K / month · 📦 5 · ⏱️ 21.04.2022):
```
 pip install tensorflowonspark
```

Conda (📥 15K · ⏱️ 21.08.2022):

 conda install -c conda-forge tensorflowonspark

dask-ml (🥈27 · ⭐ 830) - Scalable Machine Learning with Dask. BSD-3

GitHub (👨‍💻 76 · 🔀 230 · 📦 700 · 📋 490 - 50% open · ⏱️ 19.10.2022):
```
 git clone https://github.com/dask/dask-ml
```
PyPi (📥 55K / month · 📦 57 · ⏱️ 27.05.2022):
```
 pip install dask-ml
```
Conda (📥 610K · ⏱️ 27.05.2022):
```
 conda install -c conda-forge dask-ml
```

petastorm (🥉26 · ⭐ 1.5K) - Petastorm library enables single machine or distributed training.. Apache-2

GitHub (👨‍💻 45 · 🔀 260 · 📥 340 · 📦 88 · 📋 300 - 51% open · ⏱️ 14.09.2022):
```
 git clone https://github.com/uber/petastorm
```
PyPi (📥 51K / month · 📦 7 · ⏱️ 19.02.2022):
```
 pip install petastorm
```

analytics-zoo (🥉25 · ⭐ 2.5K) - Distributed Tensorflow, Keras and PyTorch on Apache.. Apache-2

GitHub (👨‍💻 110 · 🔀 720 · 📦 3 · 📋 1.4K - 39% open · ⏱️ 28.11.2022):
```
 git clone https://github.com/intel-analytics/analytics-zoo
```
PyPi (📥 620 / month · 📦 1 · ⏱️ 07.07.2022):
```
 pip install analytics-zoo
```

Mesh (🥉25 · ⭐ 1.3K) - Mesh TensorFlow: Model Parallelism Made Easier. Apache-2

GitHub (👨‍💻 48 · 🔀 220 · 📦 740 · 📋 110 - 87% open · ⏱️ 04.10.2022):
```
 git clone https://github.com/tensorflow/mesh
```
PyPi (📥 19K / month · 📦 32 · ⏱️ 15.05.2022):
```
 pip install mesh-tensorflow
```

Hivemind (🥉25 · ⭐ 1.2K) - Decentralized deep learning in PyTorch. Built to train models on.. MIT

GitHub (👨‍💻 24 · 🔀 73 · 📦 23 · 📋 140 - 32% open · ⏱️ 29.11.2022):
```
 git clone https://github.com/learning-at-home/hivemind
```
PyPi (📥 3.5K / month · 📦 2 · ⏱️ 20.06.2022):
```
 pip install hivemind
```

MMLSpark (🥉24 · ⭐ 3.8K) - Simple and Distributed Machine Learning. MIT

GitHub (👨‍💻 100 · 🔀 720 · 📋 630 - 41% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/microsoft/SynapseML
```
PyPi (⏱️ 18.03.2020):
```
 pip install mmlspark
```

Apache Singa (🥉21 · ⭐ 2.7K) - a distributed deep learning platform. Apache-2

GitHub (👨‍💻 79 · 🔀 880 · 📦 2 · 📋 100 - 37% open · ⏱️ 01.06.2022):
```
 git clone https://github.com/apache/singa
```
Conda (📥 550 · ⏱️ 09.08.2021):
```
 conda install -c nusdbsystem singa
```
Docker Hub (📥 2.4K · ⭐ 4 · ⏱️ 31.05.2022):
```
 docker pull apache/singa
```

Submit it (🥉20 · ⭐ 740) - Python 3.6+ toolbox for submitting jobs to Slurm. MIT

GitHub (👨‍💻 23 · 🔀 82 · 📋 82 - 40% open · ⏱️ 28.09.2022):
```
 git clone https://github.com/facebookincubator/submitit
```
PyPi (📥 35K / month · 📦 6 · ⏱️ 07.04.2022):
```
 pip install submitit
```
Conda (📥 12K · ⏱️ 10.02.2021):
```
 conda install -c conda-forge submitit
```

BytePS (🥉19 · ⭐ 3.3K · 💤) - A high performance and generic framework for distributed DNN.. Apache-2

GitHub (👨‍💻 19 · 🔀 460 · 📋 260 - 38% open · ⏱️ 10.02.2022):
```
 git clone https://github.com/bytedance/byteps
```
PyPi (📥 71 / month · ⏱️ 02.08.2021):
```
 pip install byteps
```
Docker Hub (📥 1.3K · ⏱️ 03.03.2020):
```
 docker pull bytepsimage/tensorflow
```

parallelformers (🥉18 · ⭐ 550) - Parallelformers: An Efficient Model Parallelization.. Apache-2

GitHub (👨‍💻 5 · 🔀 39 · 📦 12 · 📋 36 - 52% open · ⏱️ 27.07.2022):
```
 git clone https://github.com/tunib-ai/parallelformers
```
PyPi (📥 7K / month · ⏱️ 29.12.2021):
```
 pip install parallelformers
```

mesh-transformer-jax (🥉16 · ⭐ 4.6K · 💤) - Model parallel transformers in JAX and Haiku. Apache-2

GitHub (👨‍💻 23 · 🔀 640 · 📋 190 - 16% open · ⏱️ 28.01.2022):
```
 git clone https://github.com/kingoflolz/mesh-transformer-jax
```

moolib (🥉12 · ⭐ 340) - A library for distributed ML training with PyTorch. MIT

GitHub (👨‍💻 5 · 🔀 15 · 📦 3 · 📋 17 - 35% open · ⏱️ 07.11.2022):
```
 git clone https://github.com/facebookresearch/moolib
```

Show 10 hidden projects...

DEAP (🥈32 · ⭐ 4.9K) - Distributed Evolutionary Algorithms in Python. ❗️LGPL-3.0
ipyparallel (🥈29 · ⭐ 2.3K) - IPython Parallel: Interactive Parallel Computing in.. ❗Unlicensed
TensorFrames (🥉21 · ⭐ 760 · 💀) - [DEPRECATED] Tensorflow wrapper for DataFrames on.. Apache-2
launchpad (🥉21 · ⭐ 280) - Launchpad is a library that simplifies writing distributed.. Apache-2
sk-dist (🥉20 · ⭐ 280 · 💀) - Distributed scikit-learn meta-estimators in PySpark. Apache-2
somoclu (🥉18 · ⭐ 240) - Massively parallel self-organizing maps: accelerate training on multicore.. MIT
Fiber (🥉17 · ⭐ 990 · 💀) - Distributed Computing for AI Made Simple. Apache-2
bluefog (🥉16 · ⭐ 280 · 💤) - Distributed and decentralized training framework for PyTorch.. Apache-2
LazyCluster (🥉14 · ⭐ 44 · 💀) - 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 (🥇40 · ⭐ 7.2K) - A hyperparameter optimization framework. MIT

GitHub (👨‍💻 220 · 🔀 780 · 📦 4.8K · 📋 1.3K - 7% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/optuna/optuna
```
PyPi (📥 2.1M / month · 📦 240 · ⏱️ 13.06.2022):
```
 pip install optuna
```
Conda (📥 360K · ⏱️ 01.12.2022):
```
 conda install -c conda-forge optuna
```

NNI (🥇36 · ⭐ 12K) - An open source AutoML toolkit for automate machine learning lifecycle,.. MIT

GitHub (👨‍💻 180 · 🔀 1.7K · 📦 320 · 📋 1.8K - 15% open · ⏱️ 28.11.2022):
```
 git clone https://github.com/microsoft/nni
```
PyPi (📥 26K / month · 📦 30 · ⏱️ 22.06.2022):
```
 pip install nni
```

AutoKeras (🥇34 · ⭐ 8.7K) - AutoML library for deep learning. Apache-2

GitHub (👨‍💻 140 · 🔀 1.4K · 📥 10K · 📦 390 · 📋 850 - 12% open · ⏱️ 10.11.2022):
```
 git clone https://github.com/keras-team/autokeras
```
PyPi (📥 14K / month · 📦 10 · ⏱️ 30.04.2022):
```
 pip install autokeras
```

Bayesian Optimization (🥇34 · ⭐ 6.4K) - A Python implementation of global optimization with.. MIT

GitHub (👨‍💻 37 · 🔀 1.4K · 📥 110 · 📦 1.4K · 📋 290 - 7% open · ⏱️ 29.11.2022):
```
 git clone https://github.com/fmfn/BayesianOptimization
```
PyPi (📥 180K / month · 📦 91 · ⏱️ 16.05.2020):
```
 pip install bayesian-optimization
```

auto-sklearn (🥇33 · ⭐ 6.6K) - Automated Machine Learning with scikit-learn. BSD-3

GitHub (👨‍💻 88 · 🔀 1.2K · 📥 39 · 📦 350 · 📋 950 - 14% open · ⏱️ 24.11.2022):
```
 git clone https://github.com/automl/auto-sklearn
```
PyPi (📥 36K / month · 📦 30 · ⏱️ 20.09.2022):
```
 pip install auto-sklearn
```

Conda (📥 12K · ⏱️ 21.09.2022):

 conda install -c conda-forge auto-sklearn

featuretools (🥇33 · ⭐ 6.4K) - An open source python library for automated feature engineering. BSD-3

GitHub (👨‍💻 68 · 🔀 840 · 📋 890 - 18% open · ⏱️ 29.11.2022):
```
 git clone https://github.com/alteryx/featuretools
```
PyPi (📥 120K / month · 📦 64 · ⏱️ 05.07.2022):
```
 pip install featuretools
```

Conda (📥 120K · ⏱️ 22.11.2022):

 conda install -c conda-forge featuretools

AutoGluon (🥇33 · ⭐ 5.1K) - AutoGluon: AutoML for Image, Text, Time Series, and Tabular.. Apache-2

GitHub (👨‍💻 95 · 🔀 670 · 📦 190 · 📋 800 - 23% open · ⏱️ 29.11.2022):
```
 git clone https://github.com/awslabs/autogluon
```
PyPi (📥 32K / month · 📦 5 · ⏱️ 07.07.2022):
```
 pip install autogluon
```

Keras Tuner (🥇33 · ⭐ 2.6K) - A Hyperparameter Tuning Library for Keras. Apache-2

GitHub (👨‍💻 51 · 🔀 340 · 📦 1.8K · 📋 420 - 44% open · ⏱️ 29.11.2022):
```
 git clone https://github.com/keras-team/keras-tuner
```
PyPi (📥 600K / month · 📦 46 · ⏱️ 25.03.2022):
```
 pip install keras-tuner
```

Conda (📥 11K · ⏱️ 16.10.2022):

 conda install -c conda-forge keras-tuner

BoTorch (🥇33 · ⭐ 2.5K) - Bayesian optimization in PyTorch. MIT

GitHub (👨‍💻 85 · 🔀 290 · 📦 370 · 📋 340 - 21% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/pytorch/botorch
```
PyPi (📥 160K / month · 📦 18 · ⏱️ 21.04.2022):
```
 pip install botorch
```
Conda (📥 49K · ⏱️ 11.11.2022):
```
 conda install -c conda-forge botorch
```

Ax (🥇33 · ⭐ 1.9K) - Adaptive Experimentation Platform. MIT

GitHub (👨‍💻 140 · 🔀 230 · 📦 360 · 📋 490 - 10% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/facebook/Ax
```
PyPi (📥 120K / month · 📦 15 · ⏱️ 26.04.2022):
```
 pip install ax-platform
```

Conda (📥 4.9K · ⏱️ 13.11.2022):

 conda install -c conda-forge ax-platform

nevergrad (🥈28 · ⭐ 3.4K) - A Python toolbox for performing gradient-free optimization. MIT

GitHub (👨‍💻 49 · 🔀 320 · 📦 400 · 📋 260 - 39% open · ⏱️ 10.08.2022):
```
 git clone https://github.com/facebookresearch/nevergrad
```
PyPi (📥 36K / month · 📦 20 · ⏱️ 08.03.2022):
```
 pip install nevergrad
```

Conda (📥 34K · ⏱️ 14.06.2021):

 conda install -c conda-forge nevergrad

mljar-supervised (🥈25 · ⭐ 2.3K) - Python package for AutoML on Tabular Data with Feature.. MIT

GitHub (👨‍💻 19 · 🔀 310 · 📦 58 · 📋 520 - 21% open · ⏱️ 03.11.2022):
```
 git clone https://github.com/mljar/mljar-supervised
```
PyPi (📥 6.2K / month · 📦 2 · ⏱️ 02.03.2022):
```
 pip install mljar-supervised
```

Conda (📥 5.5K · ⏱️ 17.08.2022):

 conda install -c conda-forge mljar-supervised

lazypredict (🥈25 · ⭐ 600) - Lazy Predict help build a lot of basic models without much code.. MIT

GitHub (👨‍💻 18 · 🔀 88 · 📦 360 · 📋 75 - 52% open · ⏱️ 28.09.2022):
```
 git clone https://github.com/shankarpandala/lazypredict
```
PyPi (📥 9.7K / month · ⏱️ 17.02.2021):
```
 pip install lazypredict
```

Conda (📥 1.2K · ⏱️ 29.09.2022):

 conda install -c conda-forge lazypredict

FEDOT (🥈25 · ⭐ 470) - Automated modeling and machine learning framework FEDOT. BSD-3

GitHub (👨‍💻 26 · 🔀 61 · 📦 25 · 📋 440 - 26% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/nccr-itmo/FEDOT
```
PyPi (📥 1.1K / month · ⏱️ 28.03.2022):
```
 pip install fedot
```

Talos (🥉23 · ⭐ 1.6K) - Hyperparameter Optimization for TensorFlow, Keras and PyTorch. MIT

GitHub (👨‍💻 22 · 🔀 260 · 📦 150 · 📋 400 - 2% open · ⏱️ 18.09.2022):
```
 git clone https://github.com/autonomio/talos
```
PyPi (📥 1.2K / month · 📦 7 · ⏱️ 28.05.2022):
```
 pip install talos
```

HpBandSter (🥉23 · ⭐ 550 · 💤) - a distributed Hyperband implementation on Steroids. BSD-3

GitHub (👨‍💻 11 · 🔀 110 · 📦 270 · 📋 92 - 61% open · ⏱️ 22.04.2022):
```
 git clone https://github.com/automl/HpBandSter
```
PyPi (📥 18K / month · 📦 10 · ⏱️ 06.11.2018):
```
 pip install hpbandster
```

Conda (📥 4.5K · ⏱️ 11.12.2020):

 conda install -c conda-forge hpbandster

featurewiz (🥉23 · ⭐ 330) - Use advanced feature engineering strategies and select best.. Apache-2

GitHub (👨‍💻 6 · 🔀 64 · 📦 25 · 📋 54 - 1% open · ⏱️ 23.11.2022):
```
 git clone https://github.com/AutoViML/featurewiz
```
PyPi (📥 13K / month · 📦 1 · ⏱️ 05.07.2022):
```
 pip install featurewiz
```

Hyperactive (🥉22 · ⭐ 420) - An optimization and data collection toolbox for convenient and fast.. MIT

GitHub (👨‍💻 6 · 🔀 36 · 📥 100 · 📦 16 · 📋 50 - 16% open · ⏱️ 26.11.2022):
```
 git clone https://github.com/SimonBlanke/Hyperactive
```
PyPi (📥 690 / month · 📦 4 · ⏱️ 04.05.2022):
```
 pip install hyperactive
```

Neuraxle (🥉21 · ⭐ 550) - The worlds cleanest AutoML library - Do hyperparameter tuning with.. Apache-2

GitHub (👨‍💻 7 · 🔀 54 · 📦 37 · 📋 320 - 19% open · ⏱️ 16.08.2022):
```
 git clone https://github.com/Neuraxio/Neuraxle
```
PyPi (📥 430 / month · 📦 1 · ⏱️ 15.04.2022):
```
 pip install neuraxle
```

Dragonfly (🥉20 · ⭐ 740) - An open source python library for scalable Bayesian optimisation. MIT

GitHub (👨‍💻 13 · 🔀 210 · 📋 58 - 65% open · ⏱️ 01.10.2022):
```
 git clone https://github.com/dragonfly/dragonfly
```
PyPi (📥 38K / month · 📦 2 · ⏱️ 03.07.2020):
```
 pip install dragonfly-opt
```

igel (🥉18 · ⭐ 3K · 💤) - a delightful machine learning tool that allows you to train, test, and use.. MIT

GitHub (👨‍💻 19 · 🔀 160 · 📥 33 · 📋 50 - 12% open · ⏱️ 06.02.2022):
```
 git clone https://github.com/nidhaloff/igel
```
PyPi (📥 130 / month · ⏱️ 19.11.2021):
```
 pip install igel
```

AlphaPy (🥉18 · ⭐ 820 · 💤) - Automated Machine Learning [AutoML] with Python, scikit-learn,.. Apache-2

GitHub (👨‍💻 3 · 🔀 160 · 📦 3 · 📋 41 - 29% open · ⏱️ 23.04.2022):
```
 git clone https://github.com/ScottfreeLLC/AlphaPy
```
PyPi (📥 47 / month · ⏱️ 29.08.2020):
```
 pip install alphapy
```

opytimizer (🥉18 · ⭐ 540) - Opytimizer is a Python library consisting of meta-heuristic.. Apache-2

GitHub (👨‍💻 4 · 🔀 33 · 📦 9 · ⏱️ 06.10.2022):
```
 git clone https://github.com/gugarosa/opytimizer
```
PyPi (📥 1K / month · ⏱️ 04.05.2022):
```
 pip install opytimizer
```

Auto ViML (🥉18 · ⭐ 380) - Automatically Build Multiple ML Models with a Single Line of Code... Apache-2

GitHub (👨‍💻 6 · 🔀 82 · 📦 20 · 📋 23 - 21% open · ⏱️ 16.08.2022):
```
 git clone https://github.com/AutoViML/Auto_ViML
```
PyPi (📥 380 / month · 📦 2 · ⏱️ 01.06.2022):
```
 pip install autoviml
```

shap-hypetune (🥉17 · ⭐ 410) - A python package for simultaneous Hyperparameters Tuning and.. MIT

GitHub (👨‍💻 2 · 🔀 50 · 📦 9 · 📋 18 - 5% open · ⏱️ 24.08.2022):
```
 git clone https://github.com/cerlymarco/shap-hypetune
```
PyPi (📥 3.8K / month · 📦 1 · ⏱️ 16.01.2022):
```
 pip install shap-hypetune
```

model_search (🥉11 · ⭐ 3.2K · 💤) - AutoML algorithms for model architecture search at scale. Apache-2

GitHub (👨‍💻 1 · 🔀 360 · 📋 52 - 71% open · ⏱️ 09.02.2022):
```
 git clone https://github.com/google/model_search
```

Show 26 hidden projects...

TPOT (🥈32 · ⭐ 8.8K) - A Python Automated Machine Learning tool that optimizes machine.. ❗️LGPL-3.0
Hyperopt (🥈32 · ⭐ 6.5K · 💀) - Distributed Asynchronous Hyperparameter Optimization in Python. BSD-3
scikit-optimize (🥈31 · ⭐ 2.5K · 💀) - Sequential model-based optimization with a.. BSD-3
Hyperas (🥈27 · ⭐ 2.1K · 💀) - Keras + Hyperopt: A very simple wrapper for convenient.. MIT
GPyOpt (🥈27 · ⭐ 840 · 💀) - Gaussian Process Optimization using GPy. BSD-3
Orion (🥈27 · ⭐ 250) - Asynchronous Distributed Hyperparameter Optimization. BSD-3
SMAC3 (🥈26 · ⭐ 760) - SMAC3: A Versatile Bayesian Optimization Package for.. ❗️BSD-1-Clause
AdaNet (🥉24 · ⭐ 3.4K · 💀) - Fast and flexible AutoML with learning guarantees. Apache-2
MLBox (🥉23 · ⭐ 1.4K · 💀) - MLBox is a powerful Automated Machine Learning python library. ❗️BSD-1-Clause
lightwood (🥉23 · ⭐ 300) - Lightwood is Legos for Machine Learning. ❗️GPL-3.0
auto_ml (🥉22 · ⭐ 1.6K · 💀) - [UNMAINTAINED] Automated machine learning for analytics & production. MIT
Test Tube (🥉22 · ⭐ 730 · 💀) - Python library to easily log experiments and parallelize.. MIT
optunity (🥉22 · ⭐ 400 · 💀) - optimization routines for hyperparameter tuning. BSD-3
sklearn-deap (🥉20 · ⭐ 710 · 💀) - Use evolutionary algorithms instead of gridsearch in.. MIT
Auto Tune Models (🥉18 · ⭐ 520 · 💀) - Auto Tune Models - A multi-tenant, multi-data system for.. MIT
Sherpa (🥉18 · ⭐ 320 · 💀) - Hyperparameter optimization that enables researchers to.. ❗️GPL-3.0
Advisor (🥉17 · ⭐ 1.5K · 💀) - Open-source implementation of Google Vizier for hyper parameters.. Apache-2
Parfit (🥉17 · ⭐ 200 · 💀) - A package for parallelizing the fit and flexibly scoring of.. MIT
automl-gs (🥉16 · ⭐ 1.8K · 💀) - Provide an input CSV and a target field to predict, generate a.. MIT
HyperparameterHunter (🥉16 · ⭐ 700 · 💀) - Easy hyperparameter optimization and automatic result.. MIT
Xcessiv (🥉15 · ⭐ 1.3K · 💀) - A web-based application for quick, scalable, and automated.. Apache-2
ENAS (🥉13 · ⭐ 2.6K · 💀) - PyTorch implementation of Efficient Neural Architecture Search via.. Apache-2
Auptimizer (🥉13 · ⭐ 190 · 💀) - An automatic ML model optimization tool. ❗️GPL-3.0
Devol (🥉11 · ⭐ 950 · 💀) - 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 (🥇41 · ⭐ 29K) - A toolkit for developing and comparing reinforcement learning.. MIT

GitHub (👨‍💻 380 · 🔀 8K · 📦 34K · 📋 1.7K - 1% open · ⏱️ 25.10.2022):
```
 git clone https://github.com/openai/gym
```
PyPi (📥 1.1M / month · 📦 2.5K · ⏱️ 07.06.2022):
```
 pip install gym
```
Conda (📥 170K · ⏱️ 10.07.2022):
```
 conda install -c conda-forge gym
```

TF-Agents (🥇34 · ⭐ 2.4K) - TF-Agents: A reliable, scalable and easy to use TensorFlow.. Apache-2

GitHub (👨‍💻 130 · 🔀 660 · 📦 960 · 📋 600 - 25% open · ⏱️ 19.11.2022):
```
 git clone https://github.com/tensorflow/agents
```
PyPi (📥 100K / month · ⏱️ 23.10.2022):
```
 pip install tf-agents
```

Dopamine (🥇29 · ⭐ 9.9K) - Dopamine is a research framework for fast prototyping of.. Apache-2

GitHub (👨‍💻 15 · 🔀 1.3K · 📋 170 - 50% open · ⏱️ 28.11.2022):
```
 git clone https://github.com/google/dopamine
```
PyPi (📥 31K / month · 📦 37 · ⏱️ 20.05.2022):
```
 pip install dopamine-rl
```

FinRL (🥇29 · ⭐ 6.4K) - FinRL: Financial Reinforcement Learning. MIT

GitHub (👨‍💻 80 · 🔀 1.5K · 📦 17 · 📋 470 - 17% open · ⏱️ 29.11.2022):
```
 git clone https://github.com/AI4Finance-Foundation/FinRL
```
PyPi (📥 380 / month · ⏱️ 08.01.2022):
```
 pip install finrl
```

Acme (🥇29 · ⭐ 2.9K) - A library of reinforcement learning components and agents. Apache-2

GitHub (👨‍💻 80 · 🔀 360 · 📦 110 · 📋 230 - 16% open · ⏱️ 28.11.2022):
```
 git clone https://github.com/deepmind/acme
```
PyPi (📥 3.2K / month · 📦 2 · ⏱️ 10.02.2022):
```
 pip install dm-acme
```
Conda (📥 4.9K · ⏱️ 09.12.2021):
```
 conda install -c conda-forge dm-acme
```

ViZDoom (🥈28 · ⭐ 1.4K) - Doom-based AI Research Platform for Reinforcement Learning from Raw.. MIT

GitHub (👨‍💻 50 · 🔀 340 · 📥 12K · 📦 160 · 📋 450 - 18% open · ⏱️ 03.11.2022):
```
 git clone https://github.com/mwydmuch/ViZDoom
```
PyPi (📥 1.1K / month · 📦 14 · ⏱️ 18.04.2022):
```
 pip install vizdoom
```

TensorLayer (🥈27 · ⭐ 7.1K · 💤) - Deep Learning and Reinforcement Learning Library for.. Apache-2

GitHub (👨‍💻 130 · 🔀 1.6K · 📥 1.4K · 📋 470 - 6% open · ⏱️ 23.04.2022):
```
 git clone https://github.com/tensorlayer/tensorlayer
```
PyPi (📥 2.1K / month · 📦 40 · ⏱️ 15.02.2022):
```
 pip install tensorlayer
```

PARL (🥈27 · ⭐ 2.8K) - A high-performance distributed training framework for Reinforcement.. Apache-2

GitHub (👨‍💻 35 · 🔀 770 · 📦 99 · 📋 450 - 18% open · ⏱️ 28.11.2022):
```
 git clone https://github.com/PaddlePaddle/PARL
```
PyPi (📥 770 / month · 📦 1 · ⏱️ 13.05.2022):
```
 pip install parl
```

garage (🥉25 · ⭐ 1.6K · 💤) - A toolkit for reproducible reinforcement learning research. MIT

GitHub (👨‍💻 78 · 🔀 270 · 📦 58 · 📋 1K - 20% open · ⏱️ 20.05.2022):
```
 git clone https://github.com/rlworkgroup/garage
```
PyPi (📥 550 / month · 📦 2 · ⏱️ 23.03.2021):
```
 pip install garage
```

Stable Baselines (🥉23 · ⭐ 3.7K) - A fork of OpenAI Baselines, implementations of reinforcement.. MIT

GitHub (👨‍💻 110 · 🔀 700 · 📋 940 - 12% open · ⏱️ 04.09.2022):
```
 git clone https://github.com/hill-a/stable-baselines
```
PyPi (📥 7.1K / month · 📦 34 · ⏱️ 06.04.2021):
```
 pip install stable-baselines
```

TensorForce (🥉23 · ⭐ 3.2K · 💤) - Tensorforce: a TensorFlow library for applied.. Apache-2

GitHub (👨‍💻 82 · 🔀 520 · 📋 650 - 4% open · ⏱️ 10.02.2022):
```
 git clone https://github.com/tensorforce/tensorforce
```
PyPi (📥 980 / month · ⏱️ 30.08.2021):
```
 pip install tensorforce
```

RLax (🥉22 · ⭐ 940) - A library of reinforcement learning building blocks in JAX. Apache-2

GitHub (👨‍💻 20 · 🔀 68 · 📦 83 · 📋 29 - 44% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/deepmind/rlax
```
PyPi (📥 3.6K / month · 📦 2 · ⏱️ 24.02.2022):
```
 pip install rlax
```

ReAgent (🥉21 · ⭐ 3.3K) - A platform for Reasoning systems (Reinforcement Learning,.. BSD-3

GitHub (👨‍💻 150 · 🔀 470 · 📋 140 - 47% open · ⏱️ 15.11.2022):
```
 git clone https://github.com/facebookresearch/ReAgent
```
PyPi (📥 19 / month · ⏱️ 27.05.2020):
```
 pip install reagent
```

Coach (🥉21 · ⭐ 2.2K) - Reinforcement Learning Coach by Intel AI Lab enables easy.. Apache-2

GitHub (👨‍💻 35 · 🔀 440 · 📋 270 - 32% open · ⏱️ 08.11.2022):
```
 git clone https://github.com/IntelLabs/coach
```
PyPi (📥 190 / month · 📦 2 · ⏱️ 10.10.2019):
```
 pip install rl_coach
```

PFRL (🥉19 · ⭐ 940) - PFRL: a PyTorch-based deep reinforcement learning library. MIT

GitHub (👨‍💻 17 · 🔀 120 · 📦 63 · 📋 67 - 40% open · ⏱️ 21.09.2022):
```
 git clone https://github.com/pfnet/pfrl
```
PyPi (📥 400 / month · 📦 1 · ⏱️ 07.07.2021):
```
 pip install pfrl
```

rliable (🥉12 · ⭐ 520) - [NeurIPS21 Outstanding Paper] Library for reliable evaluation on RL.. Apache-2

GitHub (👨‍💻 5 · 🔀 32 · 📦 27 · ⏱️ 14.09.2022):
```
 git clone https://github.com/google-research/rliable
```
PyPi:
```
 pip install rliable`
```

Show 7 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 · ⭐ 1.1K · 💀) - ChainerRL is a deep reinforcement learning library built on top of.. MIT
TRFL (🥉22 · ⭐ 3.1K · 💀) - TensorFlow Reinforcement Learning. Apache-2
SerpentAI (🥉19 · ⭐ 6.4K · 💀) - Game Agent Framework. Helping you create AIs / Bots that learn to.. MIT
DeepMind Lab (🥉17 · ⭐ 6.8K) - A customisable 3D platform for agent-based AI research. ❗Unlicensed
Maze (🥉15 · ⭐ 220) - Maze Applied Reinforcement Learning Framework. ❗️Custom

Recommender Systems

Libraries for building and evaluating recommendation systems.

Recommenders (🥇35 · ⭐ 15K) - Best Practices on Recommendation Systems. MIT

GitHub (👨‍💻 120 · 🔀 2.5K · 📥 280 · 📦 45 · 📋 730 - 19% open · ⏱️ 21.11.2022):
```
 git clone https://github.com/microsoft/recommenders
```
PyPi (📥 34K / month · 📦 2 · ⏱️ 01.04.2022):
```
 pip install recommenders
```

TF Recommenders (🥇31 · ⭐ 1.5K) - TensorFlow Recommenders is a library for building.. Apache-2

GitHub (👨‍💻 39 · 🔀 220 · 📦 160 · 📋 330 - 53% open · ⏱️ 21.11.2022):
```
 git clone https://github.com/tensorflow/recommenders
```
PyPi (📥 640K / month · 📦 1 · ⏱️ 23.08.2021):
```
 pip install tensorflow-recommenders
```

scikit-surprise (🥈30 · ⭐ 5.6K) - A Python scikit for building and analyzing recommender.. BSD-3

GitHub (👨‍💻 44 · 🔀 960 · 📋 370 - 18% open · ⏱️ 31.10.2022):
```
 git clone https://github.com/NicolasHug/Surprise
```
PyPi (📥 110K / month · 📦 49 · ⏱️ 19.07.2020):
```
 pip install scikit-surprise
```

Conda (📥 270K · ⏱️ 31.10.2022):

 conda install -c conda-forge scikit-surprise

implicit (🥈30 · ⭐ 3K) - Fast Python Collaborative Filtering for Implicit Feedback Datasets. MIT

GitHub (👨‍💻 34 · 🔀 560 · 📥 190 · 📦 720 · 📋 440 - 16% open · ⏱️ 22.11.2022):
```
 git clone https://github.com/benfred/implicit
```
PyPi (📥 150K / month · 📦 32 · ⏱️ 29.01.2022):
```
 pip install implicit
```
Conda (📥 430K · ⏱️ 29.01.2022):
```
 conda install -c conda-forge implicit
```

lightfm (🥈29 · ⭐ 4.2K) - A Python implementation of LightFM, a hybrid recommendation algorithm. Apache-2

GitHub (👨‍💻 44 · 🔀 650 · 📦 860 · 📋 470 - 25% open · ⏱️ 19.07.2022):
```
 git clone https://github.com/lyst/lightfm
```
PyPi (📥 400K / month · 📦 45 · ⏱️ 27.11.2020):
```
 pip install lightfm
```
Conda (📥 140K · ⏱️ 09.03.2022):
```
 conda install -c conda-forge lightfm
```

TF Ranking (🥈29 · ⭐ 2.6K) - Learning to Rank in TensorFlow. Apache-2

GitHub (👨‍💻 29 · 🔀 440 · 📋 310 - 23% open · ⏱️ 26.10.2022):
```
 git clone https://github.com/tensorflow/ranking
```
PyPi (📥 87K / month · 📦 12 · ⏱️ 16.11.2021):
```
 pip install tensorflow_ranking
```

RecBole (🥈28 · ⭐ 2.3K) - A unified, comprehensive and efficient recommendation library. MIT

GitHub (👨‍💻 56 · 🔀 420 · 📋 560 - 14% open · ⏱️ 29.11.2022):
```
 git clone https://github.com/RUCAIBox/RecBole
```
PyPi (📥 2.3K / month · 📦 1 · ⏱️ 25.02.2022):
```
 pip install recbole
```
Conda (📥 2.4K · ⏱️ 05.10.2022):
```
 conda install -c aibox recbole
```

torchrec (🥉23 · ⭐ 1.2K) - Pytorch domain library for recommendation systems. BSD-3

GitHub (👨‍💻 130 · 🔀 190 · 📋 110 - 54% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/pytorch/torchrec
```
PyPi (📥 99 / month · ⏱️ 12.05.2022):
```
 pip install torchrec-nightly-cpu
```

Cornac (🥉23 · ⭐ 660) - A Comparative Framework for Multimodal Recommender Systems. Apache-2

GitHub (👨‍💻 15 · 🔀 110 · 📦 130 · 📋 110 - 7% open · ⏱️ 18.10.2022):
```
 git clone https://github.com/PreferredAI/cornac
```
PyPi (📥 40K / month · 📦 15 · ⏱️ 19.02.2022):
```
 pip install cornac
```
Conda (📥 260K · ⏱️ 10.11.2022):
```
 conda install -c conda-forge cornac
```

recmetrics (🥉18 · ⭐ 440 · 💤) - A library of metrics for evaluating recommender systems. MIT

GitHub (👨‍💻 16 · 🔀 85 · 📦 33 · 📋 21 - 42% open · ⏱️ 17.04.2022):
```
 git clone https://github.com/statisticianinstilettos/recmetrics
```
PyPi (📥 4K / month · ⏱️ 26.04.2022):
```
 pip install recmetrics
```

Show 7 hidden projects...

tensorrec (🥉23 · ⭐ 1.2K · 💀) - A TensorFlow recommendation algorithm and framework in.. Apache-2
fastFM (🥉21 · ⭐ 1K · 💀) - fastFM: A Library for Factorization Machines. BSD-3
Spotlight (🥉19 · ⭐ 2.8K · 💀) - Deep recommender models using PyTorch. MIT
lkpy (🥉19 · ⭐ 220) - Python recommendation toolkit. MIT
Case Recommender (🥉17 · ⭐ 430 · 💀) - Case Recommender: A Flexible and Extensible Python.. MIT
OpenRec (🥉16 · ⭐ 400 · 💀) - OpenRec is an open-source and modular library for neural network-.. Apache-2
Collie (🥉16 · ⭐ 94) - A library for preparing, training, and evaluating scalable deep.. BSD-3

Privacy Machine Learning

Libraries for encrypted and privacy-preserving machine learning using methods like federated learning & differential privacy.

PySyft (🥇35 · ⭐ 8.4K) - Data science on data without acquiring a copy. Apache-2

GitHub (👨‍💻 480 · 🔀 1.9K · 📋 3.4K - 4% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/OpenMined/PySyft
```
PyPi (📥 4.3K / month · 📦 5 · ⏱️ 29.06.2022):
```
 pip install syft
```

Opacus (🥈29 · ⭐ 1.3K) - Training PyTorch models with differential privacy. Apache-2

GitHub (👨‍💻 65 · 🔀 250 · 📥 51 · 📦 170 · 📋 220 - 22% open · ⏱️ 23.11.2022):
```
 git clone https://github.com/pytorch/opacus
```
PyPi (📥 14K / month · 📦 11 · ⏱️ 06.05.2022):
```
 pip install opacus
```
Conda (📥 5.8K · ⏱️ 09.09.2022):
```
 conda install -c conda-forge opacus
```

FATE (🥈26 · ⭐ 4.7K) - An Industrial Grade Federated Learning Framework. Apache-2

GitHub (👨‍💻 82 · 🔀 1.4K · 📋 1.4K - 38% open · ⏱️ 23.11.2022):
```
 git clone https://github.com/FederatedAI/FATE
```
PyPi (📥 11 / month · ⏱️ 06.05.2020):
```
 pip install ETAF
```

TensorFlow Privacy (🥈26 · ⭐ 1.7K) - Library for training machine learning models with.. Apache-2

GitHub (👨‍💻 50 · 🔀 380 · 📥 90 · 📋 180 - 50% open · ⏱️ 08.11.2022):
```
 git clone https://github.com/tensorflow/privacy
```
PyPi (📥 40K / month · 📦 7 · ⏱️ 22.02.2022):
```
 pip install tensorflow-privacy
```

CrypTen (🥉24 · ⭐ 1.2K) - A framework for Privacy Preserving Machine Learning. MIT

GitHub (👨‍💻 29 · 🔀 200 · 📦 22 · 📋 190 - 17% open · ⏱️ 10.06.2022):
```
 git clone https://github.com/facebookresearch/CrypTen
```
PyPi (📥 200 / month · ⏱️ 09.09.2021):
```
 pip install crypten
```

TFEncrypted (🥉24 · ⭐ 1.1K) - A Framework for Encrypted Machine Learning in TensorFlow. Apache-2

GitHub (👨‍💻 29 · 🔀 190 · 📦 63 · 📋 430 - 33% open · ⏱️ 16.11.2022):
```
 git clone https://github.com/tf-encrypted/tf-encrypted
```
PyPi (📥 780 / month · 📦 9 · ⏱️ 07.03.2022):
```
 pip install tf-encrypted
```

Show 1 hidden projects...

PipelineDP (🥉20 · ⭐ 240) - PipelineDP is a Python framework for applying differentially.. Apache-2

Workflow & Experiment Tracking

Libraries to organize, track, and visualize machine learning experiments.

Tensorboard (🥇43 · ⭐ 6K) - TensorFlows Visualization Toolkit. Apache-2

GitHub (👨‍💻 290 · 🔀 1.6K · 📦 130K · 📋 1.8K - 34% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/tensorflow/tensorboard
```
PyPi (📥 17M / month · 📦 2.4K · ⏱️ 08.06.2022):
```
 pip install tensorboard
```

Conda (📥 3.5M · ⏱️ 09.11.2022):

 conda install -c conda-forge tensorboard

mlflow (🥇41 · ⭐ 13K) - Open source platform for the machine learning lifecycle. Apache-2

GitHub (👨‍💻 520 · 🔀 3K · 📋 2.7K - 35% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/mlflow/mlflow
```
PyPi (📥 11M / month · 📦 330 · ⏱️ 29.06.2022):
```
 pip install mlflow
```
Conda (📥 1.1M · ⏱️ 16.11.2022):
```
 conda install -c conda-forge mlflow
```

DVC (🥇41 · ⭐ 11K) - Data Version Control | Git for Data & Models | ML Experiments Management. Apache-2

GitHub (👨‍💻 280 · 🔀 1K · 📥 110K · 📦 5.5K · 📋 4K - 16% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/iterative/dvc
```
PyPi (📥 1.4M / month · 📦 47 · ⏱️ 05.07.2022):
```
 pip install dvc
```
Conda (📥 1.3M · ⏱️ 25.11.2022):
```
 conda install -c conda-forge dvc
```

wandb client (🥇37 · ⭐ 5K) - A tool for visualizing and tracking your machine learning.. MIT

GitHub (👨‍💻 130 · 🔀 380 · 📦 14K · 📋 2.1K - 25% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/wandb/client
```
PyPi (📥 1.5M / month · 📦 270 · ⏱️ 05.07.2022):
```
 pip install wandb
```
Conda (📥 130K · ⏱️ 04.11.2022):
```
 conda install -c conda-forge wandb
```

SageMaker SDK (🥇37 · ⭐ 1.7K) - A library for training and deploying machine learning.. Apache-2

GitHub (👨‍💻 300 · 🔀 890 · 📦 1.8K · 📋 1.2K - 38% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/aws/sagemaker-python-sdk
```
PyPi (📥 12M / month · 📦 52 · ⏱️ 05.07.2022):
```
 pip install sagemaker
```

Conda (📥 470K · ⏱️ 03.11.2022):

 conda install -c conda-forge sagemaker-python-sdk

PyCaret (🥈36 · ⭐ 6.6K) - An open-source, low-code machine learning library in Python. MIT

GitHub (👨‍💻 110 · 🔀 1.5K · 📥 620 · 📦 2.8K · 📋 1.9K - 16% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/pycaret/pycaret
```
PyPi (📥 910K / month · 📦 13 · ⏱️ 06.06.2022):
```
 pip install pycaret
```
Conda (📥 24K · ⏱️ 18.04.2022):
```
 conda install -c conda-forge pycaret
```

AzureML SDK (🥈35 · ⭐ 3.5K) - Python notebooks with ML and deep learning examples with Azure.. MIT

GitHub (👨‍💻 61 · 🔀 2.2K · 📥 480 · 📋 1.4K - 23% open · ⏱️ 08.11.2022):
```
 git clone https://github.com/Azure/MachineLearningNotebooks
```
PyPi (📥 2.3M / month · 📦 46 · ⏱️ 27.06.2022):
```
 pip install azureml-sdk
```

ClearML (🥈34 · ⭐ 3.8K) - ClearML - Auto-Magical CI/CD to streamline your ML workflow... Apache-2

GitHub (👨‍💻 58 · 🔀 510 · 📥 570 · 📦 350 · 📋 670 - 45% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/allegroai/clearml
```
PyPi (📥 500K / month · 📦 8 · ⏱️ 04.07.2022):
```
 pip install clearml
```
Docker Hub (📥 30K · ⏱️ 05.10.2020):
```
 docker pull allegroai/trains
```

snakemake (🥈34 · ⭐ 1.5K) - This is the development home of the workflow management system.. MIT

GitHub (👨‍💻 270 · 🔀 380 · 📦 1.3K · 📋 1.2K - 60% open · ⏱️ 10.11.2022):
```
 git clone https://github.com/snakemake/snakemake
```
PyPi (📥 57K / month · 📦 210 · ⏱️ 30.06.2022):
```
 pip install snakemake
```
Conda (📥 590K · ⏱️ 12.11.2022):
```
 conda install -c bioconda snakemake
```

tensorboardX (🥈32 · ⭐ 7.5K · 📉) - tensorboard for pytorch (and chainer, mxnet, numpy, ...). MIT

GitHub (👨‍💻 73 · 🔀 870 · 📥 350 · 📦 24K · 📋 440 - 16% open · ⏱️ 04.09.2022):
```
 git clone https://github.com/lanpa/tensorboardX
```
PyPi (📥 2.3M / month · 📦 890 · ⏱️ 05.06.2022):
```
 pip install tensorboardX
```

Conda (📥 890K · ⏱️ 07.06.2022):

 conda install -c conda-forge tensorboardx

Metaflow (🥈32 · ⭐ 6.2K) - Build and manage real-life data science projects with ease!. Apache-2

GitHub (👨‍💻 61 · 🔀 560 · 📦 340 · 📋 490 - 48% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/Netflix/metaflow
```
PyPi (📥 64K / month · 📦 9 · ⏱️ 17.06.2022):
```
 pip install metaflow
```
Conda (📥 86K · ⏱️ 04.11.2022):
```
 conda install -c conda-forge metaflow
```

VisualDL (🥈32 · ⭐ 4.5K) - Deep Learning Visualization Toolkit. Apache-2

GitHub (👨‍💻 32 · 🔀 600 · 📥 240 · 📦 1.6K · 📋 440 - 22% open · ⏱️ 28.11.2022):
```
 git clone https://github.com/PaddlePaddle/VisualDL
```
PyPi (📥 73K / month · 📦 25 · ⏱️ 01.07.2022):
```
 pip install visualdl
```

aim (🥈31 · ⭐ 2.9K) - Aim easy-to-use and performant open-source ML experiment tracker. Apache-2

GitHub (👨‍💻 47 · 🔀 170 · 📦 130 · 📋 740 - 24% open · ⏱️ 28.11.2022):
```
 git clone https://github.com/aimhubio/aim
```
PyPi (📥 28K / month · 📦 5 · ⏱️ 07.07.2022):
```
 pip install aim
```
Conda (📥 19K · ⏱️ 15.10.2021):
```
 conda install -c conda-forge aim
```

sacred (🥈30 · ⭐ 4K) - Sacred is a tool to help you configure, organize, log and reproduce.. MIT

GitHub (👨‍💻 100 · 🔀 350 · 📦 1.7K · 📋 540 - 16% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/IDSIA/sacred
```
PyPi (📥 57K / month · 📦 100 · ⏱️ 14.12.2020):
```
 pip install sacred
```
Conda (📥 2K · ⏱️ 14.11.2021):
```
 conda install -c conda-forge sacred
```

Neptune.ai (🥈29 · ⭐ 350) - Experiment tracking tool and model registry. Apache-2

GitHub (👨‍💻 38 · 🔀 35 · 📋 180 - 13% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/neptune-ai/neptune-client
```
PyPi (📥 540K / month · 📦 28 · ⏱️ 01.07.2022):
```
 pip install neptune-client
```

Conda (📥 120K · ⏱️ 23.11.2022):

 conda install -c conda-forge neptune-client

Catalyst (🥉28 · ⭐ 3K · 💤) - Accelerated deep learning R&D. Apache-2

GitHub (👨‍💻 100 · 🔀 360 · 📦 660 · 📋 340 - 1% open · ⏱️ 29.04.2022):
```
 git clone https://github.com/catalyst-team/catalyst
```
PyPi (📥 49K / month · 📦 29 · ⏱️ 29.04.2022):
```
 pip install catalyst
```

ml-metadata (🥉28 · ⭐ 500) - For recording and retrieving metadata associated with ML.. Apache-2

GitHub (👨‍💻 15 · 🔀 110 · 📥 1.7K · 📦 270 · 📋 95 - 27% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/google/ml-metadata
```
PyPi (📥 740K / month · 📦 19 · ⏱️ 21.06.2022):
```
 pip install ml-metadata
```

Guild AI (🥉27 · ⭐ 750) - Experiment tracking, ML developer tools. Apache-2

GitHub (👨‍💻 23 · 🔀 68 · 📥 7 · 📦 62 · 📋 390 - 45% open · ⏱️ 16.11.2022):
```
 git clone https://github.com/guildai/guildai
```
PyPi (📥 3K / month · ⏱️ 11.05.2022):
```
 pip install guildai
```

TNT (🥉26 · ⭐ 1.4K) - A lightweight library for PyTorch training tools and utilities. BSD-3

GitHub (👨‍💻 74 · 🔀 220 · 📋 62 - 4% open · ⏱️ 29.11.2022):
```
 git clone https://github.com/pytorch/tnt
```
PyPi (📥 5.8K / month · 📦 37 · ⏱️ 29.07.2018):
```
 pip install torchnet
```

livelossplot (🥉25 · ⭐ 1.2K · 💤) - Live training loss plot in Jupyter Notebook for Keras,.. MIT

GitHub (👨‍💻 17 · 🔀 140 · 📦 890 · 📋 76 - 7% open · ⏱️ 04.04.2022):
```
 git clone https://github.com/stared/livelossplot
```
PyPi (📥 40K / month · 📦 11 · ⏱️ 04.04.2022):
```
 pip install livelossplot
```

Labml (🥉24 · ⭐ 1.2K) - Monitor deep learning model training and hardware usage from your mobile.. MIT

GitHub (👨‍💻 7 · 🔀 87 · 📦 57 · 📋 35 - 51% open · ⏱️ 23.11.2022):
```
 git clone https://github.com/labmlai/labml
```
PyPi (📥 2K / month · 📦 6 · ⏱️ 05.07.2022):
```
 pip install labml
```

lore (🥉19 · ⭐ 1.5K) - Lore makes machine learning approachable for Software Engineers and.. MIT

GitHub (👨‍💻 27 · 🔀 130 · 📦 20 · 📋 45 - 57% open · ⏱️ 27.09.2022):
```
 git clone https://github.com/instacart/lore
```
PyPi (📥 330 / month · 📦 1 · ⏱️ 02.02.2022):
```
 pip install lore
```

keepsake (🥉18 · ⭐ 1.6K · 💤) - Version control for machine learning. Apache-2

GitHub (👨‍💻 17 · 🔀 64 · 📋 190 - 65% open · ⏱️ 24.05.2022):
```
 git clone https://github.com/replicate/keepsake
```
PyPi (📥 290 / month · ⏱️ 11.03.2021):
```
 pip install keepsake
```

Show 16 hidden projects...

kaggle (🥈29 · ⭐ 5K · 💀) - Official Kaggle API. Apache-2
knockknock (🥉25 · ⭐ 2.5K · 💀) - Knock Knock: Get notified when your training ends with only two.. MIT
SKLL (🥉24 · ⭐ 530) - SciKit-Learn Laboratory (SKLL) makes it easy to run machine.. ❗️BSD-1-Clause
hiddenlayer (🥉21 · ⭐ 1.7K · 💀) - Neural network graphs and training metrics for.. MIT
TensorWatch (🥉20 · ⭐ 3.3K · 💀) - Debugging, monitoring and visualization for Python Machine.. MIT
TensorBoard Logger (🥉20 · ⭐ 620 · 💀) - Log TensorBoard events without touching TensorFlow. MIT
Studio.ml (🥉20 · ⭐ 380 · 💀) - Studio: Simplify and expedite model building process. Apache-2
quinn (🥉20 · ⭐ 370 · 💀) - pyspark methods to enhance developer productivity. Apache-2
gokart (🥉20 · ⭐ 270) - Gokart solves reproducibility, task dependencies, constraints of good code,.. 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 (🥉16 · ⭐ 210) - A multi-functional library for full-stack Deep Learning. Simplifies.. Apache-2
steppy (🥉15 · ⭐ 130 · 💀) - Lightweight, Python library for fast and reproducible experimentation. MIT
caliban (🥉14 · ⭐ 440 · 💀) - 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 · ⭐ 11 · 💀) - 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 (🥇40 · ⭐ 14K · 📉) - Open standard for machine learning interoperability. Apache-2

GitHub (👨‍💻 260 · 🔀 3.1K · 📥 18K · 📦 9.5K · 📋 2.2K - 15% open · ⏱️ 29.11.2022):
```
 git clone https://github.com/onnx/onnx
```
PyPi (📥 1.9M / month · 📦 390 · ⏱️ 18.06.2022):
```
 pip install onnx
```
Conda (📥 590K · ⏱️ 28.10.2022):
```
 conda install -c conda-forge onnx
```

Core ML Tools (🥇31 · ⭐ 3K) - Core ML tools contain supporting tools for Core ML model.. BSD-3

GitHub (👨‍💻 140 · 🔀 470 · 📥 4.6K · 📦 1.1K · 📋 1K - 16% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/apple/coremltools
```
PyPi (📥 170K / month · 📦 150 · ⏱️ 07.06.2022):
```
 pip install coremltools
```

Conda (📥 41K · ⏱️ 15.10.2021):

 conda install -c conda-forge coremltools

huggingface_hub (🥇31 · ⭐ 600) - All the open source things related to the Hugging Face Hub. Apache-2

GitHub (👨‍💻 76 · 🔀 140 · 📋 380 - 23% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/huggingface/huggingface_hub
```
PyPi (📥 6.9M / month · 📦 87 · ⏱️ 21.06.2022):
```
 pip install huggingface_hub
```

Conda (📥 550K · ⏱️ 28.11.2022):

 conda install -c conda-forge huggingface_hub

triton (🥈30 · ⭐ 4.3K) - Development repository for the Triton language and compiler. MIT

GitHub (👨‍💻 65 · 🔀 360 · 📦 180 · 📋 330 - 40% open · ⏱️ 20.11.2022):
```
 git clone https://github.com/openai/triton
```
PyPi (📥 190K / month · 📦 3 · ⏱️ 04.07.2022):
```
 pip install triton
```

BentoML (🥈29 · ⭐ 4.3K) - Unified Model Serving Framework. Apache-2

GitHub (👨‍💻 140 · 🔀 490 · 📥 1.6K · 📋 760 - 13% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/bentoml/BentoML
```
PyPi (📥 35K / month · 📦 3 · ⏱️ 01.07.2022):
```
 pip install bentoml
```

Hummingbird (🥈29 · ⭐ 3.1K) - Hummingbird compiles trained ML models into tensor computation for.. MIT

GitHub (👨‍💻 36 · 🔀 250 · 📥 190 · 📦 46 · 📋 260 - 18% open · ⏱️ 29.11.2022):
```
 git clone https://github.com/microsoft/hummingbird
```
PyPi (📥 44K / month · ⏱️ 25.04.2022):
```
 pip install hummingbird-ml
```

Conda (📥 18K · ⏱️ 29.11.2022):

 conda install -c conda-forge hummingbird-ml

TorchServe (🥈29 · ⭐ 3K) - Serve, optimize and scale PyTorch models in production. Apache-2

GitHub (👨‍💻 140 · 🔀 650 · 📥 2.3K · 📋 1.1K - 17% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/pytorch/serve
```
PyPi (📥 19K / month · 📦 9 · ⏱️ 13.05.2022):
```
 pip install torchserve
```
Conda (📥 49K · ⏱️ 14.11.2022):
```
 conda install -c pytorch torchserve
```
Docker Hub (📥 1.1M · ⭐ 16 · ⏱️ 14.11.2022):
```
 docker pull pytorch/torchserve
```

cortex (🥈25 · ⭐ 7.8K) - Production infrastructure for machine learning at scale. Apache-2

GitHub (👨‍💻 24 · 🔀 600 · 📋 1.1K - 10% open · ⏱️ 23.09.2022):
```
 git clone https://github.com/cortexlabs/cortex
```
PyPi (📥 1.5K / month · 📦 1 · ⏱️ 10.01.2022):
```
 pip install cortex
```

m2cgen (🥈25 · ⭐ 2.3K) - Transform ML models into a native code (Java, C, Python, Go, JavaScript,.. MIT

GitHub (👨‍💻 14 · 🔀 200 · 📥 42 · 📦 77 · 📋 100 - 30% open · ⏱️ 05.10.2022):
```
 git clone https://github.com/BayesWitnesses/m2cgen
```
PyPi (📥 58K / month · 📦 3 · ⏱️ 26.04.2022):
```
 pip install m2cgen
```

mmdnn (🥉24 · ⭐ 5.7K) - MMdnn is a set of tools to help users inter-operate among different deep.. MIT

GitHub (👨‍💻 86 · 🔀 970 · 📥 3.6K · 📦 95 · 📋 620 - 53% open · ⏱️ 22.09.2022):
```
 git clone https://github.com/Microsoft/MMdnn
```
PyPi (📥 450 / month · 📦 3 · ⏱️ 24.07.2020):
```
 pip install mmdnn
```

hls4ml (🥉24 · ⭐ 730) - Machine learning on FPGAs using HLS. Apache-2

GitHub (👨‍💻 48 · 🔀 270 · 📋 340 - 42% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/fastmachinelearning/hls4ml
```
PyPi (📥 360 / month · ⏱️ 12.11.2021):
```
 pip install hls4ml
```
Conda (📥 4.7K · ⏱️ 12.11.2021):
```
 conda install -c conda-forge hls4ml
```

sklearn-porter (🥉23 · ⭐ 1.2K · 💤) - Transpile trained scikit-learn estimators to C, Java,.. BSD-3

GitHub (👨‍💻 12 · 🔀 160 · 📦 46 · 📋 76 - 55% open · ⏱️ 22.05.2022):
```
 git clone https://github.com/nok/sklearn-porter
```
PyPi (📥 360 / month · 📦 1 · ⏱️ 18.12.2019):
```
 pip install sklearn-porter
```

nebullvm (🥉20 · ⭐ 1.5K) - Accelerate AI models inference leveraging best-of-breed.. Apache-2

GitHub (👨‍💻 11 · 🔀 67 · 📦 4 · 📋 75 - 38% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/nebuly-ai/nebullvm
```
PyPi (📥 440 / month · ⏱️ 28.06.2022):
```
 pip install nebullvm
```

Show 7 hidden projects...

Larq Compute Engine (🥉21 · ⭐ 210) - Highly optimized inference engine for Binarized.. Apache-2
OMLT (🥉20 · ⭐ 170) - Represent trained machine learning models as Pyomo optimization formulations. BSD-3
pytorch2keras (🥉19 · ⭐ 820 · 💀) - PyTorch to Keras model convertor. MIT
tfdeploy (🥉16 · ⭐ 350 · 💀) - Deploy tensorflow graphs for fast evaluation and export to.. BSD-3
modelkit (🥉14 · ⭐ 140) - Toolkit for developing and maintaining ML models. MIT
backprop (🥉13 · ⭐ 230 · 💀) - Backprop makes it simple to use, finetune, and deploy state-of-.. Apache-2
ml-ane-transformers (🥉11 · ⭐ 480 · 🐣) - Reference implementation of the Transformer.. ❗Unlicensed

Model Interpretability

Libraries to visualize, explain, debug, evaluate, and interpret machine learning models.

shap (🥇38 · ⭐ 18K · 📉) - A game theoretic approach to explain the output of any machine learning.. MIT

GitHub (👨‍💻 200 · 🔀 2.7K · 📦 7.4K · 📋 2.1K - 70% open · ⏱️ 16.06.2022):
```
 git clone https://github.com/slundberg/shap
```
PyPi (📥 5.3M / month · 📦 280 · ⏱️ 16.06.2022):
```
 pip install shap
```
Conda (📥 1.7M · ⏱️ 20.06.2022):
```
 conda install -c conda-forge shap
```

arviz (🥇34 · ⭐ 1.3K) - Exploratory analysis of Bayesian models with Python. Apache-2

GitHub (👨‍💻 140 · 🔀 310 · 📥 110 · 📦 3K · 📋 800 - 22% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/arviz-devs/arviz
```
PyPi (📥 970K / month · 📦 100 · ⏱️ 13.05.2022):
```
 pip install arviz
```
Conda (📥 1M · ⏱️ 16.11.2022):
```
 conda install -c conda-forge arviz
```

Netron (🥇33 · ⭐ 21K) - Visualizer for neural network, deep learning, and machine.. MIT

GitHub (👨‍💻 2 · 🔀 2.3K · 📥 50K · 📦 8 · 📋 880 - 2% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/lutzroeder/netron
```
PyPi (📥 8.6K / month · 📦 67 · ⏱️ 04.07.2022):
```
 pip install netron
```

InterpretML (🥇33 · ⭐ 5.1K) - Fit interpretable models. Explain blackbox machine learning. MIT

GitHub (👨‍💻 31 · 🔀 630 · 📦 310 · 📋 330 - 32% open · ⏱️ 17.11.2022):
```
 git clone https://github.com/interpretml/interpret
```
PyPi (📥 140K / month · 📦 16 · ⏱️ 23.09.2021):
```
 pip install interpret
```

Captum (🥇31 · ⭐ 3.6K) - Model interpretability and understanding for PyTorch. BSD-3

GitHub (👨‍💻 94 · 🔀 380 · 📦 790 · 📋 420 - 30% open · ⏱️ 18.11.2022):
```
 git clone https://github.com/pytorch/captum
```
PyPi (📥 100K / month · 📦 23 · ⏱️ 03.03.2022):
```
 pip install captum
```
Conda (📥 4.3K · ⏱️ 04.03.2022):
```
 conda install -c conda-forge captum
```

Model Analysis (🥇31 · ⭐ 1.2K) - Model analysis tools for TensorFlow. Apache-2

GitHub (👨‍💻 52 · 🔀 260 · 📋 80 - 37% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/tensorflow/model-analysis
```
PyPi (📥 840K / month · 📦 21 · ⏱️ 16.05.2022):
```
 pip install tensorflow-model-analysis
```

dtreeviz (🥈30 · ⭐ 2.3K) - A python library for decision tree visualization and model interpretation. MIT

GitHub (👨‍💻 21 · 🔀 290 · 📦 540 · 📋 130 - 23% open · ⏱️ 27.11.2022):
```
 git clone https://github.com/parrt/dtreeviz
```
PyPi (📥 110K / month · 📦 14 · ⏱️ 29.04.2022):
```
 pip install dtreeviz
```
Conda (📥 29K · ⏱️ 28.11.2022):
```
 conda install -c conda-forge dtreeviz
```

shapash (🥈30 · ⭐ 2K) - Shapash makes Machine Learning models transparent and.. Apache-2

GitHub (👨‍💻 35 · 🔀 250 · 📦 92 · 📋 140 - 13% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/MAIF/shapash
```
PyPi (📥 13K / month · 📦 1 · ⏱️ 09.05.2022):
```
 pip install shapash
```

Alibi (🥈30 · ⭐ 1.9K) - Algorithms for explaining machine learning models. Apache-2

GitHub (👨‍💻 18 · 🔀 210 · 📦 210 · 📋 320 - 38% open · ⏱️ 24.11.2022):
```
 git clone https://github.com/SeldonIO/alibi
```
PyPi (📥 28K / month · 📦 24 · ⏱️ 18.05.2022):
```
 pip install alibi
```

yellowbrick (🥈29 · ⭐ 3.9K) - Visual analysis and diagnostic tools to facilitate machine.. Apache-2

GitHub (👨‍💻 110 · 🔀 520 · 📋 680 - 12% open · ⏱️ 21.08.2022):
```
 git clone https://github.com/DistrictDataLabs/yellowbrick
```
PyPi (📥 1M / month · 📦 67 · ⏱️ 19.02.2022):
```
 pip install yellowbrick
```

Conda (📥 46K · ⏱️ 22.08.2022):

 conda install -c conda-forge yellowbrick

Fairness 360 (🥈29 · ⭐ 1.9K) - A comprehensive set of fairness metrics for datasets and.. Apache-2

GitHub (👨‍💻 63 · 🔀 630 · 📦 190 · 📋 220 - 62% open · ⏱️ 04.11.2022):
```
 git clone https://github.com/Trusted-AI/AIF360
```
PyPi (📥 12K / month · 📦 10 · ⏱️ 04.03.2021):
```
 pip install aif360
```
Conda (📥 4.4K · ⏱️ 04.09.2022):
```
 conda install -c conda-forge aif360
```

fairlearn (🥈29 · ⭐ 1.4K) - A Python package to assess and improve fairness of machine.. MIT

GitHub (👨‍💻 69 · 🔀 330 · 📋 400 - 42% open · ⏱️ 29.11.2022):
```
 git clone https://github.com/fairlearn/fairlearn
```
PyPi (📥 110K / month · 📦 13 · ⏱️ 07.07.2021):
```
 pip install fairlearn
```

Conda (📥 23K · ⏱️ 07.07.2021):

 conda install -c conda-forge fairlearn

evaluate (🥈29 · ⭐ 980) - Evaluate: A library for easily evaluating machine learning models.. Apache-2

GitHub (👨‍💻 110 · 🔀 78 · 📦 450 · 📋 150 - 39% open · ⏱️ 29.11.2022):
```
 git clone https://github.com/huggingface/evaluate
```
PyPi (📥 210K / month · 📦 1 · ⏱️ 16.06.2022):
```
 pip install evaluate
```

responsible-ai-widgets (🥈29 · ⭐ 620) - This project provides responsible AI user interfaces.. MIT

GitHub (👨‍💻 29 · 🔀 160 · 📦 40 · 📋 280 - 22% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/microsoft/responsible-ai-toolbox
```
PyPi (📥 9.6K / month · 📦 3 · ⏱️ 10.06.2022):
```
 pip install raiwidgets
```

DoWhy (🥈28 · ⭐ 5.4K) - DoWhy is a Python library for causal inference that supports explicit.. MIT

GitHub (👨‍💻 63 · 🔀 760 · 📥 31 · 📋 320 - 32% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/py-why/dowhy
```
PyPi (📥 83K / month · 📦 5 · ⏱️ 20.03.2022):
```
 pip install dowhy
```
Conda (📥 11K · ⏱️ 19.07.2022):
```
 conda install -c conda-forge dowhy
```

explainerdashboard (🥈28 · ⭐ 1.4K) - Quickly build Explainable AI dashboards that show the inner.. MIT

GitHub (👨‍💻 15 · 🔀 180 · 📦 200 · 📋 190 - 10% open · ⏱️ 16.06.2022):
```
 git clone https://github.com/oegedijk/explainerdashboard
```
PyPi (📥 71K / month · 📦 4 · ⏱️ 15.06.2022):
```
 pip install explainerdashboard
```

Conda (📥 27K · ⏱️ 15.02.2022):

 conda install -c conda-forge explainerdashboard

CausalNex (🥈26 · ⭐ 1.7K) - A Python library that helps data scientists to infer.. Apache-2

GitHub (👨‍💻 30 · 🔀 200 · 📦 62 · 📋 120 - 8% open · ⏱️ 14.11.2022):
```
 git clone https://github.com/quantumblacklabs/causalnex
```
PyPi (📥 3.8K / month · 📦 2 · ⏱️ 11.11.2021):
```
 pip install causalnex
```

Explainability 360 (🥈26 · ⭐ 1.2K) - Interpretability and explainability of data and.. Apache-2

GitHub (👨‍💻 39 · 🔀 250 · 📦 64 · 📋 75 - 62% open · ⏱️ 03.11.2022):
```
 git clone https://github.com/Trusted-AI/AIX360
```
PyPi (📥 1K / month · 📦 1 · ⏱️ 28.10.2020):
```
 pip install aix360
```

checklist (🥉25 · ⭐ 1.8K) - Beyond Accuracy: Behavioral Testing of NLP models with CheckList. MIT

GitHub (👨‍💻 13 · 🔀 180 · 📦 180 · 📋 100 - 22% open · ⏱️ 12.08.2022):
```
 git clone https://github.com/marcotcr/checklist
```
PyPi (📥 8.2K / month · 📦 6 · ⏱️ 24.05.2021):
```
 pip install checklist
```

Conda (📥 4.6K · ⏱️ 15.07.2021):

 conda install -c conda-forge checklist

imodels (🥉24 · ⭐ 970) - Interpretable ML package for concise, transparent, and accurate predictive.. MIT

GitHub (👨‍💻 13 · 🔀 93 · 📦 26 · 📋 46 - 39% open · ⏱️ 29.11.2022):
```
 git clone https://github.com/csinva/imodels
```
PyPi (📥 55K / month · 📦 2 · ⏱️ 03.07.2022):
```
 pip install imodels
```

sklearn-evaluation (🥉24 · ⭐ 350) - Machine learning model evaluation made easy: plots,.. MIT

GitHub (👨‍💻 18 · 🔀 37 · 📦 55 · 📋 69 - 46% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/edublancas/sklearn-evaluation
```
PyPi (📥 2.4K / month · 📦 2 · ⏱️ 05.07.2022):
```
 pip install sklearn-evaluation
```

LIT (🥉23 · ⭐ 3K · 💤) - The Language Interpretability Tool: Interactively analyze NLP models.. Apache-2

GitHub (👨‍💻 18 · 🔀 310 · 📦 11 · 📋 130 - 47% open · ⏱️ 15.03.2022):
```
 git clone https://github.com/PAIR-code/lit
```
PyPi (📥 1.2K / month · ⏱️ 21.12.2021):
```
 pip install lit-nlp
```
Conda (📥 49K · ⏱️ 09.11.2021):
```
 conda install -c conda-forge lit-nlp
```

keract (🥉23 · ⭐ 1K) - Layers Outputs and Gradients in Keras. Made easy. MIT

GitHub (👨‍💻 16 · 🔀 180 · 📦 160 · 📋 89 - 3% open · ⏱️ 03.11.2022):
```
 git clone https://github.com/philipperemy/keract
```
PyPi (📥 4.6K / month · 📦 6 · ⏱️ 19.06.2021):
```
 pip install keract
```

iNNvestigate (🥉21 · ⭐ 1.1K) - A toolbox to iNNvestigate neural networks predictions!. BSD-2

GitHub (👨‍💻 19 · 🔀 230 · 📥 38 · 📋 250 - 21% open · ⏱️ 12.10.2022):
```
 git clone https://github.com/albermax/innvestigate
```
PyPi (📥 390 / month · 📦 2 · ⏱️ 14.11.2020):
```
 pip install innvestigate
```

DiCE (🥉21 · ⭐ 960) - Generate Diverse Counterfactual Explanations for any machine.. MIT

GitHub (👨‍💻 16 · 🔀 140 · 📋 140 - 37% open · ⏱️ 21.11.2022):
```
 git clone https://github.com/interpretml/DiCE
```
PyPi (📥 28K / month · 📦 4 · ⏱️ 02.06.2022):
```
 pip install dice-ml
```

tf-explain (🥉21 · ⭐ 950) - Interpretability Methods for tf.keras models with Tensorflow 2.x. MIT

GitHub (👨‍💻 18 · 🔀 100 · 📦 140 · 📋 92 - 44% open · ⏱️ 30.06.2022):
```
 git clone https://github.com/sicara/tf-explain
```
PyPi (📥 2.4K / month · 📦 7 · ⏱️ 18.11.2021):
```
 pip install tf-explain
```

What-If Tool (🥉21 · ⭐ 760 · 💤) - Source code/webpage/demos for the What-If Tool. Apache-2

GitHub (👨‍💻 20 · 🔀 140 · 📋 120 - 52% open · ⏱️ 05.01.2022):
```
 git clone https://github.com/PAIR-code/what-if-tool
```
PyPi (📥 9.9K / month · 📦 3 · ⏱️ 12.10.2021):
```
 pip install witwidget
```

Conda (📥 1.4M · ⏱️ 06.01.2022):

 conda install -c conda-forge tensorboard-plugin-wit

npm (📥 1.8K / month · ⏱️ 12.10.2021):
```
 npm install wit-widget
```

ecco (🥉19 · ⭐ 1.5K · 💤) - Explain, analyze, and visualize NLP language models. Ecco creates.. BSD-3

GitHub (👨‍💻 10 · 🔀 100 · 📥 23 · 📦 16 · 📋 42 - 33% open · ⏱️ 18.01.2022):
```
 git clone https://github.com/jalammar/ecco
```
PyPi (📥 730 / month · 📦 1 · ⏱️ 09.01.2022):
```
 pip install ecco
```
Conda (📥 2.4K · ⏱️ 10.01.2022):
```
 conda install -c conda-forge ecco
```

model-card-toolkit (🥉19 · ⭐ 320) - a tool that leverages rich metadata and lineage.. Apache-2

GitHub (👨‍💻 18 · 🔀 65 · 📦 11 · 📋 21 - 76% open · ⏱️ 14.11.2022):
```
 git clone https://github.com/tensorflow/model-card-toolkit
```
PyPi (📥 960 / month · ⏱️ 28.04.2022):
```
 pip install model-card-toolkit
```

LOFO (🥉17 · ⭐ 670 · 💤) - Leave One Feature Out Importance. MIT

GitHub (👨‍💻 3 · 🔀 71 · 📦 22 · 📋 20 - 20% open · ⏱️ 27.04.2022):
```
 git clone https://github.com/aerdem4/lofo-importance
```
PyPi (📥 5.9K / month · 📦 2 · ⏱️ 27.04.2022):
```
 pip install lofo-importance
```

Anchor (🥉16 · ⭐ 730) - Code for High-Precision Model-Agnostic Explanations paper. BSD-2

GitHub (👨‍💻 10 · 🔀 100 · 📋 74 - 31% open · ⏱️ 19.07.2022):
```
 git clone https://github.com/marcotcr/anchor
```
PyPi (📥 1.6K / month · 📦 2 · ⏱️ 10.09.2020):
```
 pip install anchor_exp
```

interpret-text (🥉14 · ⭐ 340 · 💤) - A library that incorporates state-of-the-art explainers.. MIT

GitHub (👨‍💻 17 · 🔀 58 · 📋 74 - 78% open · ⏱️ 06.12.2021):
```
 git clone https://github.com/interpretml/interpret-text
```
PyPi (📥 47 / month · ⏱️ 07.12.2021):
```
 pip install interpret-text
```

ExplainX.ai (🥉14 · ⭐ 320) - Explainable AI framework for data scientists. Explain & debug any.. MIT

GitHub (👨‍💻 4 · 🔀 42 · 📥 5 · 📋 27 - 37% open · ⏱️ 15.09.2022):
```
 git clone https://github.com/explainX/explainx
```
PyPi (📥 1.6K / month · ⏱️ 04.02.2021):
```
 pip install explainx
```

Show 21 hidden projects...

Lime (🥇33 · ⭐ 10K · 💀) - Lime: Explaining the predictions of any machine learning classifier. BSD-2
pyLDAvis (🥇31 · ⭐ 1.7K · 💀) - Python library for interactive topic model visualization... BSD-3
Deep Checks (🥈29 · ⭐ 2.2K) - Tests for Continuous Validation of ML Models & Data... ❗️AGPL-3.0
eli5 (🥈27 · ⭐ 2.6K · 💀) - A library for debugging/inspecting machine learning classifiers and.. MIT
scikit-plot (🥈27 · ⭐ 2.3K · 💀) - An intuitive library to add plotting functionality to.. MIT
Lucid (🥈26 · ⭐ 4.5K · 💀) - A collection of infrastructure and tools for research in.. Apache-2
keras-vis (🥉25 · ⭐ 2.9K · 💀) - Neural network visualization toolkit for keras. MIT
DALEX (🥉25 · ⭐ 1.1K) - moDel Agnostic Language for Exploration and eXplanation. ❗️GPL-3.0
TreeInterpreter (🥉22 · ⭐ 720 · 💀) - Package for interpreting scikit-learns decision tree.. BSD-3
random-forest-importances (🥉22 · ⭐ 530 · 💀) - Code to compute permutation and drop-column.. MIT
aequitas (🥉22 · ⭐ 510 · 💀) - Bias and Fairness Audit Toolkit. MIT
Skater (🥉21 · ⭐ 1K · 💤) - Python Library for Model Interpretation/Explanations. ❗️UPL-1.0
deeplift (🥉21 · ⭐ 690 · 💀) - Public facing deeplift repo. MIT
Quantus (🥉21 · ⭐ 260) - Quantus is an eXplainable AI toolkit for responsible evaluation of.. ❗️LGPL-3.0
tcav (🥉19 · ⭐ 550 · 💀) - Code for the TCAV ML interpretability project. Apache-2
fairness-indicators (🥉19 · ⭐ 280) - Tensorflows Fairness Evaluation and Visualization.. Apache-2
XAI (🥉16 · ⭐ 870 · 💀) - XAI - An eXplainability toolbox for machine learning. MIT
FlashTorch (🥉16 · ⭐ 690 · 💀) - Visualization toolkit for neural networks in PyTorch! Demo --. MIT
contextual-ai (🥉12 · ⭐ 82 · 💀) - Contextual AI adds explainability to different stages of.. Apache-2
Attribution Priors (🥉11 · ⭐ 110 · 💀) - Tools for training explainable models using.. MIT
bias-detector (🥉10 · ⭐ 40) - 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 ( ⭐ 3.1K) - Benchmarks of approximate nearest neighbor libraries in Python.

Milvus (🥇38 · ⭐ 14K) - Vector database for scalable similarity search and AI applications. Apache-2

GitHub (👨‍💻 230 · 🔀 1.9K · 📥 26K · 📋 6.6K - 5% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/milvus-io/milvus
```
PyPi (📥 170K / month · 📦 17 · ⏱️ 02.04.2022):
```
 pip install pymilvus
```
Docker Hub (📥 2.4M · ⭐ 23 · ⏱️ 01.12.2022):
```
 docker pull milvusdb/milvus
```

Faiss (🥇36 · ⭐ 19K) - A library for efficient similarity search and clustering of dense vectors. MIT

GitHub (👨‍💻 120 · 🔀 2.7K · 📦 820 · 📋 1.9K - 11% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/facebookresearch/faiss
```
PyPi (📥 170K / month · 📦 17 · ⏱️ 02.04.2022):
```
 pip install pymilvus
```
Conda (📥 580K · ⏱️ 02.11.2022):
```
 conda install -c conda-forge faiss
```

Annoy (🥈33 · ⭐ 11K) - Approximate Nearest Neighbors in C++/Python optimized for memory usage.. Apache-2

GitHub (👨‍💻 82 · 🔀 1.1K · 📦 2.4K · 📋 360 - 11% open · ⏱️ 27.10.2022):
```
 git clone https://github.com/spotify/annoy
```
PyPi (📥 1.1M / month · 📦 240 · ⏱️ 18.09.2020):
```
 pip install annoy
```

Conda (📥 290K · ⏱️ 31.10.2022):

 conda install -c conda-forge python-annoy

NMSLIB (🥈30 · ⭐ 2.9K · 💤) - Non-Metric Space Library (NMSLIB): An efficient similarity search.. Apache-2

GitHub (👨‍💻 48 · 🔀 410 · 📦 710 · 📋 410 - 15% open · ⏱️ 31.05.2022):
```
 git clone https://github.com/nmslib/nmslib
```
PyPi (📥 120K / month · 📦 52 · ⏱️ 03.02.2021):
```
 pip install nmslib
```
Conda (📥 73K · ⏱️ 30.10.2022):
```
 conda install -c conda-forge nmslib
```

hnswlib (🥈28 · ⭐ 2.2K · 💤) - Header-only C++/python library for fast approximate nearest.. Apache-2

GitHub (👨‍💻 56 · 🔀 410 · 📦 330 · 📋 280 - 53% open · ⏱️ 16.04.2022):
```
 git clone https://github.com/nmslib/hnswlib
```
PyPi (📥 370K / month · 📦 28 · ⏱️ 14.02.2022):
```
 pip install hnswlib
```
Conda (📥 64K · ⏱️ 01.11.2022):
```
 conda install -c conda-forge hnswlib
```

PyNNDescent (🥈28 · ⭐ 690) - A Python nearest neighbor descent for approximate nearest neighbors. BSD-2

GitHub (👨‍💻 24 · 🔀 90 · 📦 2.4K · 📋 110 - 49% open · ⏱️ 01.11.2022):
```
 git clone https://github.com/lmcinnes/pynndescent
```
PyPi (📥 800K / month · 📦 26 · ⏱️ 14.05.2022):
```
 pip install pynndescent
```

Conda (📥 1.1M · ⏱️ 01.11.2022):

 conda install -c conda-forge pynndescent

NGT (🥉23 · ⭐ 940) - Nearest Neighbor Search with Neighborhood Graph and Tree for High-.. Apache-2

GitHub (👨‍💻 14 · 🔀 97 · 📋 110 - 13% open · ⏱️ 21.11.2022):
```
 git clone https://github.com/yahoojapan/NGT
```
PyPi (📥 16K / month · 📦 8 · ⏱️ 20.06.2022):
```
 pip install ngt
```

Show 4 hidden projects...

Magnitude (🥉24 · ⭐ 1.5K · 💀) - A fast, efficient universal vector embedding utility package. MIT
NearPy (🥉21 · ⭐ 720 · 💀) - Python framework for fast (approximated) nearest neighbour search in.. MIT
N2 (🥉19 · ⭐ 530 · 💀) - TOROS N2 - lightweight approximate Nearest Neighbor library which runs.. Apache-2
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 · ⭐ 7.2K) - Probabilistic Programming in Python: Bayesian Modeling and.. Apache-2

GitHub (👨‍💻 430 · 🔀 1.7K · 📥 1.9K · 📦 910 · 📋 2.9K - 5% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/pymc-devs/pymc
```
PyPi (📥 380K / month · 📦 240 · ⏱️ 15.03.2022):
```
 pip install pymc3
```
Conda (📥 470K · ⏱️ 20.05.2022):
```
 conda install -c conda-forge pymc3
```

tensorflow-probability (🥇37 · ⭐ 3.8K) - Probabilistic reasoning and statistical analysis in.. Apache-2

GitHub (👨‍💻 460 · 🔀 1K · 📋 1.3K - 45% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/tensorflow/probability
```
PyPi (📥 870K / month · 📦 340 · ⏱️ 07.06.2022):
```
 pip install tensorflow-probability
```

Conda (📥 82K · ⏱️ 10.11.2022):

 conda install -c conda-forge tensorflow-probability

Pyro (🥇34 · ⭐ 7.7K) - Deep universal probabilistic programming with Python and PyTorch. Apache-2

GitHub (👨‍💻 130 · 🔀 940 · 📦 920 · 📋 1K - 22% open · ⏱️ 22.11.2022):
```
 git clone https://github.com/pyro-ppl/pyro
```
PyPi (📥 340K / month · 📦 60 · ⏱️ 24.03.2022):
```
 pip install pyro-ppl
```
Conda (📥 31K · ⏱️ 23.11.2022):
```
 conda install -c conda-forge pyro-ppl
```

GPyTorch (🥈33 · ⭐ 2.9K) - A highly efficient and modular implementation of Gaussian Processes.. MIT

GitHub (👨‍💻 110 · 🔀 440 · 📦 840 · 📋 1.2K - 25% open · ⏱️ 29.11.2022):
```
 git clone https://github.com/cornellius-gp/gpytorch
```
PyPi (📥 180K / month · 📦 41 · ⏱️ 27.06.2022):
```
 pip install gpytorch
```
Conda (📥 64K · ⏱️ 08.09.2022):
```
 conda install -c conda-forge gpytorch
```

GPflow (🥈32 · ⭐ 1.7K) - Gaussian processes in TensorFlow. Apache-2

GitHub (👨‍💻 79 · 🔀 430 · 📦 430 · 📋 800 - 16% open · ⏱️ 14.11.2022):
```
 git clone https://github.com/GPflow/GPflow
```
PyPi (📥 90K / month · 📦 29 · ⏱️ 10.05.2022):
```
 pip install gpflow
```
Conda (📥 18K · ⏱️ 24.05.2022):
```
 conda install -c conda-forge gpflow
```

hmmlearn (🥈31 · ⭐ 2.7K) - Hidden Markov Models in Python, with scikit-learn like API. BSD-3

GitHub (👨‍💻 41 · 🔀 710 · 📦 1.5K · 📋 400 - 14% open · ⏱️ 07.11.2022):
```
 git clone https://github.com/hmmlearn/hmmlearn
```
PyPi (📥 98K / month · 📦 130 · ⏱️ 10.02.2022):
```
 pip install hmmlearn
```
Conda (📥 150K · ⏱️ 05.11.2022):
```
 conda install -c conda-forge hmmlearn
```

pgmpy (🥈31 · ⭐ 2.2K) - Python Library for learning (Structure and Parameter), inference.. MIT

GitHub (👨‍💻 110 · 🔀 650 · 📥 180 · 📦 450 · 📋 810 - 27% open · ⏱️ 25.11.2022):
```
 git clone https://github.com/pgmpy/pgmpy
```
PyPi (📥 60K / month · 📦 11 · ⏱️ 30.06.2022):
```
 pip install pgmpy
```

emcee (🥈31 · ⭐ 1.3K) - The Python ensemble sampling toolkit for affine-invariant MCMC. MIT

GitHub (👨‍💻 65 · 🔀 420 · 📦 1.6K · 📋 270 - 16% open · ⏱️ 12.10.2022):
```
 git clone https://github.com/dfm/emcee
```
PyPi (📥 93K / month · 📦 310 · ⏱️ 10.05.2022):
```
 pip install emcee
```
Conda (📥 260K · ⏱️ 28.09.2022):
```
 conda install -c conda-forge emcee
```

patsy (🥈31 · ⭐ 860) - Describing statistical models in Python using symbolic formulas. BSD-2

GitHub (👨‍💻 17 · 🔀 100 · 📦 61K · 📋 140 - 48% open · ⏱️ 09.10.2022):
```
 git clone https://github.com/pydata/patsy
```
PyPi (📥 8M / month · 📦 2.7K · ⏱️ 26.09.2021):
```
 pip install patsy
```
Conda (📥 6.4M · ⏱️ 09.10.2022):
```
 conda install -c conda-forge patsy
```

filterpy (🥉30 · ⭐ 2.5K) - Python Kalman filtering and optimal estimation library. Implements.. MIT

GitHub (👨‍💻 43 · 🔀 540 · 📦 1.8K · 📋 210 - 25% open · ⏱️ 22.08.2022):
```
 git clone https://github.com/rlabbe/filterpy
```
PyPi (📥 1.1M / month · 📦 130 · ⏱️ 10.10.2018):
```
 pip install filterpy
```
Conda (📥 180K · ⏱️ 05.05.2020):
```
 conda install -c conda-forge filterpy
```

pandas-ta (🥉29 · ⭐ 3.1K) - Technical Analysis Indicators - Pandas TA is an easy to use.. MIT

GitHub (👨‍💻 45 · 🔀 660 · 📦 950 · 📋 450 - 18% open · ⏱️ 24.09.2022):
```
 git clone https://github.com/twopirllc/pandas-ta
```
PyPi (📥 70K / month · 📦 19 · ⏱️ 28.07.2021):
```
 pip install pandas-ta
```

Conda (📥 3.2K · ⏱️ 05.10.2021):

 conda install -c conda-forge pandas-ta

SALib (🥉29 · ⭐ 650) - Sensitivity Analysis Library in Python. Contains Sobol, Morris, FAST, and.. MIT

GitHub (👨‍💻 39 · 🔀 200 · 📋 300 - 13% open · ⏱️ 29.10.2022):
```
 git clone https://github.com/SALib/SALib
```
PyPi (📥 260K / month · 📦 63 · ⏱️ 22.06.2022):
```
 pip install salib
```
Conda (📥 100K · ⏱️ 19.10.2022):
```
 conda install -c conda-forge salib
```

pomegranate (🥉27 · ⭐ 3K) - Fast, flexible and easy to use probabilistic modelling in Python. MIT

GitHub (👨‍💻 66 · 🔀 540 · 📦 780 · 📋 690 - 10% open · ⏱️ 29.11.2022):
```
 git clone https://github.com/jmschrei/pomegranate
```
PyPi (📥 42K / month · 📦 46 · ⏱️ 21.02.2022):
```
 pip install pomegranate
```

Conda (📥 110K · ⏱️ 19.09.2022):

 conda install -c conda-forge pomegranate

Orbit (🥉26 · ⭐ 1.5K · 📈) - A Python package for Bayesian forecasting with object-oriented.. Apache-2

GitHub (👨‍💻 18 · 🔀 120 · 📦 11 · 📋 380 - 13% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/uber/orbit
```
PyPi (📥 150K / month · 📦 1 · ⏱️ 28.04.2022):
```
 pip install orbit-ml
```

bambi (🥉26 · ⭐ 850) - BAyesian Model-Building Interface (Bambi) in Python. MIT

GitHub (👨‍💻 26 · 🔀 92 · 📦 44 · 📋 300 - 22% open · ⏱️ 25.11.2022):
```
 git clone https://github.com/bambinos/bambi
```
PyPi (📥 27K / month · 📦 3 · ⏱️ 06.06.2022):
```
 pip install bambi
```
Conda (📥 16K · ⏱️ 29.08.2022):
```
 conda install -c conda-forge bambi
```

Baal (🥉19 · ⭐ 680) - Library to enable Bayesian active learning in your research or labeling.. Apache-2

GitHub (👨‍💻 18 · 🔀 64 · 📋 91 - 24% open · ⏱️ 29.11.2022):
```
 git clone https://github.com/baal-org/baal
```
PyPi (📥 520 / month · 📦 1 · ⏱️ 03.05.2022):
```
 pip install baal
```
Conda (📥 4K · ⏱️ 31.10.2022):
```
 conda install -c conda-forge baal
```

Show 7 hidden projects...

pingouin (🥉28 · ⭐ 1.2K) - Statistical package in Python based on Pandas. ❗️GPL-3.0
Edward (🥉27 · ⭐ 4.7K · 💀) - A probabilistic programming language in TensorFlow. Deep.. Apache-2
PyStan (🥉27 · ⭐ 220) - PyStan, a Python interface to Stan, a platform for statistical modeling... ISC
pyhsmm (🥉21 · ⭐ 530 · 💀) - Bayesian inference in HSMMs and HMMs. MIT
scikit-posthocs (🥉21 · ⭐ 260) - Multiple Pairwise Comparisons (Post Hoc) Tests in Python. MIT
Funsor (🥉18 · ⭐ 200) - Functional tensors for probabilistic programming. Apache-2
ZhuSuan (🥉16 · ⭐ 2.2K · 💀) - 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 · ⭐ 3.4K) - Adversarial Robustness Toolbox (ART) - Python Library for Machine Learning.. MIT

GitHub (👨‍💻 120 · 🔀 910 · 📦 270 · 📋 740 - 12% open · ⏱️ 28.11.2022):
```
 git clone https://github.com/Trusted-AI/adversarial-robustness-toolbox
```
PyPi (📥 40K / month · 📦 7 · ⏱️ 01.07.2022):
```
 pip install adversarial-robustness-toolbox
```

Conda (📥 19K · ⏱️ 16.11.2022):

 conda install -c conda-forge adversarial-robustness-toolbox

TextAttack (🥈30 · ⭐ 2.2K) - TextAttack is a Python framework for adversarial attacks, data.. MIT

GitHub (👨‍💻 55 · 🔀 280 · 📦 110 · 📋 230 - 10% open · ⏱️ 06.11.2022):
```
 git clone https://github.com/QData/TextAttack
```
PyPi (📥 8.8K / month · 📦 7 · ⏱️ 25.05.2022):
```
 pip install textattack
```

Conda (📥 4.6K · ⏱️ 29.06.2021):

 conda install -c conda-forge textattack

Foolbox (🥈28 · ⭐ 2.4K · 💤) - A Python toolbox to create adversarial examples that fool neural.. MIT

GitHub (👨‍💻 32 · 🔀 400 · 📦 350 · 📋 360 - 6% open · ⏱️ 25.05.2022):
```
 git clone https://github.com/bethgelab/foolbox
```
PyPi (📥 5.3K / month · 📦 13 · ⏱️ 02.04.2022):
```
 pip install foolbox
```
Conda (📥 8.7K · ⏱️ 30.04.2021):
```
 conda install -c conda-forge foolbox
```

AdvBox (🥉19 · ⭐ 1.3K) - Advbox is a toolbox to generate adversarial examples that fool neural.. Apache-2

GitHub (👨‍💻 19 · 🔀 250 · 📋 38 - 21% open · ⏱️ 08.08.2022):
```
 git clone https://github.com/advboxes/AdvBox
```
PyPi (📥 24 / month · ⏱️ 05.12.2018):
```
 pip install advbox
```

robustness (🥉19 · ⭐ 750 · 💤) - A library for experimenting with, training and evaluating neural.. MIT

GitHub (👨‍💻 13 · 🔀 150 · 📦 91 · 📋 76 - 26% open · ⏱️ 14.02.2022):
```
 git clone https://github.com/MadryLab/robustness
```
PyPi (📥 5.1K / month · 📦 2 · ⏱️ 01.12.2020):
```
 pip install robustness
```

Conda (📥 5.3K · ⏱️ 30.04.2021):

 conda install -c conda-forge robustness

Show 4 hidden projects...

CleverHans (🥈30 · ⭐ 5.7K · 💀) - An adversarial example library for constructing attacks,.. MIT
advertorch (🥉22 · ⭐ 1.1K · 💤) - A Toolbox for Adversarial Robustness Research. ❗️GPL-3.0
textflint (🥉16 · ⭐ 580) - Unified Multilingual Robustness Evaluation Toolkit for Natural.. ❗️GPL-3.0
Adversary (🥉14 · ⭐ 370 · 💀) - Tool to generate adversarial text examples and test machine.. MIT

GPU & Accelerator Utilities

Libraries that require and make use of CUDA/GPU or other accelerator hardware capabilities to optimize machine learning tasks.

cuDF (🥇31 · ⭐ 5.2K) - cuDF - GPU DataFrame Library. Apache-2

GitHub (👨‍💻 260 · 🔀 650 · 📋 5.1K - 13% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/rapidsai/cudf
```
PyPi (📥 1.9K / month · 📦 6 · ⏱️ 01.06.2020):
```
 pip install cudf
```

PyCUDA (🥇31 · ⭐ 1.4K) - CUDA integration for Python, plus shiny features. MIT

GitHub (👨‍💻 79 · 🔀 260 · 📦 1.6K · 📋 250 - 31% open · ⏱️ 21.11.2022):
```
 git clone https://github.com/inducer/pycuda
```
PyPi (📥 37K / month · 📦 200 · ⏱️ 24.06.2022):
```
 pip install pycuda
```
Conda (📥 140K · ⏱️ 23.11.2022):
```
 conda install -c conda-forge pycuda
```

gpustat (🥈30 · ⭐ 3.1K) - A simple command-line utility for querying and monitoring GPU status. MIT

GitHub (👨‍💻 17 · 🔀 250 · 📦 2.4K · 📋 99 - 23% open · ⏱️ 26.11.2022):
```
 git clone https://github.com/wookayin/gpustat
```
PyPi (📥 990K / month · 📦 120 · ⏱️ 05.07.2022):
```
 pip install gpustat
```
Conda (📥 150K · ⏱️ 11.10.2022):
```
 conda install -c conda-forge gpustat
```

cuML (🥈29 · ⭐ 3K) - cuML - RAPIDS Machine Learning Library. Apache-2

GitHub (👨‍💻 160 · 🔀 430 · 📋 2.1K - 33% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/rapidsai/cuml
```
PyPi (📥 960 / month · 📦 4 · ⏱️ 01.06.2020):
```
 pip install cuml
```

ArrayFire (🥈28 · ⭐ 4K) - ArrayFire: a general purpose GPU library. BSD-3

GitHub (👨‍💻 86 · 🔀 490 · 📥 3K · 📋 1.6K - 16% open · ⏱️ 29.11.2022):
```
 git clone https://github.com/arrayfire/arrayfire
```
PyPi (📥 660 / month · 📦 5 · ⏱️ 22.02.2022):
```
 pip install arrayfire
```

Apex (🥈27 · ⭐ 6.8K) - A PyTorch Extension: Tools for easy mixed precision and distributed.. BSD-3

GitHub (👨‍💻 100 · 🔀 1.1K · 📦 1.3K · 📋 1.1K - 55% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/NVIDIA/apex
```

Conda (📥 120K · ⏱️ 06.04.2022):

 conda install -c conda-forge nvidia-apex

optimum (🥈27 · ⭐ 800) - Accelerate training and inference of Transformers with easy to use.. Apache-2

GitHub (👨‍💻 34 · 🔀 89 · 📦 52 · 📋 180 - 41% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/huggingface/optimum
```
PyPi (📥 46K / month · 📦 3 · ⏱️ 13.06.2022):
```
 pip install optimum
```
Conda (📥 4.9K · ⏱️ 12.07.2022):
```
 conda install -c conda-forge optimum
```

CuPy (🥈25 · ⭐ 6.5K · 📉) - NumPy & SciPy for GPU. MIT

GitHub (👨‍💻 260 · 🔀 640):

 git clone https://github.com/cupy/cupy

PyPi (📥 19K / month · 📦 160 · ⏱️ 30.06.2022):
```
 pip install cupy
```
Conda (📥 2.2M · ⏱️ 28.11.2022):
```
 conda install -c conda-forge cupy
```
Docker Hub (📥 56K · ⭐ 8 · ⏱️ 11.11.2022):
```
 docker pull cupy/cupy
```

cuGraph (🥈25 · ⭐ 1.2K) - cuGraph - RAPIDS Graph Analytics Library. Apache-2

GitHub (👨‍💻 91 · 🔀 220 · 📋 1.2K - 18% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/rapidsai/cugraph
```
PyPi (📥 140 / month · 📦 1 · ⏱️ 01.06.2020):
```
 pip install cugraph
```

Conda (📥 11K · ⏱️ 29.04.2021):

 conda install -c conda-forge libcugraph

DALI (🥉24 · ⭐ 4.1K) - A GPU-accelerated library containing highly optimized building blocks.. Apache-2

GitHub (👨‍💻 79 · 🔀 530 · 📋 1.3K - 17% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/NVIDIA/DALI
```

scikit-cuda (🥉24 · ⭐ 920 · 💤) - Python interface to GPU-powered libraries. BSD-3

GitHub (👨‍💻 46 · 🔀 170 · 📦 210 · 📋 220 - 22% open · ⏱️ 31.03.2022):
```
 git clone https://github.com/lebedov/scikit-cuda
```
PyPi (📥 570 / month · 📦 44 · ⏱️ 27.05.2019):
```
 pip install scikit-cuda
```

Merlin (🥉24 · ⭐ 400) - NVIDIA Merlin is an open source library providing end-to-end GPU-.. Apache-2

GitHub (👨‍💻 27 · 🔀 66 · 📋 300 - 46% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/NVIDIA-Merlin/Merlin
```
PyPi (📥 12K / month · ⏱️ 14.06.2022):
```
 pip install merlin-core
```

Vulkan Kompute (🥉22 · ⭐ 1K · 📈) - General purpose GPU compute framework built on Vulkan to.. Apache-2

GitHub (👨‍💻 21 · 🔀 70 · 📥 210 · 📦 5 · 📋 180 - 32% open · ⏱️ 27.11.2022):
```
 git clone https://github.com/KomputeProject/kompute
```
PyPi (📥 80 / month · ⏱️ 13.04.2022):
```
 pip install kp
```

cuSignal (🥉19 · ⭐ 640) - GPU accelerated signal processing. Apache-2

GitHub (👨‍💻 42 · 🔀 100 · 📋 140 - 11% open · ⏱️ 28.11.2022):
```
 git clone https://github.com/rapidsai/cusignal
```

Show 6 hidden projects...

GPUtil (🥉22 · ⭐ 920 · 💀) - A Python module for getting the GPU status from NVIDA GPUs using.. MIT
py3nvml (🥉22 · ⭐ 210 · 💤) - Python 3 Bindings for NVML library. Get NVIDIA GPU status inside.. BSD-3
BlazingSQL (🥉21 · ⭐ 1.8K · 💀) - BlazingSQL is a lightweight, GPU accelerated, SQL engine for.. Apache-2
nvidia-ml-py3 (🥉20 · ⭐ 92 · 💀) - Python 3 Bindings for the NVIDIA Management Library. BSD-3
SpeedTorch (🥉15 · ⭐ 660 · 💀) - 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.

TensorFlow Datasets (🥇36 · ⭐ 3.5K) - TFDS is a collection of datasets ready to use with.. Apache-2

GitHub (👨‍💻 270 · 🔀 1.4K · 📋 1.3K - 50% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/tensorflow/datasets
```
PyPi (📥 1.1M / month · 📦 160 · ⏱️ 02.06.2022):
```
 pip install tensorflow-datasets
```

Conda (📥 11K · ⏱️ 06.10.2022):

 conda install -c conda-forge tensorflow-datasets

tensorflow-hub (🥇36 · ⭐ 3.2K) - A library for transfer learning by reusing parts of.. Apache-2

GitHub (👨‍💻 98 · 🔀 1.7K · 📦 14K · 📋 660 - 1% open · ⏱️ 29.11.2022):
```
 git clone https://github.com/tensorflow/hub
```
PyPi (📥 4.4M / month · 📦 300 · ⏱️ 14.04.2021):
```
 pip install tensorflow-hub
```

Conda (📥 72K · ⏱️ 18.04.2021):

 conda install -c conda-forge tensorflow-hub

TF Addons (🥈35 · ⭐ 1.6K) - Useful extra functionality for TensorFlow 2.x maintained by.. Apache-2

GitHub (👨‍💻 200 · 🔀 590 · 📦 7.9K · 📋 970 - 25% open · ⏱️ 23.11.2022):
```
 git clone https://github.com/tensorflow/addons
```
PyPi (📥 1.3M / month · 📦 180 · ⏱️ 14.06.2022):
```
 pip install tensorflow-addons
```

tensor2tensor (🥈33 · ⭐ 13K) - Library of deep learning models and datasets designed to.. Apache-2

GitHub (👨‍💻 240 · 🔀 3.1K · 📦 1.3K · 📋 1.3K - 46% open · ⏱️ 24.10.2022):
```
 git clone https://github.com/tensorflow/tensor2tensor
```
PyPi (📥 11K / month · 📦 93 · ⏱️ 17.06.2020):
```
 pip install tensor2tensor
```

TFX (🥈33 · ⭐ 1.9K) - TFX is an end-to-end platform for deploying production ML pipelines. Apache-2

GitHub (👨‍💻 160 · 🔀 620 · 📋 850 - 25% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/tensorflow/tfx
```
PyPi (📥 420K / month · 📦 13 · ⏱️ 26.05.2022):
```
 pip install tfx
```

TensorFlow Transform (🥈33 · ⭐ 940) - Input pipeline framework. Apache-2

GitHub (👨‍💻 27 · 🔀 200 · 📦 1.1K · 📋 190 - 19% open · ⏱️ 29.11.2022):
```
 git clone https://github.com/tensorflow/transform
```
PyPi (📥 4.4M / month · 📦 56 · ⏱️ 29.06.2022):
```
 pip install tensorflow-transform
```

TF Model Optimization (🥈32 · ⭐ 1.3K) - A toolkit to optimize ML models for deployment for.. Apache-2

GitHub (👨‍💻 74 · 🔀 300 · 📦 2.3K · 📋 340 - 54% open · ⏱️ 29.11.2022):
```
 git clone https://github.com/tensorflow/model-optimization
```
PyPi (📥 150K / month · 📦 21 · ⏱️ 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 (📥 7.8M / month · 📦 1.5K · ⏱️ 14.05.2020):
```
 pip install keras-preprocessing
```

Conda (📥 1.6M · ⏱️ 15.01.2021):

 conda install -c conda-forge keras-preprocessing

TensorFlow I/O (🥉29 · ⭐ 600) - Dataset, streaming, and file system extensions.. Apache-2

GitHub (👨‍💻 95 · 🔀 250 · 📋 560 - 39% open · ⏱️ 21.11.2022):
```
 git clone https://github.com/tensorflow/io
```
PyPi (📥 720K / month · 📦 25 · ⏱️ 18.05.2022):
```
 pip install tensorflow-io
```

Neural Structured Learning (🥉28 · ⭐ 950) - Training neural models with structured signals. Apache-2

GitHub (👨‍💻 36 · 🔀 180 · 📦 280 · 📋 68 - 4% open · ⏱️ 22.11.2022):
```
 git clone https://github.com/tensorflow/neural-structured-learning
```
PyPi (📥 16K / month · 📦 3 · ⏱️ 18.08.2020):
```
 pip install neural-structured-learning
```

TensorFlow Cloud (🥉25 · ⭐ 340) - The TensorFlow Cloud repository provides APIs that.. Apache-2

GitHub (👨‍💻 27 · 🔀 72 · 📦 180 · 📋 87 - 68% open · ⏱️ 11.10.2022):
```
 git clone https://github.com/tensorflow/cloud
```
PyPi (📥 110K / month · 📦 1 · ⏱️ 17.06.2021):
```
 pip install tensorflow-cloud
```

Saliency (🥉22 · ⭐ 840 · 💤) - Framework-agnostic implementation for state-of-the-art.. Apache-2

GitHub (👨‍💻 16 · 🔀 180 · 📦 47 · 📋 29 - 10% open · ⏱️ 13.05.2022):
```
 git clone https://github.com/PAIR-code/saliency
```
PyPi (📥 2.9K / month · 📦 3 · ⏱️ 14.06.2022):
```
 pip install saliency
```

TF Compression (🥉22 · ⭐ 690) - Data compression in TensorFlow. Apache-2

GitHub (👨‍💻 19 · 🔀 230 · 📋 93 - 3% open · ⏱️ 23.11.2022):
```
 git clone https://github.com/tensorflow/compression
```
PyPi (📥 6.8K / month · 📦 1 · ⏱️ 30.05.2022):
```
 pip install tensorflow-compression
```

tffm (🥉20 · ⭐ 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 (📥 1.5K / month · 📦 1 · ⏱️ 17.01.2022):
```
 pip install tffm
```

Show 2 hidden projects...

efficientnet (🥉25 · ⭐ 2K · 💀) - Implementation of EfficientNet model. Keras and.. Apache-2
TensorNets (🥉21 · ⭐ 1K · 💀) - High level network definitions with pre-trained weights in.. MIT

Jax Utilities

Libraries that extend Jax with additional capabilities.

equinox (🥇25 · ⭐ 880) - Callable PyTrees and filtered transforms = neural networks in.. Apache-2

GitHub (👨‍💻 15 · 🔀 48 · 📦 70 · 📋 120 - 22% open · ⏱️ 18.11.2022):
```
 git clone https://github.com/patrick-kidger/equinox
```
PyPi (📥 12K / month · 📦 6 · ⏱️ 05.07.2022):
```
 pip install equinox
```

evojax (🥉19 · ⭐ 580) - EvoJAX: Hardware-accelerated Neuroevolution. Apache-2

GitHub (👨‍💻 12 · 🔀 48 · 📦 2 · 📋 14 - 28% open · ⏱️ 07.11.2022):
```
 git clone https://github.com/google/evojax
```
PyPi (📥 540 / month · ⏱️ 15.06.2022):
```
 pip install evojax
```
Conda (📥 11K · ⏱️ 05.10.2022):
```
 conda install -c conda-forge evojax
```

Show 1 hidden projects...

jaxdf (🥉9 · ⭐ 64) - A JAX-based research framework for writing differentiable.. ❗️LGPL-3.0

Sklearn Utilities

Libraries that extend scikit-learn with additional capabilities.

MLxtend (🥇36 · ⭐ 4.2K) - A library of extension and helper modules for Pythons data.. BSD-3

GitHub (👨‍💻 90 · 🔀 780 · 📦 7.4K · 📋 450 - 28% open · ⏱️ 16.11.2022):
```
 git clone https://github.com/rasbt/mlxtend
```
PyPi (📥 1.8M / month · 📦 160 · ⏱️ 27.05.2022):
```
 pip install mlxtend
```
Conda (📥 240K · ⏱️ 17.09.2022):
```
 conda install -c conda-forge mlxtend
```

imbalanced-learn (🥇34 · ⭐ 6.2K · 💤) - A Python Package to Tackle the Curse of Imbalanced.. MIT

GitHub (👨‍💻 63 · 🔀 1.2K · 📦 14K · 📋 530 - 11% open · ⏱️ 16.05.2022):
```
 git clone https://github.com/scikit-learn-contrib/imbalanced-learn
```
PyPi (📥 3.5M / month · 📦 270 · ⏱️ 16.05.2022):
```
 pip install imbalanced-learn
```

Conda (📥 300K · ⏱️ 16.05.2022):

 conda install -c conda-forge imbalanced-learn

category_encoders (🥇34 · ⭐ 2.1K) - A library of sklearn compatible categorical variable.. BSD-3

GitHub (👨‍💻 56 · 🔀 370 · 📦 4.2K · 📋 260 - 23% open · ⏱️ 20.11.2022):
```
 git clone https://github.com/scikit-learn-contrib/category_encoders
```
PyPi (📥 940K / month · 📦 120 · ⏱️ 02.06.2022):
```
 pip install category_encoders
```

Conda (📥 200K · ⏱️ 06.10.2022):

 conda install -c conda-forge category_encoders

scikit-learn-intelex (🥈30 · ⭐ 850) - Intel(R) Extension for Scikit-learn is a seamless way.. Apache-2

GitHub (👨‍💻 60 · 🔀 130 · 📦 3.7K · 📋 210 - 53% open · ⏱️ 22.11.2022):
```
 git clone https://github.com/intel/scikit-learn-intelex
```
PyPi (📥 98K / month · 📦 6 · ⏱️ 16.06.2022):
```
 pip install scikit-learn-intelex
```

Conda (📥 98K · ⏱️ 20.09.2022):

 conda install -c conda-forge scikit-learn-intelex

scikit-multilearn (🥈27 · ⭐ 800) - A scikit-learn based module for multi-label et. al... BSD-2

GitHub (👨‍💻 17 · 🔀 150 · 📦 900 · 📋 200 - 53% open · ⏱️ 09.07.2022):
```
 git clone https://github.com/scikit-multilearn/scikit-multilearn
```
PyPi (📥 97K / month · 📦 18 · ⏱️ 10.12.2018):
```
 pip install scikit-multilearn
```

scikit-lego (🥉25 · ⭐ 930) - Extra blocks for scikit-learn pipelines. MIT

GitHub (👨‍💻 56 · 🔀 99 · 📦 71 · 📋 260 - 9% open · ⏱️ 02.11.2022):
```
 git clone https://github.com/koaning/scikit-lego
```
PyPi (📥 28K / month · 📦 7 · ⏱️ 05.06.2022):
```
 pip install scikit-lego
```

Conda (📥 29K · ⏱️ 03.11.2022):

 conda install -c conda-forge scikit-lego

scikit-opt (🥉24 · ⭐ 3.7K) - Genetic Algorithm, Particle Swarm Optimization, Simulated.. MIT

GitHub (👨‍💻 16 · 🔀 840 · 📦 94 · 📋 160 - 32% open · ⏱️ 15.07.2022):
```
 git clone https://github.com/guofei9987/scikit-opt
```
PyPi (📥 2.5K / month · 📦 6 · ⏱️ 14.01.2022):
```
 pip install scikit-opt
```

sklearn-contrib-lightning (🥉23 · ⭐ 1.6K · 💤) - Large-scale linear classification, regression and.. BSD-3

GitHub (👨‍💻 17 · 🔀 210 · 📥 240 · 📦 110 · 📋 96 - 56% open · ⏱️ 30.01.2022):
```
 git clone https://github.com/scikit-learn-contrib/lightning
```
PyPi (📥 2.3K / month · 📦 6 · ⏱️ 30.01.2022):
```
 pip install sklearn-contrib-lightning
```

Conda (📥 180K · ⏱️ 31.10.2022):

 conda install -c conda-forge sklearn-contrib-lightning

iterative-stratification (🥉21 · ⭐ 740) - scikit-learn cross validators for iterative.. BSD-3

GitHub (👨‍💻 7 · 🔀 67 · 📦 250 · 📋 23 - 17% open · ⏱️ 06.06.2022):
```
 git clone https://github.com/trent-b/iterative-stratification
```
PyPi (📥 72K / month · 📦 10 · ⏱️ 03.10.2021):
```
 pip install iterative-stratification
```

combo (🥉21 · ⭐ 600) - (AAAI 20) A Python Toolbox for Machine Learning Model Combination. BSD-2 xgboost

GitHub (👨‍💻 2 · 🔀 100 · 📦 500 · 📋 14 - 78% open · ⏱️ 07.07.2022):
```
 git clone https://github.com/yzhao062/combo
```
PyPi (📥 56K / month · 📦 4 · ⏱️ 02.04.2022):
```
 pip install combo
```

DESlib (🥉18 · ⭐ 420) - A Python library for dynamic classifier and ensemble selection. BSD-3

GitHub (👨‍💻 14 · 🔀 73 · 📦 35 · 📋 150 - 10% open · ⏱️ 07.06.2022):
```
 git clone https://github.com/scikit-learn-contrib/DESlib
```
PyPi (📥 360 / month · 📦 2 · ⏱️ 08.02.2021):
```
 pip install deslib
```

scikit-tda (🥉16 · ⭐ 370 · 💤) - Topological Data Analysis for Python. MIT

GitHub (👨‍💻 4 · 🔀 45 · 📦 36 · 📋 19 - 78% open · ⏱️ 13.03.2022):
```
 git clone https://github.com/scikit-tda/scikit-tda
```
PyPi (📥 910 / month · ⏱️ 03.08.2021):
```
 pip install scikit-tda
```

Show 7 hidden projects...

scikit-survival (🥈27 · ⭐ 860) - Survival analysis built on top of scikit-learn. ❗️GPL-3.0
fancyimpute (🥈26 · ⭐ 1.1K · 💀) - Multivariate imputation and matrix completion.. Apache-2
sklearn-crfsuite (🥈26 · ⭐ 410 · 💀) - scikit-learn inspired API for CRFsuite. MIT
skope-rules (🥉21 · ⭐ 490 · 💀) - machine learning with logical rules in Python. ❗️BSD-1-Clause
celer (🥉20 · ⭐ 170) - Fast solver for L1-type problems: Lasso, sparse Logisitic regression,.. BSD-3
skggm (🥉17 · ⭐ 210 · 💤) - Scikit-learn compatible estimation of general graphical models. MIT
dabl (🥉17 · ⭐ 120 · 💀) - Data Analysis Baseline Library. BSD-3

Pytorch Utilities

Libraries that extend Pytorch with additional capabilities.

accelerate (🥇34 · ⭐ 3.3K) - A simple way to train and use PyTorch models with multi-.. Apache-2

GitHub (👨‍💻 74 · 🔀 270 · 📦 1.6K · 📋 430 - 10% open · ⏱️ 29.11.2022):
```
 git clone https://github.com/huggingface/accelerate
```
PyPi (📥 880K / month · 📦 23 · ⏱️ 15.06.2022):
```
 pip install accelerate
```

Conda (📥 12K · ⏱️ 13.11.2022):

 conda install -c conda-forge accelerate

PML (🥇31 · ⭐ 4.9K) - The easiest way to use deep metric learning in your application. Modular,.. MIT

GitHub (👨‍💻 29 · 🔀 590 · 📦 400 · 📋 400 - 13% open · ⏱️ 01.11.2022):
```
 git clone https://github.com/KevinMusgrave/pytorch-metric-learning
```
PyPi (📥 140K / month · 📦 12 · ⏱️ 29.06.2022):
```
 pip install pytorch-metric-learning
```

Conda (📥 9K · ⏱️ 01.11.2022):

 conda install -c metric-learning pytorch-metric-learning

torchdiffeq (🥇28 · ⭐ 4.3K) - Differentiable ODE solvers with full GPU support and.. MIT

GitHub (👨‍💻 21 · 🔀 740 · 📦 560 · 📋 180 - 23% open · ⏱️ 10.08.2022):
```
 git clone https://github.com/rtqichen/torchdiffeq
```
PyPi (📥 670K / month · 📦 20 · ⏱️ 22.04.2022):
```
 pip install torchdiffeq
```

Conda (📥 8.6K · ⏱️ 03.06.2021):

 conda install -c conda-forge torchdiffeq

lightning-flash (🥇28 · ⭐ 1.6K) - Your PyTorch AI Factory - Flash enables you to easily.. Apache-2

GitHub (👨‍💻 80 · 🔀 190 · 📦 140 · 📋 500 - 4% open · ⏱️ 22.11.2022):
```
 git clone https://github.com/Lightning-AI/lightning-flash
```
PyPi (📥 3.7K / month · 📦 3 · ⏱️ 11.05.2022):
```
 pip install lightning-flash
```

Conda (📥 8.6K · ⏱️ 08.11.2022):

 conda install -c conda-forge lightning-flash

torch-scatter (🥈26 · ⭐ 1.1K) - PyTorch Extension Library of Optimized Scatter Operations. MIT

GitHub (👨‍💻 23 · 🔀 140 · 📋 290 - 7% open · ⏱️ 29.11.2022):
```
 git clone https://github.com/rusty1s/pytorch_scatter
```
PyPi (📥 41K / month · 📦 53 · ⏱️ 22.10.2021):
```
 pip install torch-scatter
```

Conda (📥 140K · ⏱️ 28.07.2022):

 conda install -c conda-forge pytorch_scatter

tinygrad (🥈25 · ⭐ 9.3K) - You like pytorch? You like micrograd? You love tinygrad!. MIT

GitHub (👨‍💻 70 · 🔀 810 · 📦 3 · 📋 130 - 14% open · ⏱️ 15.11.2022):
```
 git clone https://github.com/geohot/tinygrad
```

PyTorch Sparse (🥈25 · ⭐ 740) - PyTorch Extension Library of Optimized Autograd Sparse.. MIT

GitHub (👨‍💻 35 · 🔀 120 · 📋 220 - 14% open · ⏱️ 29.11.2022):
```
 git clone https://github.com/rusty1s/pytorch_sparse
```
PyPi (📥 35K / month · 📦 47 · ⏱️ 30.06.2022):
```
 pip install torch-sparse
```

Conda (📥 150K · ⏱️ 23.08.2022):

 conda install -c conda-forge pytorch_sparse

TabNet (🥈24 · ⭐ 1.9K) - PyTorch implementation of TabNet paper :.. MIT

GitHub (👨‍💻 19 · 🔀 390 · 📋 270 - 15% open · ⏱️ 27.06.2022):
```
 git clone https://github.com/dreamquark-ai/tabnet
```
PyPi (📥 44K / month · 📦 9 · ⏱️ 02.02.2021):
```
 pip install pytorch-tabnet
```

Conda (📥 2.6K · ⏱️ 30.12.2021):

 conda install -c conda-forge pytorch-tabnet

Pytorch Toolbelt (🥈24 · ⭐ 1.3K) - PyTorch extensions for fast R&D prototyping and Kaggle.. MIT

GitHub (👨‍💻 7 · 🔀 110 · 📋 27 - 11% open · ⏱️ 25.10.2022):
```
 git clone https://github.com/BloodAxe/pytorch-toolbelt
```
PyPi (📥 6K / month · 📦 6 · ⏱️ 27.06.2022):
```
 pip install pytorch_toolbelt
```

reformer-pytorch (🥉20 · ⭐ 1.8K) - Reformer, the efficient Transformer, in Pytorch. MIT

GitHub (👨‍💻 11 · 🔀 240 · 📋 120 - 11% open · ⏱️ 24.06.2022):
```
 git clone https://github.com/lucidrains/reformer-pytorch
```
PyPi (📥 1.5K / month · ⏱️ 06.11.2021):
```
 pip install reformer-pytorch
```

Torch-Struct (🥉19 · ⭐ 1.1K · 💤) - Fast, general, and tested differentiable structured.. MIT

GitHub (👨‍💻 16 · 🔀 85 · 📋 54 - 44% open · ⏱️ 30.01.2022):
```
 git clone https://github.com/harvardnlp/pytorch-struct
```
PyPi (📥 69K / month · ⏱️ 14.02.2021):
```
 pip install torch-struct
```

Performer Pytorch (🥉19 · ⭐ 900 · 💤) - An implementation of Performer, a linear attention-.. MIT

GitHub (👨‍💻 6 · 🔀 130 · 📦 67 · 📋 79 - 45% open · ⏱️ 02.02.2022):
```
 git clone https://github.com/lucidrains/performer-pytorch
```
PyPi (📥 7K / month · 📦 4 · ⏱️ 02.02.2022):
```
 pip install performer-pytorch
```

Tez (🥉17 · ⭐ 1.1K) - Tez is a super-simple and lightweight Trainer for PyTorch. It also.. Apache-2

GitHub (👨‍💻 2 · 🔀 140 · 📦 36 · 📋 40 - 55% open · ⏱️ 16.09.2022):
```
 git clone https://github.com/abhishekkrthakur/tez
```
PyPi (📥 690 / month · 📦 2 · ⏱️ 05.06.2022):
```
 pip install tez
```

Tensor Sensor (🥉16 · ⭐ 700 · 💤) - The goal of this library is to generate more helpful.. MIT

GitHub (👨‍💻 4 · 🔀 35 · 📦 8 · 📋 24 - 33% open · ⏱️ 07.04.2022):
```
 git clone https://github.com/parrt/tensor-sensor
```
PyPi (📥 1.8K / month · ⏱️ 11.12.2021):
```
 pip install tensor-sensor
```

Conda (📥 1.6K · ⏱️ 11.12.2021):

 conda install -c conda-forge tensor-sensor

madgrad (🥉15 · ⭐ 770 · 💤) - MADGRAD Optimization Method. MIT

GitHub (👨‍💻 2 · 🔀 55 · 📦 38 · 📋 9 - 22% open · ⏱️ 10.03.2022):
```
 git clone https://github.com/facebookresearch/madgrad
```
PyPi (📥 5.3K / month · ⏱️ 08.03.2022):
```
 pip install madgrad
```

Show 17 hidden projects...

pretrainedmodels (🥇31 · ⭐ 8.7K · 💀) - Pretrained ConvNets for pytorch: NASNet, ResNeXt,.. BSD-3
pytorch-summary (🥇28 · ⭐ 3.7K · 💀) - Model summary in PyTorch similar to model.summary().. MIT
pytorch-optimizer (🥈27 · ⭐ 2.6K · 💀) - torch-optimizer -- collection of optimizers for.. Apache-2
EfficientNet-PyTorch (🥈26 · ⭐ 7.2K · 💀) - A PyTorch implementation of EfficientNet and.. Apache-2
Torchmeta (🥈24 · ⭐ 1.7K · 💀) - A collection of extensions and data-loaders for few-shot.. MIT
SRU (🥉23 · ⭐ 2.1K · 💀) - Training RNNs as Fast as CNNs (https://arxiv.org/abs/1709.02755). MIT
EfficientNets (🥉23 · ⭐ 1.5K · 💀) - Pretrained EfficientNet, EfficientNet-Lite, MixNet,.. Apache-2
Higher (🥉23 · ⭐ 1.5K · 💀) - higher is a pytorch library allowing users to obtain higher.. Apache-2
torchsde (🥉23 · ⭐ 1.1K · 💀) - Differentiable SDE solvers with GPU support and efficient.. Apache-2
AdaBound (🥉20 · ⭐ 2.9K · 💀) - An optimizer that trains as fast as Adam and as good as SGD. Apache-2
Antialiased CNNs (🥉20 · ⭐ 1.6K · 💀) - pip install antialiased-cnns to improve stability and.. ❗️CC BY-NC-SA 4.0
Poutyne (🥉20 · ⭐ 530) - A simplified framework and utilities for PyTorch. ❗️LGPL-3.0
pytorchviz (🥉18 · ⭐ 2.4K · 💀) - A small package to create visualizations of PyTorch execution.. MIT
micrograd (🥉17 · ⭐ 3.3K · 💀) - A tiny scalar-valued autograd engine and a neural net library.. MIT
Lambda Networks (🥉17 · ⭐ 1.5K · 💀) - Implementation of LambdaNetworks, a new approach to.. MIT
Pywick (🥉15 · ⭐ 380 · 💀) - High-level batteries-included neural network training library for.. MIT
TorchDrift (🥉14 · ⭐ 260) - Drift Detection for your PyTorch Models. Apache-2

Database Clients

Libraries for connecting to, operating, and querying databases.

🔗 best-of-python - DB Clients ( ⭐ 2.6K) - Collection of database clients for python.

Others

scipy (🥇49 · ⭐ 11K) - Ecosystem of open-source software for mathematics, science, and engineering. BSD-3

GitHub (👨‍💻 1.4K · 🔀 4.5K · 📥 360K · 📦 600K · 📋 9K - 18% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/scipy/scipy
```
PyPi (📥 45M / month · 📦 58K · ⏱️ 20.10.2022):
```
 pip install scipy
```
Conda (📥 30M · ⏱️ 09.11.2022):
```
 conda install -c conda-forge scipy
```

SymPy (🥇46 · ⭐ 9.8K · 📉) - A computer algebra system written in pure Python. BSD-3

GitHub (👨‍💻 1.2K · 🔀 3.8K · 📥 480K · 📦 49K · 📋 13K - 35% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/sympy/sympy
```
PyPi (📥 3.1M / month · 📦 4.2K · ⏱️ 20.03.2022):
```
 pip install sympy
```
Conda (📥 2.6M · ⏱️ 27.10.2022):
```
 conda install -c conda-forge sympy
```

Streamlit (🥇41 · ⭐ 22K) - Streamlit The fastest way to build data apps in Python. Apache-2

GitHub (👨‍💻 160 · 🔀 1.9K · 📦 510 · 📋 2.9K - 19% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/streamlit/streamlit
```
PyPi (📥 1M / month · 📦 420 · ⏱️ 27.07.2022):
```
 pip install streamlit
```

PaddleHub (🥇36 · ⭐ 11K) - Awesome pre-trained models toolkit based on PaddlePaddle... Apache-2

GitHub (👨‍💻 68 · 🔀 1.9K · 📥 580 · 📦 1K · 📋 1.2K - 42% open · ⏱️ 25.11.2022):
```
 git clone https://github.com/PaddlePaddle/PaddleHub
```
PyPi (📥 13K / month · 📦 6 · ⏱️ 28.12.2021):
```
 pip install paddlehub
```

PyOD (🥇35 · ⭐ 6.5K) - A Comprehensive and Scalable Python Library for Outlier Detection (Anomaly.. BSD-2

GitHub (👨‍💻 44 · 🔀 1.2K · 📦 1.7K · 📋 280 - 50% open · ⏱️ 24.10.2022):
```
 git clone https://github.com/yzhao062/pyod
```
PyPi (📥 600K / month · 📦 34 · ⏱️ 05.07.2022):
```
 pip install pyod
```
Conda (📥 47K · ⏱️ 24.10.2022):
```
 conda install -c conda-forge pyod
```

Gradio (🥇34 · ⭐ 11K) - Wrap UIs around any model, share with anyone. Apache-2

GitHub (👨‍💻 110 · 🔀 690 · 📋 1.4K - 19% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/gradio-app/gradio
```
PyPi (📥 940K / month · 📦 22 · ⏱️ 04.07.2022):
```
 pip install gradio
```

Datasette (🥇34 · ⭐ 6.7K) - An open source multi-tool for exploring and publishing data. Apache-2

GitHub (👨‍💻 71 · 🔀 470 · 📥 41 · 📦 800 · 📋 1.5K - 29% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/simonw/datasette
```
PyPi (📥 260K / month · 📦 160 · ⏱️ 02.05.2022):
```
 pip install datasette
```

Conda (📥 14K · ⏱️ 21.11.2022):

 conda install -c conda-forge datasette

DeepChem (🥇34 · ⭐ 4K) - Democratizing Deep-Learning for Drug Discovery, Quantum Chemistry,.. MIT

GitHub (👨‍💻 210 · 🔀 1.4K · 📦 140 · 📋 1.6K - 33% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/deepchem/deepchem
```
PyPi (📥 8.5K / month · 📦 6 · ⏱️ 06.07.2022):
```
 pip install deepchem
```
Conda (📥 65K · ⏱️ 19.01.2022):
```
 conda install -c conda-forge deepchem
```

adapter-transformers (🥇34 · ⭐ 1.1K · 📈) - Huggingface Transformers + Adapters =. Apache-2 huggingface

GitHub (👨‍💻 1.6K · 🔀 190 · 📦 100 · 📋 240 - 15% open · ⏱️ 28.11.2022):
```
 git clone https://github.com/Adapter-Hub/adapter-transformers
```
PyPi (📥 29K / month · 📦 5 · ⏱️ 18.05.2022):
```
 pip install adapter-transformers
```

Autograd (🥈33 · ⭐ 6.1K) - Efficiently computes derivatives of numpy code. MIT

GitHub (👨‍💻 52 · 🔀 840 · 📦 4.2K · 📋 400 - 42% open · ⏱️ 29.09.2022):
```
 git clone https://github.com/HIPS/autograd
```
PyPi (📥 1.1M / month · 📦 290 · ⏱️ 08.04.2022):
```
 pip install autograd
```
Conda (📥 250K · ⏱️ 03.10.2022):
```
 conda install -c conda-forge autograd
```

Pythran (🥈33 · ⭐ 1.8K) - Ahead of Time compiler for numeric kernels. BSD-3

GitHub (👨‍💻 68 · 🔀 180 · 📦 350 · 📋 790 - 15% open · ⏱️ 28.11.2022):
```
 git clone https://github.com/serge-sans-paille/pythran
```
PyPi (📥 550K / month · 📦 17 · ⏱️ 14.12.2021):
```
 pip install pythran
```
Conda (📥 300K · ⏱️ 26.10.2022):
```
 conda install -c conda-forge pythran
```

carla (🥈32 · ⭐ 8.6K) - Open-source simulator for autonomous driving research. MIT

GitHub (👨‍💻 140 · 🔀 2.6K · 📦 300 · 📋 4.1K - 17% open · ⏱️ 20.10.2022):
```
 git clone https://github.com/carla-simulator/carla
```
PyPi (📥 19K / month · 📦 3 · ⏱️ 17.11.2021):
```
 pip install carla
```

River (🥈32 · ⭐ 3.9K) - Online machine learning in Python. BSD-3

GitHub (👨‍💻 88 · 🔀 420 · 📦 190 · 📋 380 - 0% open · ⏱️ 28.11.2022):
```
 git clone https://github.com/online-ml/river
```
PyPi (📥 15K / month · 📦 14 · ⏱️ 06.06.2022):
```
 pip install river
```
Conda (📥 20K · ⏱️ 31.10.2022):
```
 conda install -c conda-forge river
```

hdbscan (🥈32 · ⭐ 2.3K) - A high performance implementation of HDBSCAN clustering. BSD-3

GitHub (👨‍💻 81 · 🔀 430 · 📦 1.7K · 📋 460 - 65% open · ⏱️ 10.11.2022):
```
 git clone https://github.com/scikit-learn-contrib/hdbscan
```
PyPi (📥 500K / month · 📦 160 · ⏱️ 08.02.2022):
```
 pip install hdbscan
```
Conda (📥 1.3M · ⏱️ 02.11.2022):
```
 conda install -c conda-forge hdbscan
```

datalad (🥈32 · ⭐ 370) - Keep code, data, containers under control with git and git-annex. MIT

GitHub (👨‍💻 50 · 🔀 97 · 📋 3.8K - 13% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/datalad/datalad
```
PyPi (📥 9.6K / month · 📦 57 · ⏱️ 06.07.2022):
```
 pip install datalad
```
Conda (📥 280K · ⏱️ 07.11.2022):
```
 conda install -c conda-forge datalad
```

PennyLane (🥈31 · ⭐ 1.6K) - PennyLane is a cross-platform Python library for differentiable.. Apache-2

GitHub (👨‍💻 120 · 🔀 420 · 📥 62 · 📋 940 - 32% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/PennyLaneAI/PennyLane
```
PyPi (📥 19K / month · 📦 34 · ⏱️ 20.06.2022):
```
 pip install pennylane
```

Conda (📥 6.1K · ⏱️ 01.05.2022):

 conda install -c conda-forge pennylane

kmodes (🥈31 · ⭐ 1.1K) - Python implementations of the k-modes and k-prototypes clustering.. MIT

GitHub (👨‍💻 21 · 🔀 380 · 📦 1.6K · 📋 150 - 11% open · ⏱️ 06.09.2022):
```
 git clone https://github.com/nicodv/kmodes
```
PyPi (📥 470K / month · 📦 26 · ⏱️ 14.04.2022):
```
 pip install kmodes
```
Conda (📥 21K · ⏱️ 06.09.2022):
```
 conda install -c conda-forge kmodes
```

pyopencl (🥈31 · ⭐ 940) - OpenCL integration for Python, plus shiny features. MIT

GitHub (👨‍💻 93 · 🔀 230 · 📦 860 · 📋 320 - 21% open · ⏱️ 25.11.2022):
```
 git clone https://github.com/inducer/pyopencl
```
PyPi (📥 34K / month · 📦 190 · ⏱️ 22.06.2022):
```
 pip install pyopencl
```
Conda (📥 750K · ⏱️ 22.11.2022):
```
 conda install -c conda-forge pyopencl
```

tensorly (🥈30 · ⭐ 1.3K) - TensorLy: Tensor Learning in Python. BSD-2

GitHub (👨‍💻 57 · 🔀 250 · 📦 310 · 📋 210 - 23% open · ⏱️ 22.11.2022):
```
 git clone https://github.com/tensorly/tensorly
```
PyPi (📥 14K / month · 📦 30 · ⏱️ 08.11.2021):
```
 pip install tensorly
```
Conda (📥 350K · ⏱️ 09.12.2021):
```
 conda install -c conda-forge tensorly
```

causalml (🥈29 · ⭐ 3.6K) - Uplift modeling and causal inference with machine learning.. Apache-2

GitHub (👨‍💻 48 · 🔀 570 · 📦 58 · 📋 310 - 24% open · ⏱️ 10.11.2022):
```
 git clone https://github.com/uber/causalml
```
PyPi (📥 54K / month · 📦 1 · ⏱️ 14.03.2022):
```
 pip install causalml
```

alibi-detect (🥈29 · ⭐ 1.6K) - Algorithms for outlier, adversarial and drift detection. Apache-2

GitHub (👨‍💻 17 · 🔀 160 · 📦 130 · 📋 300 - 34% open · ⏱️ 24.11.2022):
```
 git clone https://github.com/SeldonIO/alibi-detect
```
PyPi (📥 32K / month · 📦 5 · ⏱️ 01.06.2022):
```
 pip install alibi-detect
```

pyjanitor (🥈29 · ⭐ 1.1K) - Clean APIs for data cleaning. Python implementation of R package.. MIT

GitHub (👨‍💻 110 · 🔀 160 · 📦 250 · 📋 520 - 20% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/pyjanitor-devs/pyjanitor
```
PyPi (📥 38K / month · 📦 12 · ⏱️ 03.05.2022):
```
 pip install pyjanitor
```

Conda (📥 150K · ⏱️ 17.10.2022):

 conda install -c conda-forge pyjanitor

pysc2 (🥈28 · ⭐ 7.6K) - StarCraft II Learning Environment. Apache-2

GitHub (👨‍💻 36 · 🔀 1.1K · 📥 30K · 📦 450 · 📋 280 - 18% open · ⏱️ 07.08.2022):
```
 git clone https://github.com/deepmind/pysc2
```
PyPi (📥 2.6K / month · 📦 26 · ⏱️ 27.09.2019):
```
 pip install pysc2
```

avalanche (🥈28 · ⭐ 1.2K) - Avalanche: an End-to-End Library for Continual Learning based on.. MIT

GitHub (👨‍💻 60 · 🔀 200 · 📥 4 · 📦 16 · 📋 610 - 11% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/ContinualAI/avalanche
```
PyPi (📥 830 / month · ⏱️ 14.06.2022):
```
 pip install avalanche-lib
```

anomalib (🥉27 · ⭐ 1.4K) - An anomaly detection library comprising state-of-the-art algorithms.. Apache-2

GitHub (👨‍💻 27 · 🔀 240 · 📦 4 · 📋 330 - 10% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/openvinotoolkit/anomalib
```
PyPi (📥 2.5K / month · ⏱️ 05.07.2022):
```
 pip install anomalib
```

TabPy (🥉27 · ⭐ 1.3K) - Execute Python code on the fly and display results in Tableau visualizations:. MIT

GitHub (👨‍💻 46 · 🔀 500 · 📦 99 · 📋 300 - 3% open · ⏱️ 06.10.2022):
```
 git clone https://github.com/tableau/TabPy
```
PyPi (📥 19K / month · 📦 2 · ⏱️ 20.01.2022):
```
 pip install tabpy
```

Conda (📥 3.4K · ⏱️ 02.05.2022):

 conda install -c anaconda tabpy-client

Mars (🥉26 · ⭐ 2.5K) - Mars is a tensor-based unified framework for large-scale data.. Apache-2

GitHub (👨‍💻 45 · 🔀 310 · 📋 1.2K - 18% open · ⏱️ 25.11.2022):
```
 git clone https://github.com/mars-project/mars
```
PyPi (📥 33K / month · 📦 1 · ⏱️ 12.06.2022):
```
 pip install pymars
```

pycm (🥉26 · ⭐ 1.3K) - Multi-class confusion matrix library in Python. MIT

GitHub (👨‍💻 17 · 🔀 110 · 📦 170 · 📋 190 - 6% open · ⏱️ 17.08.2022):
```
 git clone https://github.com/sepandhaghighi/pycm
```
PyPi (📥 36K / month · 📦 13 · ⏱️ 27.04.2022):
```
 pip install pycm
```

metric-learn (🥉26 · ⭐ 1.3K) - Metric learning algorithms in Python. MIT

GitHub (👨‍💻 22 · 🔀 220 · 📦 240 · 📋 170 - 30% open · ⏱️ 21.06.2022):
```
 git clone https://github.com/scikit-learn-contrib/metric-learn
```
PyPi (📥 37K / month · 📦 11 · ⏱️ 02.07.2020):
```
 pip install metric-learn
```

Conda (📥 7.9K · ⏱️ 02.07.2020):

 conda install -c conda-forge metric-learn

Trax (🥉25 · ⭐ 7.2K) - Trax Deep Learning with Clear Code and Speed. Apache-2

GitHub (👨‍💻 78 · 🔀 740 · 📦 84 · 📋 220 - 42% open · ⏱️ 09.11.2022):
```
 git clone https://github.com/google/trax
```
PyPi (📥 4.5K / month · ⏱️ 26.10.2021):
```
 pip install trax
```

gplearn (🥉25 · ⭐ 1.2K) - Genetic Programming in Python, with a scikit-learn inspired API. BSD-3

GitHub (👨‍💻 11 · 🔀 220 · 📦 300 · 📋 200 - 8% open · ⏱️ 04.08.2022):
```
 git clone https://github.com/trevorstephens/gplearn
```
PyPi (📥 5.1K / month · 📦 11 · ⏱️ 03.05.2022):
```
 pip install gplearn
```
Conda (📥 3.9K · ⏱️ 04.05.2022):
```
 conda install -c conda-forge gplearn
```

PySwarms (🥉25 · ⭐ 1K) - A research toolkit for particle swarm optimization in Python. MIT

GitHub (👨‍💻 44 · 🔀 310 · 📦 200 · 📋 210 - 5% open · ⏱️ 03.07.2022):
```
 git clone https://github.com/ljvmiranda921/pyswarms
```
PyPi (📥 7.3K / month · 📦 11 · ⏱️ 03.01.2021):
```
 pip install pyswarms
```

AugLy (🥉24 · ⭐ 4.6K) - A data augmentations library for audio, image, text, and video. MIT

GitHub (👨‍💻 26 · 🔀 260 · 📦 48 · 📋 70 - 22% open · ⏱️ 21.09.2022):
```
 git clone https://github.com/facebookresearch/AugLy
```
PyPi (📥 2K / month · 📦 3 · ⏱️ 28.03.2022):
```
 pip install augly
```

Prince (🥉24 · ⭐ 900) - Python factor analysis library (PCA, CA, MCA, MFA, FAMD). MIT

GitHub (👨‍💻 13 · 🔀 160 · 📦 260 · 📋 110 - 37% open · ⏱️ 07.09.2022):
```
 git clone https://github.com/MaxHalford/prince
```
PyPi (📥 26K / month · 📦 5 · ⏱️ 06.10.2020):
```
 pip install prince
```

Conda (📥 13K · ⏱️ 30.04.2021):

 conda install -c conda-forge prince-factor-analysis

AstroML (🥉23 · ⭐ 860) - Machine learning, statistics, and data mining for astronomy and.. BSD-2

GitHub (👨‍💻 30 · 🔀 280 · 📋 160 - 39% open · ⏱️ 03.10.2022):
```
 git clone https://github.com/astroML/astroML
```
PyPi (📥 1.1K / month · 📦 33 · ⏱️ 01.03.2022):
```
 pip install astroML
```
Conda (📥 34K · ⏱️ 02.03.2022):
```
 conda install -c conda-forge astroml
```

findspark (🥉23 · ⭐ 460 · 💤) - Find pyspark to make it importable. BSD-3

GitHub (👨‍💻 15 · 🔀 70 · 📦 2.9K · 📋 23 - 52% open · ⏱️ 11.02.2022):
```
 git clone https://github.com/minrk/findspark
```
PyPi (📥 2.2M / month · 📦 140 · ⏱️ 11.02.2022):
```
 pip install findspark
```

Conda (📥 750K · ⏱️ 11.02.2022):

 conda install -c conda-forge findspark

MONAILabel (🥉23 · ⭐ 340) - MONAI Label is an intelligent open source image labeling and.. Apache-2

GitHub (👨‍💻 37 · 🔀 100 · 📥 31K · 📋 330 - 17% open · ⏱️ 24.11.2022):
```
 git clone https://github.com/Project-MONAI/MONAILabel
```
PyPi (📥 410 / month · ⏱️ 03.07.2022):
```
 pip install monailabel-weekly
```

Feature Engine (🥉22 · ⭐ 1.1K) - Feature engineering package with sklearn like functionality. BSD-3

GitHub (👨‍💻 36 · 🔀 240 · ⏱️ 05.07.2022):

 git clone https://github.com/solegalli/feature_engine

PyPi (📥 150K / month · ⏱️ 24.10.2022):
```
 pip install feature_engine
```

Conda (📥 22K · ⏱️ 23.11.2022):

 conda install -c conda-forge feature_engine

BioPandas (🥉22 · ⭐ 540) - Working with molecular structures in pandas DataFrames. BSD-3

GitHub (👨‍💻 9 · 🔀 100 · 📦 130 · 📋 49 - 40% open · ⏱️ 06.08.2022):
```
 git clone https://github.com/rasbt/biopandas
```
PyPi (📥 10K / month · 📦 16 · ⏱️ 13.05.2022):
```
 pip install biopandas
```

Conda (📥 120K · ⏱️ 13.05.2022):

 conda install -c conda-forge biopandas

StreamAlert (🥉21 · ⭐ 2.7K) - StreamAlert is a serverless, realtime data analysis framework.. Apache-2

GitHub (👨‍💻 33 · 🔀 320 · 📋 340 - 24% open · ⏱️ 20.07.2022):
```
 git clone https://github.com/airbnb/streamalert
```

benchmark_VAE (🥉21 · ⭐ 1.1K) - Unifying Generative Autoencoder implementations in.. Apache-2

GitHub (👨‍💻 6 · 🔀 89 · 📦 3 · 📋 27 - 22% open · ⏱️ 20.10.2022):
```
 git clone https://github.com/clementchadebec/benchmark_VAE
```
PyPi (📥 310 / month · ⏱️ 05.07.2022):
```
 pip install pythae
```

dstack (🥉20 · ⭐ 430) - An open-source tool for teams to build reproducible ML workflows. MPL-2.0

GitHub (👨‍💻 6 · 🔀 24 · 📋 120 - 20% open · ⏱️ 01.12.2022):
```
 git clone https://github.com/dstackai/dstack
```
PyPi (📥 360 / month · ⏱️ 29.06.2022):
```
 pip install dstack
```

pykale (🥉20 · ⭐ 370) - Knowledge-Aware machine LEarning (KALE): accessible machine learning.. MIT

GitHub (👨‍💻 18 · 🔀 49 · 📋 93 - 6% open · ⏱️ 16.10.2022):
```
 git clone https://github.com/pykale/pykale
```
PyPi (📥 69 / month · ⏱️ 12.04.2022):
```
 pip install pykale
```

SUOD (🥉19 · ⭐ 340) - (MLSys 21) An Acceleration System for Large-scare Unsupervised Heterogeneous.. BSD-2

GitHub (👨‍💻 2 · 🔀 43 · 📦 450 · 📋 9 - 66% open · ⏱️ 07.07.2022):
```
 git clone https://github.com/yzhao062/SUOD
```
PyPi (📥 42K / month · ⏱️ 01.10.2021):
```
 pip install suod
```

KD-Lib (🥉16 · ⭐ 450) - A Pytorch Knowledge Distillation library for benchmarking and.. MIT

GitHub (👨‍💻 6 · 🔀 40 · 📋 61 - 21% open · ⏱️ 14.10.2022):
```
 git clone https://github.com/SforAiDl/KD_Lib
```
PyPi (📥 44 / month · ⏱️ 18.05.2022):
```
 pip install KD-Lib
```

traingenerator (🥉13 · ⭐ 1.2K) - A web app to generate template code for machine learning. MIT

GitHub (👨‍💻 3 · 🔀 170 · 📋 16 - 81% open · ⏱️ 30.06.2022):
```
 git clone https://github.com/jrieke/traingenerator
```

Show 19 hidden projects...

agate (🥈31 · ⭐ 1.1K · 💀) - A Python data analysis library that is optimized for humans instead of.. MIT
Cython BLIS (🥈31 · ⭐ 190) - Fast matrix-multiplication as a self-contained Python library no.. BSD-3
cleanlab (🥈29 · ⭐ 4.3K) - The standard data-centric AI package for data quality and machine.. ❗️AGPL-3.0
pyclustering (🥉27 · ⭐ 1K · 💀) - pyclustering is a Python, C++ data mining library. BSD-3
minisom (🥉25 · ⭐ 1.2K) - MiniSom is a minimalistic implementation of the Self Organizing.. ❗️CC-BY-3.0
modAL (🥉24 · ⭐ 1.9K · 💀) - A modular active learning framework for Python. MIT
mlens (🥉22 · ⭐ 760 · 💀) - ML-Ensemble high performance ensemble learning. MIT
vecstack (🥉22 · ⭐ 670 · 💀) - Python package for stacking (machine learning technique). MIT
metricflow (🥉21 · ⭐ 710) - MetricFlow allows you to define, build, and maintain metrics in.. ❗️AGPL-3.0
rrcf (🥉21 · ⭐ 410 · 💀) - Implementation of the Robust Random Cut Forest algorithm for anomaly.. MIT
opyrator (🥉20 · ⭐ 2.7K · 💀) - Turns your machine learning code into microservices with web API,.. MIT
impyute (🥉20 · ⭐ 330 · 💀) - Data imputations library to preprocess datasets with missing data. MIT
scikit-rebate (🥉19 · ⭐ 370 · 💀) - A scikit-learn-compatible Python implementation of.. MIT
pandas-ml (🥉19 · ⭐ 300 · 💀) - pandas, scikit-learn, xgboost and seaborn integration. BSD-3
pymdp (🥉19 · ⭐ 230) - A Python implementation of active inference for Markov Decision Processes. MIT
baikal (🥉18 · ⭐ 590 · 💀) - A graph-based functional API for building complex scikit-learn.. BSD-3
apricot (🥉17 · ⭐ 450 · 💀) - apricot implements submodular optimization for the purpose of.. MIT
NeuralCompression (🥉15 · ⭐ 290) - A collection of tools for neural compression enthusiasts. MIT
nylon (🥉12 · ⭐ 78 · 💀) - An intelligent, flexible grammar of machine learning. MIT

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 contribution guidelines. By participating in this project, you agree to abide by its Code of Conduct.

Fsaf-GitHub-Pro/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 & Accelerator Utilities

Tensorflow Utilities

Jax Utilities

Sklearn Utilities

Pytorch Utilities

Database Clients

Others

Related Resources

Contribution

License