Best-of Machine Learning with Python
🏆 A ranked list of awesome machine learning Python libraries. Updated weekly.
This curated list contains 920 awesome open-source projects with a total of 3.3M 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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🥇🥈🥉 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 · ⭐ 160K) - An Open Source Machine Learning Framework for Everyone. Apache-2
GitHub (👨💻 3.9K · 🔀 86K · 📦 180K · 📋 34K - 7% open · ⏱️ 17.02.2022):
git clone https://github.com/tensorflow/tensorflow
PyPi (📥 16M / month · 📦 14K · ⏱️ 02.02.2022):
Conda (📥 3M · ⏱️ 06.02.2022):
conda install -c conda-forge tensorflow
Docker Hub (📥 65M · ⭐ 2K · ⏱️ 17.02.2022):
docker pull tensorflow/tensorflow
scikit-learn (🥇50 · ⭐ 49K) - scikit-learn: machine learning in Python. BSD-3
GitHub (👨💻 2.5K · 🔀 22K · 📥 770 · 📦 310K · 📋 10K - 24% open · ⏱️ 17.02.2022):
git clone https://github.com/scikit-learn/scikit-learn
PyPi (📥 27M / month · 📦 24K · ⏱️ 25.12.2021):
Conda (📥 11M · ⏱️ 26.12.2021):
conda install -c conda-forge scikit-learn
PyTorch (🥇49 · ⭐ 54K) - Tensors and Dynamic neural networks in Python with strong GPU.. BSD-3
GitHub (👨💻 3.1K · 🔀 15K · 📥 1.9K · 📋 28K - 39% open · ⏱️ 17.02.2022):
git clone https://github.com/pytorch/pytorch
PyPi (📥 6.2M / month · 📦 6.8K · ⏱️ 27.01.2022):
Conda (📥 15M · ⏱️ 27.01.2022):
conda install -c pytorch pytorch
Keras (🥇44 · ⭐ 54K) - Deep Learning for humans. Apache-2
GitHub (👨💻 1K · 🔀 19K · 📋 11K - 2% open · ⏱️ 16.02.2022):
git clone https://github.com/keras-team/keras
PyPi (📥 8.4M / month · 📦 220 · ⏱️ 31.01.2022):
Conda (📥 2M · ⏱️ 04.02.2022):
conda install -c conda-forge keras
XGBoost (🥇44 · ⭐ 22K) - Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT or.. Apache-2
GitHub (👨💻 550 · 🔀 8.3K · 📥 3.7K · 📦 27K · 📋 4.3K - 6% open · ⏱️ 16.02.2022):
git clone https://github.com/dmlc/xgboost
PyPi (📥 8.4M / month · 📦 1.3K · ⏱️ 17.01.2022):
Conda (📥 2.3M · ⏱️ 15.02.2022):
conda install -c conda-forge xgboost
StatsModels (🥇44 · ⭐ 7.1K) - Statsmodels: statistical modeling and econometrics in Python. BSD-3
GitHub (👨💻 360 · 🔀 2.4K · 📥 26 · 📦 58K · 📋 4.8K - 47% open · ⏱️ 16.02.2022):
git clone https://github.com/statsmodels/statsmodels
PyPi (📥 7.8M / month · 📦 4.5K · ⏱️ 08.02.2022):
Conda (📥 5.6M · ⏱️ 11.02.2022):
conda install -c conda-forge statsmodels
PySpark (🥈42 · ⭐ 32K) - Apache Spark Python API. Apache-2
GitHub (👨💻 2.6K · 🔀 25K · ⏱️ 17.02.2022):
git clone https://github.com/apache/spark
PyPi (📥 18M / month · 📦 760 · ⏱️ 26.01.2022):
Conda (📥 1.5M · ⏱️ 26.01.2022):
conda install -c conda-forge pyspark
pytorch-lightning (🥈42 · ⭐ 17K) - The lightweight PyTorch wrapper for high-performance.. Apache-2
GitHub (👨💻 620 · 🔀 2.2K · 📥 5.4K · 📦 6.9K · 📋 4.7K - 10% open · ⏱️ 17.02.2022):
git clone https://github.com/PyTorchLightning/pytorch-lightning
PyPi (📥 1.1M / month · 📦 310 · ⏱️ 09.02.2022):
pip install pytorch-lightning
Conda (📥 400K · ⏱️ 12.02.2022):
conda install -c conda-forge pytorch-lightning
LightGBM (🥈42 · ⭐ 13K) - A fast, distributed, high performance gradient boosting (GBT, GBDT, GBRT,.. MIT
GitHub (👨💻 250 · 🔀 3.5K · 📥 140K · 📦 11K · 📋 2.6K - 6% open · ⏱️ 16.02.2022):
git clone https://github.com/microsoft/LightGBM
PyPi (📥 6M / month · 📦 580 · ⏱️ 07.01.2022):
Conda (📥 890K · ⏱️ 08.01.2022):
conda install -c conda-forge lightgbm
PaddlePaddle (🥈41 · ⭐ 18K) - PArallel Distributed Deep LEarning: Machine Learning.. Apache-2
jax (🥈41 · ⭐ 16K · 📈) - Composable transformations of Python+NumPy programs: differentiate,.. Apache-2
GitHub (👨💻 360 · 🔀 1.5K · 📦 3.5K · 📋 3.1K - 31% open · ⏱️ 17.02.2022):
git clone https://github.com/google/jax
PyPi (📥 280K / month · 📦 260 · ⏱️ 10.02.2022):
Conda (📥 270K · ⏱️ 10.12.2021):
conda install -c conda-forge jaxlib
Catboost (🥈41 · ⭐ 6.4K) - A fast, scalable, high performance Gradient Boosting on Decision.. Apache-2
GitHub (👨💻 960 · 🔀 950 · 📥 74K · 📋 1.7K - 20% open · ⏱️ 17.02.2022):
git clone https://github.com/catboost/catboost
PyPi (📥 3.3M / month · 📦 210 · ⏱️ 14.01.2022):
Conda (📥 920K · ⏱️ 04.02.2022):
conda install -c conda-forge catboost
MXNet (🥈40 · ⭐ 20K) - Lightweight, Portable, Flexible Distributed/Mobile Deep Learning.. Apache-2
GitHub (👨💻 970 · 🔀 6.9K · 📥 25K · 📋 9.7K - 20% open · ⏱️ 17.02.2022):
git clone https://github.com/apache/incubator-mxnet
PyPi (📥 290K / month · 📦 280 · ⏱️ 18.12.2021):
Conda (📥 7K · 📦 5 · ⏱️ 29.02.2020):
conda install -c anaconda mxnet
Jina (🥈38 · ⭐ 13K) - Cloud-native neural search framework for kind of data. Apache-2
GitHub (👨💻 140 · 🔀 1.8K · 📦 220 · 📋 1.3K - 5% open · ⏱️ 17.02.2022):
git clone https://github.com/jina-ai/jina
PyPi (📥 35K / month · ⏱️ 17.02.2022):
Conda (📥 2.3K · ⏱️ 01.11.2021):
conda install -c conda-forge jina-core
Docker Hub (📥 1M · ⭐ 6 · ⏱️ 17.02.2022):
Fastai (🥈37 · ⭐ 22K) - The fastai deep learning library. Apache-2
PyFlink (🥈37 · ⭐ 18K · 📈) - Apache Flink Python API. Apache-2
Theano (🥈37 · ⭐ 9.5K) - Theano was a Python library that allows you to define, optimize, and.. BSD-3
GitHub (👨💻 380 · 🔀 2.5K · 📦 12K · 📋 2.8K - 24% open · ⏱️ 23.11.2021):
git clone https://github.com/Theano/Theano
PyPi (📥 290K / month · 📦 2.8K · ⏱️ 27.07.2020):
Conda (📥 1.8M · ⏱️ 10.11.2021):
conda install -c conda-forge theano
Chainer (🥈36 · ⭐ 5.7K) - A flexible framework of neural networks for deep learning. MIT
GitHub (👨💻 320 · 🔀 1.4K · 📦 2.5K · 📋 2K - 0% open · ⏱️ 05.01.2022):
git clone https://github.com/chainer/chainer
PyPi (📥 21K / month · 📦 400 · ⏱️ 05.01.2022):
Conda (📥 6.8K · ⏱️ 21.01.2022):
conda install -c conda-forge chainer
Thinc (🥈36 · ⭐ 2.5K) - A refreshing functional take on deep learning, compatible with your favorite.. MIT
GitHub (👨💻 47 · 🔀 230 · 📦 19K · 📋 120 - 16% open · ⏱️ 17.02.2022):
git clone https://github.com/explosion/thinc
PyPi (📥 3.7M / month · 📦 610 · ⏱️ 17.12.2021):
Conda (📥 1.8M · ⏱️ 08.12.2021):
conda install -c conda-forge thinc
Vowpal Wabbit (🥈34 · ⭐ 7.9K) - Vowpal Wabbit is a machine learning system which pushes the.. BSD-3
GitHub (👨💻 310 · 🔀 1.8K · 📋 1.2K - 11% open · ⏱️ 17.02.2022):
git clone https://github.com/VowpalWabbit/vowpal_wabbit
PyPi (📥 53K / month · 📦 29 · ⏱️ 01.02.2022):
Conda (📥 55K · ⏱️ 02.02.2022):
conda install -c conda-forge vowpalwabbit
Ignite (🥈33 · ⭐ 3.9K) - High-level library to help with training and evaluating neural.. BSD-3
GitHub (👨💻 160 · 🔀 520 · 📋 1K - 13% open · ⏱️ 17.02.2022):
git clone https://github.com/pytorch/ignite
PyPi (📥 120K / month · 📦 77 · ⏱️ 17.02.2022):
pip install pytorch-ignite
Conda (📥 80K · ⏱️ 17.01.2022):
conda install -c pytorch ignite
Flax (🥈33 · ⭐ 2.7K) - Flax is a neural network library for JAX that is designed for.. Apache-2
GitHub (👨💻 130 · 🔀 290 · 📥 31 · 📦 680 · 📋 500 - 36% open · ⏱️ 17.02.2022):
git clone https://github.com/google/flax
PyPi (📥 93K / month · 📦 57 · ⏱️ 27.01.2022):
Conda (📥 2.3K · ⏱️ 27.01.2022):
conda install -c conda-forge flax
tensorflow-upstream (🥈33 · ⭐ 580) - TensorFlow ROCm port. Apache-2
Ludwig (🥉32 · ⭐ 8.1K) - Data-centric declarative deep learning framework. Apache-2
tensorpack (🥉32 · ⭐ 6.2K) - A Neural Net Training Interface on TensorFlow, with focus.. Apache-2
GitHub (👨💻 58 · 🔀 1.8K · 📥 130 · 📦 940 · 📋 1.3K - 0% open · ⏱️ 27.11.2021):
git clone https://github.com/tensorpack/tensorpack
PyPi (📥 21K / month · 📦 46 · ⏱️ 22.01.2021):
Conda (📥 220 · ⏱️ 06.02.2022):
conda install -c conda-forge tensorpack
Turi Create (🥉31 · ⭐ 11K) - Turi Create simplifies the development of custom machine learning.. BSD-3
einops (🥉31 · ⭐ 4.5K) - Deep learning operations reinvented (for pytorch, tensorflow, jax and.. MIT
GitHub (👨💻 14 · 🔀 180 · 📦 1.9K · 📋 100 - 33% open · ⏱️ 03.02.2022):
git clone https://github.com/arogozhnikov/einops
PyPi (📥 720K / month · 📦 190 · ⏱️ 18.01.2022):
Conda (📥 11K · ⏱️ 18.01.2022):
conda install -c conda-forge einops
mlpack (🥉31 · ⭐ 3.9K) - mlpack: a scalable C++ machine learning library --. BSD-3
GitHub (👨💻 280 · 🔀 1.4K · 📋 1.5K - 7% open · ⏱️ 30.01.2022):
git clone https://github.com/mlpack/mlpack
PyPi (📥 160 / month · 📦 1 · ⏱️ 28.10.2020):
Conda (📥 97K · ⏱️ 09.11.2021):
conda install -c conda-forge mlpack
Sonnet (🥉30 · ⭐ 9.2K) - TensorFlow-based neural network library. Apache-2
GitHub (👨💻 53 · 🔀 1.3K · 📦 770 · 📋 170 - 13% open · ⏱️ 01.02.2022):
git clone https://github.com/deepmind/sonnet
PyPi (📥 20K / month · 📦 52 · ⏱️ 27.03.2020):
Conda (📥 13K · ⏱️ 14.11.2020):
conda install -c conda-forge sonnet
Neural Network Libraries (🥉30 · ⭐ 2.5K) - Neural Network Libraries. Apache-2
Haiku (🥉30 · ⭐ 1.7K) - JAX-based neural network library. Apache-2
GitHub (👨💻 57 · 🔀 130 · 📦 330 · 📋 130 - 26% open · ⏱️ 15.02.2022):
git clone https://github.com/deepmind/dm-haiku
PyPi (📥 84K / month · 📦 30 · ⏱️ 14.02.2022):
Conda (📥 2K · ⏱️ 14.02.2022):
conda install -c conda-forge dm-haiku
skorch (🥉29 · ⭐ 4.4K) - A scikit-learn compatible neural network library that wraps.. BSD-3
GitHub (👨💻 48 · 🔀 300 · 📦 440 · 📋 420 - 12% open · ⏱️ 13.02.2022):
git clone https://github.com/skorch-dev/skorch
PyPi (📥 46K / month · 📦 33 · ⏱️ 31.10.2021):
Conda (📥 510K · ⏱️ 30.11.2021):
conda install -c conda-forge skorch
ktrain (🥉29 · ⭐ 950) - ktrain is a Python library that makes deep learning and AI more.. Apache-2
mace (🥉25 · ⭐ 4.6K) - MACE is a deep learning inference framework optimized for mobile.. Apache-2
Neural Tangents (🥉25 · ⭐ 1.7K) - Fast and Easy Infinite Neural Networks in Python. Apache-2
fklearn (🥉24 · ⭐ 1.4K) - fklearn: Functional Machine Learning. Apache-2
Objax (🥉23 · ⭐ 680) - Objax is a machine learning framework that provides an Object.. Apache-2
ThunderSVM (🥉22 · ⭐ 1.4K · 💤) - ThunderSVM: A Fast SVM Library on GPUs and CPUs. Apache-2
Torchbearer (🥉21 · ⭐ 620 · 💤) - torchbearer: A model fitting library for PyTorch. MIT
chefboost (🥉20 · ⭐ 300) - A Lightweight Decision Tree Framework supporting regular algorithms:.. MIT
NeoML (🥉19 · ⭐ 660) - Machine learning framework for both deep learning and traditional.. Apache-2
elegy (🥉18 · ⭐ 320) - A High Level API for Deep Learning in JAX. MIT
Show 14 hidden projects...
dlib (🥈38 · ⭐ 11K · 📉) - A toolkit for making real world machine learning and data analysis.. ❗️BSL-1.0
TFlearn (🥉32 · ⭐ 9.6K · 💀) - Deep learning library featuring a higher-level API for TensorFlow. MIT
CNTK (🥉31 · ⭐ 17K · 💀) - Microsoft Cognitive Toolkit (CNTK), an open source deep-learning toolkit. MIT
dyNET (🥉31 · ⭐ 3.3K · 💀) - DyNet: The Dynamic Neural Network Toolkit. Apache-2
Lasagne (🥉29 · ⭐ 3.8K · 💀) - Lightweight library to build and train neural networks in Theano. MIT
NuPIC (🥉28 · ⭐ 6.3K · 💀) - Numenta Platform for Intelligent Computing is an implementation.. ❗️AGPL-3.0
MindsDB (🥉28 · ⭐ 5.7K) - In-Database Machine Learning. ❗️GPL-3.0
SHOGUN (🥉27 · ⭐ 2.9K · 💀) - Unified and efficient Machine Learning. BSD-3
xLearn (🥉25 · ⭐ 3K · 💀) - High performance, easy-to-use, and scalable machine learning (ML).. Apache-2
NeuPy (🥉25 · ⭐ 700 · 💀) - NeuPy is a Tensorflow based python library for prototyping and building.. MIT
neon (🥉23 · ⭐ 3.9K · 💀) - Intel Nervana reference deep learning framework committed to best.. Apache-2
Towhee (🥉22 · ⭐ 230 · ➕) - An easy-to-use platform for running machine learning pipelines in.. Apache-2
ThunderGBM (🥉16 · ⭐ 620 · 💀) - ThunderGBM: Fast GBDTs and Random Forests on GPUs. Apache-2
StarSpace (🥉15 · ⭐ 3.7K · 💀) - Learning embeddings for classification, retrieval and ranking. MIT
General-purpose and task-specific data visualization libraries.
Matplotlib (🥇48 · ⭐ 15K · 📉) - matplotlib: plotting with Python. Python-2.0
GitHub (👨💻 1.3K · 🔀 6.2K · 📦 500K · 📋 8.6K - 20% open · ⏱️ 17.02.2022):
git clone https://github.com/matplotlib/matplotlib
PyPi (📥 24M / month · 📦 52K · ⏱️ 11.12.2021):
Conda (📥 11M · ⏱️ 13.12.2021):
conda install -c conda-forge matplotlib
Bokeh (🥇44 · ⭐ 16K · 📈) - Interactive Data Visualization in the browser, from Python. BSD-3
GitHub (👨💻 600 · 🔀 3.9K · 📦 45K · 📋 6.8K - 10% open · ⏱️ 17.02.2022):
git clone https://github.com/bokeh/bokeh
PyPi (📥 3.4M / month · 📦 3.5K · ⏱️ 27.01.2022):
Conda (📥 6.5M · ⏱️ 22.11.2021):
conda install -c conda-forge bokeh
Plotly (🥇42 · ⭐ 11K) - The interactive graphing library for Python (includes Plotly Express). MIT
GitHub (👨💻 190 · 🔀 2.1K · 📦 9 · 📋 2.3K - 48% open · ⏱️ 09.02.2022):
git clone https://github.com/plotly/plotly.py
PyPi (📥 7.3M / month · 📦 3.8K · ⏱️ 09.02.2022):
Conda (📥 2.2M · ⏱️ 10.02.2022):
conda install -c conda-forge plotly
npm (📥 50K / month · 📦 4 · ⏱️ 12.01.2021):
Seaborn (🥇41 · ⭐ 9.2K) - Statistical data visualization in Python. BSD-3
GitHub (👨💻 160 · 🔀 1.5K · 📥 210 · 📦 140K · 📋 2K - 5% open · ⏱️ 18.01.2022):
git clone https://github.com/mwaskom/seaborn
PyPi (📥 7.1M / month · 📦 8.8K · ⏱️ 16.08.2021):
Conda (📥 3.3M · ⏱️ 16.08.2021):
conda install -c conda-forge seaborn
Altair (🥇39 · ⭐ 7.3K) - Declarative statistical visualization library for Python. BSD-3
GitHub (👨💻 140 · 🔀 630 · 📦 22K · 📋 1.6K - 15% open · ⏱️ 07.02.2022):
git clone https://github.com/altair-viz/altair
PyPi (📥 4.9M / month · 📦 340 · ⏱️ 29.12.2021):
Conda (📥 1.1M · ⏱️ 29.12.2021):
conda install -c conda-forge altair
dash (🥈38 · ⭐ 16K) - Analytical Web Apps for Python, R, Julia, and Jupyter. No JavaScript Required. MIT
GitHub (👨💻 100 · 🔀 1.6K · 📦 180 · 📋 1.2K - 47% open · ⏱️ 17.02.2022):
git clone https://github.com/plotly/dash
PyPi (📥 930K / month · 📦 1.1K · ⏱️ 28.01.2022):
Conda (📥 360K · ⏱️ 29.01.2022):
conda install -c conda-forge dash
Graphviz (🥈37 · ⭐ 1.1K) - Simple Python interface for Graphviz. MIT
GitHub (👨💻 18 · 🔀 170 · 📦 28K · 📋 130 - 4% open · ⏱️ 20.01.2022):
git clone https://github.com/xflr6/graphviz
PyPi (📥 9.3M / month · 📦 2.9K · ⏱️ 12.12.2021):
Conda (📥 17K · ⏱️ 04.02.2021):
conda install -c anaconda python-graphviz
pandas-profiling (🥈36 · ⭐ 8.5K) - Create HTML profiling reports from pandas DataFrame.. MIT
GitHub (👨💻 85 · 🔀 1.2K · 📦 6.7K · 📋 550 - 19% open · ⏱️ 26.01.2022):
git clone https://github.com/pandas-profiling/pandas-profiling
PyPi (📥 900K / month · 📦 140 · ⏱️ 27.09.2021):
pip install pandas-profiling
Conda (📥 190K · ⏱️ 28.09.2021):
conda install -c conda-forge pandas-profiling
UMAP (🥈36 · ⭐ 5.4K) - Uniform Manifold Approximation and Projection. BSD-3
GitHub (👨💻 98 · 🔀 610 · 📦 4.6K · 📋 600 - 52% open · ⏱️ 10.02.2022):
git clone https://github.com/lmcinnes/umap
PyPi (📥 1M / month · 📦 290 · ⏱️ 29.10.2021):
Conda (📥 890K · ⏱️ 15.01.2022):
conda install -c conda-forge umap-learn
pyecharts (🥈35 · ⭐ 12K) - Python Echarts Plotting Library. MIT
PyQtGraph (🥈34 · ⭐ 2.7K) - Fast data visualization and GUI tools for scientific / engineering.. MIT
GitHub (👨💻 220 · 🔀 900 · 📋 990 - 31% open · ⏱️ 14.02.2022):
git clone https://github.com/pyqtgraph/pyqtgraph
PyPi (📥 79K / month · 📦 760 · ⏱️ 11.10.2021):
Conda (📥 220K · ⏱️ 11.10.2021):
conda install -c conda-forge pyqtgraph
HoloViews (🥈34 · ⭐ 2.1K) - With Holoviews, your data visualizes itself. BSD-3
GitHub (👨💻 120 · 🔀 350 · 📋 2.7K - 30% open · ⏱️ 16.02.2022):
git clone https://github.com/holoviz/holoviews
PyPi (📥 250K / month · 📦 200 · ⏱️ 16.02.2022):
Conda (📥 640K · ⏱️ 16.02.2022):
conda install -c conda-forge holoviews
npm (📥 1.9K / month · ⏱️ 24.05.2020):
npm install @pyviz/jupyterlab_pyviz
wordcloud (🥈33 · ⭐ 8.6K) - A little word cloud generator in Python. MIT
GitHub (👨💻 64 · 🔀 2.1K · 📋 470 - 23% open · ⏱️ 13.11.2021):
git clone https://github.com/amueller/word_cloud
PyPi (📥 620K / month · 📦 710 · ⏱️ 11.11.2020):
Conda (📥 260K · ⏱️ 15.11.2021):
conda install -c conda-forge wordcloud
bqplot (🥈32 · ⭐ 3.2K) - Plotting library for IPython/Jupyter notebooks. Apache-2
GitHub (👨💻 56 · 🔀 460 · 📦 30 · 📋 580 - 39% open · ⏱️ 17.02.2022):
git clone https://github.com/bqplot/bqplot
PyPi (📥 67K / month · 📦 92 · ⏱️ 11.02.2022):
Conda (📥 920K · ⏱️ 11.02.2022):
conda install -c conda-forge bqplot
npm (📥 25K / month · 📦 10 · ⏱️ 11.02.2022):
VisPy (🥈32 · ⭐ 2.8K) - High-performance interactive 2D/3D data visualization library. BSD-3
GitHub (👨💻 170 · 🔀 580 · 📦 680 · 📋 1.3K - 21% open · ⏱️ 08.02.2022):
git clone https://github.com/vispy/vispy
PyPi (📥 40K / month · 📦 94 · ⏱️ 04.02.2022):
Conda (📥 200K · ⏱️ 05.02.2022):
conda install -c conda-forge vispy
npm (📥 13 / month · ⏱️ 15.03.2020):
PyVista (🥈32 · ⭐ 1.1K) - 3D plotting and mesh analysis through a streamlined interface for.. MIT
GitHub (👨💻 70 · 🔀 210 · 📥 490 · 📦 600 · 📋 700 - 26% open · ⏱️ 14.02.2022):
git clone https://github.com/pyvista/pyvista
PyPi (📥 43K / month · 📦 85 · ⏱️ 11.01.2022):
Conda (📥 140K · ⏱️ 11.01.2022):
conda install -c conda-forge pyvista
Perspective (🥈31 · ⭐ 4.2K · 📉) - A data visualization and analytics component,.. Apache-2
GitHub (👨💻 66 · 🔀 440 · 📦 230 · 📋 500 - 14% open · ⏱️ 12.02.2022):
git clone https://github.com/finos/perspective
PyPi (📥 3.8K / month · 📦 9 · ⏱️ 02.02.2022):
pip install perspective-python
Conda (📥 41K · ⏱️ 02.02.2022):
conda install -c conda-forge perspective
npm (📥 2.1K / month · ⏱️ 01.02.2022):
npm install @finos/perspective-jupyterlab
FiftyOne (🥈31 · ⭐ 1K) - Visualize, create, and debug image and video datasets.. Apache-2
missingno (🥈30 · ⭐ 3.1K · 💤) - Missing data visualization module for Python. MIT
GitHub (👨💻 17 · 🔀 380 · 📦 6.3K · 📋 120 - 11% open · ⏱️ 04.07.2021):
git clone https://github.com/ResidentMario/missingno
PyPi (📥 840K / month · 📦 110 · ⏱️ 04.07.2021):
Conda (📥 140K · ⏱️ 15.02.2020):
conda install -c conda-forge missingno
datashader (🥈30 · ⭐ 2.7K) - Quickly and accurately render even the largest data. BSD-3
GitHub (👨💻 45 · 🔀 330 · 📦 960 · 📋 490 - 26% open · ⏱️ 11.02.2022):
git clone https://github.com/holoviz/datashader
PyPi (📥 44K / month · 📦 74 · ⏱️ 09.06.2021):
Conda (📥 260K · ⏱️ 10.06.2021):
conda install -c conda-forge datashader
Cufflinks (🥈30 · ⭐ 2.5K · 💤) - Productivity Tools for Plotly + Pandas. MIT
D-Tale (🥉29 · ⭐ 3.1K) - Visualizer for pandas data structures. ❗️LGPL-2.1
GitHub (👨💻 20 · 🔀 230 · 📦 290 · 📋 440 - 9% open · ⏱️ 08.02.2022):
git clone https://github.com/man-group/dtale
PyPi (📥 57K / month · 📦 11 · ⏱️ 18.11.2021):
Conda (📥 110K · ⏱️ 18.11.2021):
conda install -c conda-forge dtale
data-validation (🥉29 · ⭐ 600) - Library for exploring and validating machine learning.. Apache-2
hvPlot (🥉29 · ⭐ 520) - A high-level plotting API for pandas, dask, xarray, and networkx built on.. BSD-3
GitHub (👨💻 35 · 🔀 64 · 📦 1K · 📋 410 - 35% open · ⏱️ 08.02.2022):
git clone https://github.com/holoviz/hvplot
PyPi (📥 100K / month · 📦 55 · ⏱️ 09.12.2021):
Conda (📥 150K · ⏱️ 23.07.2021):
conda install -c conda-forge hvplot
HyperTools (🥉28 · ⭐ 1.7K · 📈) - A Python toolbox for gaining geometric insights into high-.. MIT
Facets Overview (🥉27 · ⭐ 6.8K · 💤) - Visualizations for machine learning datasets. Apache-2
pythreejs (🥉26 · ⭐ 790) - A Jupyter - Three.js bridge. BSD-3
GitHub (👨💻 29 · 🔀 160 · 📦 19 · 📋 210 - 31% open · ⏱️ 06.12.2021):
git clone https://github.com/jupyter-widgets/pythreejs
PyPi (📥 40K / month · 📦 34 · ⏱️ 26.02.2021):
Conda (📥 360K · ⏱️ 02.03.2021):
conda install -c conda-forge pythreejs
npm (📥 5.6K / month · 📦 7 · ⏱️ 26.02.2021):
npm install jupyter-threejs
lets-plot (🥉26 · ⭐ 720) - An open-source plotting library for statistical data. MIT
Chartify (🥉25 · ⭐ 3.1K · 💤) - Python library that makes it easy for data scientists to create.. Apache-2
GitHub (👨💻 21 · 🔀 280 · 📦 61 · 📋 72 - 56% open · ⏱️ 05.02.2021):
git clone https://github.com/spotify/chartify
PyPi (📥 1.8K / month · 📦 5 · ⏱️ 02.11.2020):
Conda (📥 18K · ⏱️ 07.11.2020):
conda install -c conda-forge chartify
vega (🥉25 · ⭐ 320) - IPython/Jupyter notebook module for Vega and Vega-Lite. BSD-3
GitHub (👨💻 11 · 🔀 59 · 📋 94 - 12% open · ⏱️ 10.02.2022):
git clone https://github.com/vega/ipyvega
PyPi (📥 9.3K / month · 📦 84 · ⏱️ 10.02.2022):
Conda (📥 470K · ⏱️ 10.02.2022):
conda install -c conda-forge vega
HiPlot (🥉24 · ⭐ 2.3K) - HiPlot makes understanding high dimensional data easy. MIT
GitHub (👨💻 7 · 🔀 110 · 📦 3 · 📋 73 - 15% open · ⏱️ 13.02.2022):
git clone https://github.com/facebookresearch/hiplot
PyPi (📥 11K / month · 📦 10 · ⏱️ 13.02.2022):
Conda (📥 77K · ⏱️ 05.11.2021):
conda install -c conda-forge hiplot
openTSNE (🥉24 · ⭐ 940) - Extensible, parallel implementations of t-SNE. BSD-3
GitHub (👨💻 10 · 🔀 110 · 📦 290 · 📋 100 - 5% open · ⏱️ 25.10.2021):
git clone https://github.com/pavlin-policar/openTSNE
PyPi (📥 20K / month · 📦 8 · ⏱️ 25.10.2021):
Conda (📥 130K · ⏱️ 13.11.2021):
conda install -c conda-forge opentsne
AutoViz (🥉24 · ⭐ 640) - Automatically Visualize any dataset, any size with a single line of.. Apache-2
GitHub (👨💻 11 · 🔀 98 · 📦 140 · 📋 50 - 12% open · ⏱️ 13.02.2022):
git clone https://github.com/AutoViML/AutoViz
PyPi (📥 38K / month · 📦 5 · ⏱️ 13.02.2022):
Conda (📥 2.2K · ⏱️ 14.02.2022):
conda install -c conda-forge autoviz
Pandas-Bokeh (🥉23 · ⭐ 760) - Bokeh Plotting Backend for Pandas and GeoPandas. MIT
python-ternary (🥉23 · ⭐ 520) - Ternary plotting library for python with matplotlib. MIT
GitHub (👨💻 27 · 🔀 130 · 📥 17 · 📦 84 · 📋 120 - 20% open · ⏱️ 21.10.2021):
git clone https://github.com/marcharper/python-ternary
PyPi (📥 16K / month · 📦 21 · ⏱️ 17.02.2021):
pip install python-ternary
Conda (📥 61K · ⏱️ 17.02.2021):
conda install -c conda-forge python-ternary
joypy (🥉23 · ⭐ 400) - Joyplots in Python with matplotlib & pandas. MIT
GitHub (👨💻 6 · 🔀 46 · 📦 130 · 📋 48 - 22% open · ⏱️ 19.12.2021):
git clone https://github.com/leotac/joypy
PyPi (📥 34K / month · 📦 5 · ⏱️ 19.12.2021):
Conda (📥 12K · ⏱️ 28.12.2020):
conda install -c conda-forge joypy
Sweetviz (🥉22 · ⭐ 1.9K · 💤) - Visualize and compare datasets, target values and associations, with.. MIT
GitHub (👨💻 6 · 🔀 190 · 📋 97 - 27% open · ⏱️ 08.07.2021):
git clone https://github.com/fbdesignpro/sweetviz
PyPi (📥 65K / month · 📦 5 · ⏱️ 08.07.2021):
Conda (📥 8.7K · ⏱️ 09.07.2021):
conda install -c conda-forge sweetviz
PDPbox (🥉22 · ⭐ 650 · 💤) - python partial dependence plot toolbox. MIT
GitHub (👨💻 7 · 🔀 110 · 📦 480 · 📋 58 - 34% open · ⏱️ 14.03.2021):
git clone https://github.com/SauceCat/PDPbox
PyPi (📥 53K / month · 📦 25 · ⏱️ 14.03.2021):
Conda (📥 11K · ⏱️ 14.03.2021):
conda install -c conda-forge pdpbox
PyWaffle (🥉21 · ⭐ 470) - Make Waffle Charts in Python. MIT
GitHub (👨💻 6 · 🔀 82 · 📦 110 · 📋 16 - 25% open · ⏱️ 21.12.2021):
git clone https://github.com/gyli/PyWaffle
PyPi (📥 3K / month · 📦 1 · ⏱️ 21.12.2021):
Conda (📥 4.2K · ⏱️ 22.12.2021):
conda install -c conda-forge pywaffle
Show 11 hidden projects...
cartopy (🥈31 · ⭐ 990 · 📉) - Cartopy - a cartographic python library with matplotlib support. ❗️LGPL-3.0
plotnine (🥈30 · ⭐ 3K) - A grammar of graphics for Python. ❗️GPL-2.0
Multicore-TSNE (🥉24 · ⭐ 1.7K · 💀) - Parallel t-SNE implementation with Python and Torch.. BSD-3
PandasGUI (🥉23 · ⭐ 2.6K) - A GUI for Pandas DataFrames. ❗️MIT-0
pivottablejs (🥉23 · ⭐ 460 · 💀) - Dragndrop Pivot Tables and Charts for Jupyter/IPython.. MIT
ivis (🥉18 · ⭐ 260) - Dimensionality reduction in very large datasets using Siamese.. Apache-2
animatplot (🥉17 · ⭐ 390 · 💀) - A python package for animating plots build on matplotlib. MIT
nx-altair (🥉17 · ⭐ 190 · 💀) - Draw interactive NetworkX graphs with Altair. MIT
pdvega (🥉16 · ⭐ 340 · 💀) - Interactive plotting for Pandas using Vega-Lite. MIT
data-describe (🥉16 · ⭐ 290) - datadescribe: Pythonic EDA Accelerator for Data Science. Apache-2
nptsne (🥉15 · ⭐ 27 · 💤) - nptsne is a numpy compatible python binary package that offers a.. Apache-2
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 (🥇48 · ⭐ 58K) - Transformers: State-of-the-art Machine Learning for.. Apache-2
GitHub (👨💻 1.2K · 🔀 14K · 📥 1.4K · 📦 22K · 📋 8.8K - 4% open · ⏱️ 17.02.2022):
git clone https://github.com/huggingface/transformers
PyPi (📥 3.7M / month · 📦 760 · ⏱️ 31.01.2022):
Conda (📥 96K · ⏱️ 31.01.2022):
conda install -c conda-forge transformers
nltk (🥇45 · ⭐ 10K) - Suite of libraries and programs for symbolic and statistical natural.. Apache-2
GitHub (👨💻 410 · 🔀 2.5K · 📦 130K · 📋 1.6K - 13% open · ⏱️ 09.02.2022):
git clone https://github.com/nltk/nltk
PyPi (📥 11M / month · 📦 12K · ⏱️ 09.02.2022):
Conda (📥 1.1M · ⏱️ 29.12.2021):
conda install -c conda-forge nltk
spaCy (🥇44 · ⭐ 22K) - Industrial-strength Natural Language Processing (NLP) in Python. MIT
GitHub (👨💻 660 · 🔀 3.7K · 📥 3.1K · 📦 35K · 📋 5K - 1% open · ⏱️ 17.02.2022):
git clone https://github.com/explosion/spaCy
PyPi (📥 4.1M / month · 📦 2.2K · ⏱️ 11.02.2022):
Conda (📥 2.6M · ⏱️ 12.02.2022):
conda install -c conda-forge spacy
gensim (🥇41 · ⭐ 13K) - Topic Modelling for Humans. ❗️LGPL-2.1
GitHub (👨💻 420 · 🔀 4.1K · 📥 3.5K · 📦 30K · 📋 1.7K - 21% open · ⏱️ 25.01.2022):
git clone https://github.com/RaRe-Technologies/gensim
PyPi (📥 5.7M / month · 📦 2.8K · ⏱️ 17.09.2021):
Conda (📥 770K · ⏱️ 09.11.2021):
conda install -c conda-forge gensim
Rasa (🥇39 · ⭐ 14K) - Open source machine learning framework to automate text- and voice-.. Apache-2
flair (🥇39 · ⭐ 11K) - A very simple framework for state-of-the-art Natural Language Processing.. MIT
GitHub (👨💻 220 · 🔀 1.8K · 📦 1.2K · 📋 1.8K - 4% open · ⏱️ 16.02.2022):
git clone https://github.com/flairNLP/flair
PyPi (📥 82K / month · 📦 66 · ⏱️ 18.11.2021):
Conda (📥 6.7K · ⏱️ 18.11.2021):
conda install -c conda-forge python-flair
AllenNLP (🥇38 · ⭐ 11K) - An open-source NLP research library, built on PyTorch. Apache-2
GitHub (👨💻 260 · 🔀 2.2K · 📥 44 · 📦 2.2K · 📋 2.5K - 4% open · ⏱️ 14.02.2022):
git clone https://github.com/allenai/allennlp
PyPi (📥 37K / month · 📦 180 · ⏱️ 27.01.2022):
Conda (📥 40K · ⏱️ 06.02.2022):
conda install -c conda-forge allennlp
fairseq (🥇36 · ⭐ 16K) - Facebook AI Research Sequence-to-Sequence Toolkit written in Python. MIT
GitHub (👨💻 370 · 🔀 4K · 📥 180 · 📦 660 · 📋 3.2K - 36% open · ⏱️ 16.02.2022):
git clone https://github.com/pytorch/fairseq
PyPi (📥 38K / month · 📦 28 · ⏱️ 05.01.2021):
Conda (📥 13K · ⏱️ 28.04.2021):
conda install -c conda-forge fairseq
ChatterBot (🥇35 · ⭐ 12K · 💤) - ChatterBot is a machine learning, conversational dialog engine.. BSD-3
ParlAI (🥇35 · ⭐ 8.6K) - A framework for training and evaluating AI models on a variety of.. MIT
TextBlob (🥇35 · ⭐ 8K) - Simple, Pythonic, text processing--Sentiment analysis, part-of-speech.. MIT
GitHub (👨💻 35 · 🔀 1.1K · 📥 97 · 📦 17K · 📋 260 - 39% open · ⏱️ 22.10.2021):
git clone https://github.com/sloria/TextBlob
PyPi (📥 1.1M / month · 📦 1.4K · ⏱️ 15.12.2021):
Conda (📥 150K · ⏱️ 24.02.2019):
conda install -c conda-forge textblob
sentence-transformers (🥈34 · ⭐ 7.1K) - Multilingual Sentence & Image Embeddings with BERT. Apache-2
GitHub (👨💻 74 · 🔀 1.4K · 📦 2.4K · 📋 1.3K - 49% open · ⏱️ 16.02.2022):
git clone https://github.com/UKPLab/sentence-transformers
PyPi (📥 760K / month · 📦 80 · ⏱️ 01.10.2021):
pip install sentence-transformers
Conda (📥 14K · ⏱️ 30.11.2021):
conda install -c conda-forge sentence-transformers
spark-nlp (🥈34 · ⭐ 2.6K) - State of the Art Natural Language Processing. Apache-2
sentencepiece (🥈33 · ⭐ 5.7K) - Unsupervised text tokenizer for Neural Network-based text.. Apache-2
GitHub (👨💻 62 · 🔀 790 · 📥 20K · 📦 13K · 📋 520 - 11% open · ⏱️ 16.02.2022):
git clone https://github.com/google/sentencepiece
PyPi (📥 4.5M / month · 📦 350 · ⏱️ 18.06.2021):
pip install sentencepiece
Conda (📥 150K · ⏱️ 11.02.2022):
conda install -c conda-forge sentencepiece
OpenNMT (🥈33 · ⭐ 5.5K) - Open Source Neural Machine Translation in PyTorch. MIT
Tokenizers (🥈33 · ⭐ 5.3K) - Fast State-of-the-Art Tokenizers optimized for Research and.. Apache-2
GitHub (👨💻 51 · 🔀 440 · 📦 40 · 📋 580 - 29% open · ⏱️ 16.02.2022):
git clone https://github.com/huggingface/tokenizers
PyPi (📥 4.6M / month · 📦 96 · ⏱️ 16.02.2022):
Conda (📥 110K · ⏱️ 16.02.2022):
conda install -c conda-forge tokenizers
Dedupe (🥈33 · ⭐ 3.3K) - A python library for accurate and scalable fuzzy matching, record.. MIT
GitHub (👨💻 63 · 🔀 460 · 📦 210 · 📋 690 - 3% open · ⏱️ 11.02.2022):
git clone https://github.com/dedupeio/dedupe
PyPi (📥 290K / month · 📦 47 · ⏱️ 03.02.2022):
Conda (📥 1.3K · ⏱️ 04.02.2022):
conda install -c conda-forge dedupe
torchtext (🥈33 · ⭐ 2.9K) - Data loaders and abstractions for text and NLP. BSD-3
TensorFlow Text (🥈32 · ⭐ 900) - Making text a first-class citizen in TensorFlow. Apache-2
stanza (🥈31 · ⭐ 6K · 📉) - Official Stanford NLP Python Library for Many Human Languages. Apache-2
GitHub (👨💻 41 · 🔀 760 · 📦 860 · 📋 640 - 11% open · ⏱️ 26.01.2022):
git clone https://github.com/stanfordnlp/stanza
PyPi (📥 430K / month · 📦 49 · ⏱️ 05.10.2021):
Conda (📥 4.7K · ⏱️ 05.10.2021):
conda install -c stanfordnlp stanza
ftfy (🥈31 · ⭐ 3.2K) - Fixes mojibake and other glitches in Unicode text, after the fact. MIT
GitHub (👨💻 18 · 🔀 110 · 📦 4.9K · 📋 130 - 7% open · ⏱️ 09.02.2022):
git clone https://github.com/rspeer/python-ftfy
PyPi (📥 1.7M / month · 📦 490 · ⏱️ 09.02.2022):
Conda (📥 140K · ⏱️ 25.05.2021):
conda install -c conda-forge ftfy
textacy (🥈31 · ⭐ 1.9K) - NLP, before and after spaCy. Apache-2
GitHub (👨💻 31 · 🔀 230 · 📋 250 - 10% open · ⏱️ 06.12.2021):
git clone https://github.com/chartbeat-labs/textacy
PyPi (📥 48K / month · 📦 100 · ⏱️ 06.12.2021):
Conda (📥 100K · ⏱️ 06.02.2022):
conda install -c conda-forge textacy
snowballstemmer (🥈31 · ⭐ 540) - Snowball compiler and stemming algorithms. BSD-3
GitHub (👨💻 28 · 🔀 150 · 📦 4 · 📋 69 - 36% open · ⏱️ 17.12.2021):
git clone https://github.com/snowballstem/snowball
PyPi (📥 6.4M / month · 📦 6.7K · ⏱️ 16.11.2021):
pip install snowballstemmer
Conda (📥 3.8M · ⏱️ 17.11.2021):
conda install -c conda-forge snowballstemmer
DeepPavlov (🥈30 · ⭐ 5.6K) - An open source library for deep learning end-to-end dialog.. Apache-2
NeMo (🥈30 · ⭐ 3.9K) - NeMo: a toolkit for conversational AI. Apache-2
jellyfish (🥈30 · ⭐ 1.6K) - a python library for doing approximate and phonetic matching of.. BSD-2
GitHub (👨💻 25 · 🔀 150 · 📦 3.3K · 📋 110 - 8% open · ⏱️ 07.01.2022):
git clone https://github.com/jamesturk/jellyfish
PyPi (📥 1.9M / month · 📦 400 · ⏱️ 07.01.2022):
Conda (📥 170K · ⏱️ 09.01.2022):
conda install -c conda-forge jellyfish
nlpaug (🥈29 · ⭐ 2.9K) - Data augmentation for NLP. MIT
GitHub (👨💻 26 · 🔀 330 · 📦 250 · 📋 170 - 17% open · ⏱️ 04.01.2022):
git clone https://github.com/makcedward/nlpaug
PyPi (📥 45K / month · 📦 14 · ⏱️ 23.12.2021):
Conda (📥 1.3K · ⏱️ 25.12.2021):
conda install -c conda-forge nlpaug
GluonNLP (🥈29 · ⭐ 2.4K) - Toolkit that enables easy text preprocessing, datasets loading.. Apache-2
CLTK (🥈29 · ⭐ 710) - The Classical Language Toolkit. MIT
PyText (🥈28 · ⭐ 6.3K) - A natural language modeling framework based on PyTorch. BSD-3
haystack (🥈28 · ⭐ 4.2K) - Haystack is an open source NLP framework that leverages Transformer.. Apache-2
T5 (🥈28 · ⭐ 4K) - Code for the paper Exploring the Limits of Transfer Learning with a.. Apache-2
vaderSentiment (🥈28 · ⭐ 3.4K · 💤) - VADER Sentiment Analysis. VADER (Valence Aware Dictionary.. MIT
GitHub (👨💻 10 · 🔀 830 · 📦 3.5K · 📋 110 - 30% open · ⏱️ 15.03.2021):
git clone https://github.com/cjhutto/vaderSentiment
PyPi (📥 450K / month · 📦 170 · ⏱️ 22.05.2020):
pip install vadersentiment
Conda (📥 8.1K · ⏱️ 22.03.2021):
conda install -c conda-forge vadersentiment
Sumy (🥈28 · ⭐ 2.8K) - Module for automatic summarization of text documents and HTML pages. Apache-2
GitHub (👨💻 21 · 🔀 460 · 📦 1.1K · 📋 98 - 15% open · ⏱️ 23.11.2021):
git clone https://github.com/miso-belica/sumy
PyPi (📥 26K / month · 📦 100 · ⏱️ 21.10.2021):
Conda (📥 630 · ⏱️ 22.10.2021):
conda install -c conda-forge sumy
TextDistance (🥈28 · ⭐ 2.6K) - Compute distance between sequences. 30+ algorithms, pure python.. MIT
GitHub (👨💻 11 · 🔀 200 · 📥 470 · 📦 1.7K · ⏱️ 29.11.2021):
git clone https://github.com/life4/textdistance
PyPi (📥 290K / month · 📦 39 · ⏱️ 27.10.2021):
Conda (📥 75K · ⏱️ 27.10.2021):
conda install -c conda-forge textdistance
PyTextRank (🥈28 · ⭐ 1.7K) - Python implementation of TextRank for phrase extraction and.. MIT
Ciphey (🥈27 · ⭐ 9.5K) - Automatically decrypt encryptions without knowing the key or cipher,.. MIT
GitHub (👨💻 46 · 🔀 590 · 📋 290 - 17% open · ⏱️ 03.11.2021):
git clone https://github.com/Ciphey/Ciphey
PyPi (📥 10K / month · ⏱️ 06.06.2021):
Docker Hub (📥 15K · ⭐ 5 · ⏱️ 05.02.2022):
docker pull remnux/ciphey
neuralcoref (🥈27 · ⭐ 2.5K · 💤) - Fast Coreference Resolution in spaCy with Neural Networks. MIT
GitHub (👨💻 21 · 🔀 430 · 📥 310 · 📦 450 · 📋 290 - 16% open · ⏱️ 22.06.2021):
git clone https://github.com/huggingface/neuralcoref
PyPi (📥 51K / month · 📦 14 · ⏱️ 08.04.2019):
Conda (📥 11K · ⏱️ 21.02.2020):
conda install -c conda-forge neuralcoref
english-words (🥉26 · ⭐ 6.6K) - A text file containing 479k English words for all your.. Unlicense
fastNLP (🥉26 · ⭐ 2.5K) - fastNLP: A Modularized and Extensible NLP Framework. Currently still.. Apache-2
SciSpacy (🥉26 · ⭐ 1.1K) - A full spaCy pipeline and models for scientific/biomedical documents. Apache-2
spacy-transformers (🥉26 · ⭐ 1.1K) - Use pretrained transformers like BERT, XLNet and GPT-2.. MIT
spacy
GitHub (👨💻 18 · 🔀 140 · 📦 400 · ⏱️ 13.01.2022):
git clone https://github.com/explosion/spacy-transformers
PyPi (📥 89K / month · 📦 13 · ⏱️ 14.01.2022):
pip install spacy-transformers
Conda (📥 430 · ⏱️ 14.01.2022):
conda install -c conda-forge spacy-transformers
Snips NLU (🥉25 · ⭐ 3.6K · 💤) - Snips Python library to extract meaning from text. Apache-2
pytorch-nlp (🥉25 · ⭐ 2K · 💤) - Basic Utilities for PyTorch Natural Language Processing.. BSD-3
scattertext (🥉25 · ⭐ 1.8K) - Beautiful visualizations of how language differs among document.. Apache-2
GitHub (👨💻 12 · 🔀 240 · 📦 260 · 📋 85 - 20% open · ⏱️ 15.11.2021):
git clone https://github.com/JasonKessler/scattertext
PyPi (📥 3.3K / month · 📦 10 · ⏱️ 15.11.2021):
Conda (📥 60K · ⏱️ 15.11.2021):
conda install -c conda-forge scattertext
MatchZoo (🥉24 · ⭐ 3.6K · 💤) - Facilitating the design, comparison and sharing of deep.. Apache-2
sense2vec (🥉24 · ⭐ 1.3K) - Contextually-keyed word vectors. MIT
GitHub (👨💻 17 · 🔀 220 · 📥 25K · 📦 120 · 📋 110 - 17% open · ⏱️ 16.08.2021):
git clone https://github.com/explosion/sense2vec
PyPi (📥 9.7K / month · 📦 8 · ⏱️ 19.04.2021):
Conda (📥 24K · ⏱️ 14.07.2021):
conda install -c conda-forge sense2vec
Sockeye (🥉24 · ⭐ 1K) - Sequence-to-sequence framework with a focus on Neural Machine.. Apache-2
Kashgari (🥉23 · ⭐ 2.3K · 💤) - Kashgari is a production-level NLP Transfer learning.. Apache-2
lightseq (🥉23 · ⭐ 2K) - LightSeq: A High Performance Library for Sequence Processing and.. Apache-2
rubrix (🥉23 · ⭐ 860) - Python framework for data-centric NLP. Apache-2
GitHub (👨💻 18 · 🔀 74 · 📋 430 - 15% open · ⏱️ 17.02.2022):
git clone https://github.com/recognai/rubrix
PyPi (📥 1.4K / month · ⏱️ 12.02.2022):
Conda (📥 220 · ⏱️ 12.02.2022):
conda install -c conda-forge rubrix
pySBD (🥉23 · ⭐ 420 · 💤) - pySBD (Python Sentence Boundary Disambiguation) is a rule-based sentence.. MIT
GitHub (👨💻 6 · 🔀 49 · 📦 280 · 📋 62 - 22% open · ⏱️ 11.02.2021):
git clone https://github.com/nipunsadvilkar/pySBD
PyPi (📥 47K / month · 📦 3 · ⏱️ 11.02.2021):
Conda (📥 220 · ⏱️ 11.10.2021):
conda install -c conda-forge pysbd
gpt-2-simple (🥉22 · ⭐ 2.9K) - Python package to easily retrain OpenAIs GPT-2 text-.. MIT
NLP Architect (🥉22 · ⭐ 2.8K) - A model library for exploring state-of-the-art deep learning.. Apache-2
Texthero (🥉22 · ⭐ 2.4K · 💤) - Text preprocessing, representation and visualization from zero to.. MIT
fast-bert (🥉22 · ⭐ 1.7K) - Super easy library for BERT based NLP models. Apache-2
anaGo (🥉22 · ⭐ 1.4K · 💤) - Bidirectional LSTM-CRF and ELMo for Named-Entity Recognition,.. MIT
DeepMatcher (🥉21 · ⭐ 4K · 💤) - Python package for performing Entity and Text Matching using.. BSD-3
FARM (🥉21 · ⭐ 1.5K) - Fast & easy transfer learning for NLP. Harvesting language models.. Apache-2
GitHub (👨💻 37 · 🔀 210 · 📋 430 - 8% open · ⏱️ 23.11.2021):
git clone https://github.com/deepset-ai/FARM
PyPi (📥 7.4K / month · 📦 2 · ⏱️ 10.06.2021):
Conda (📥 900 · ⏱️ 14.06.2021):
conda install -c conda-forge farm
jiant (🥉21 · ⭐ 1.4K) - jiant is an nlp toolkit. MIT
OpenPrompt (🥉21 · ⭐ 1.1K · 🐣) - An Open-Source Framework for Prompt-Learning. Apache-2
detoxify (🥉21 · ⭐ 380) - Trained models & code to predict toxic comments on all 3 Jigsaw.. Apache-2
qdrant (🥉20 · ⭐ 1.2K) - Qdrant - vector similarity search engine with extended filtering.. Apache-2
finetune (🥉20 · ⭐ 660) - Scikit-learn style model finetuning for NLP. MPL-2.0
TextBox (🥉18 · ⭐ 340) - TextBox is an open-source library for building text generation system. MIT
OpenNRE (🥉17 · ⭐ 3.5K) - An Open-Source Package for Neural Relation Extraction (NRE). MIT
Camphr (🥉16 · ⭐ 340) - Camphr - NLP libary for creating pipeline components. Apache-2
spacy
VizSeq (🥉15 · ⭐ 380) - An Analysis Toolkit for Natural Language Generation (Translation,.. MIT
Translate (🥉14 · ⭐ 720) - Translate - a PyTorch Language Library. BSD-3
BLINK (🥉13 · ⭐ 820 · 💤) - Entity Linker solution. MIT
Show 26 hidden projects...
fastText (🥈34 · ⭐ 23K · 💀) - Library for fast text representation and classification. MIT
fuzzywuzzy (🥈32 · ⭐ 8.6K) - Fuzzy String Matching in Python. ❗️GPL-2.0
langid (🥈27 · ⭐ 1.9K · 💀) - Stand-alone language identification system. BSD-3
textgenrnn (🥉26 · ⭐ 4.6K · 💀) - Easily train your own text-generating neural network of any.. MIT
polyglot (🥉26 · ⭐ 2K · 💀) - Multilingual text (NLP) processing toolkit. ❗️GPL-3.0
flashtext (🥉25 · ⭐ 5.1K · 💀) - Extract Keywords from sentence or Replace keywords in sentences. MIT
whoosh (🥉23 · ⭐ 200) - Pure-Python full-text search library. ❗️BSD-1-Clause
stop-words (🥉23 · ⭐ 140 · 💀) - Get list of common stop words in various languages in Python. BSD-3
Texar (🥉22 · ⭐ 2.2K · 💀) - Toolkit for Machine Learning, Natural Language Processing, and.. Apache-2
YouTokenToMe (🥉22 · ⭐ 790 · 💀) - Unsupervised text tokenizer focused on computational efficiency. MIT
DELTA (🥉21 · ⭐ 1.5K · 💀) - DELTA is a deep learning based natural language and speech.. Apache-2
happy-transformer (🥉21 · ⭐ 260) - A package built on top of Hugging Faces transformers.. Apache-2
huggingface
pyfasttext (🥉20 · ⭐ 230 · 💀) - Yet another Python binding for fastText. ❗️GPL-3.0
textpipe (🥉19 · ⭐ 290 · 💤) - Textpipe: clean and extract metadata from text. MIT
fastT5 (🥉19 · ⭐ 260) - boost inference speed of T5 models by 5x & reduce the model size by 3x. Apache-2
skift (🥉19 · ⭐ 230) - scikit-learn wrappers for Python fastText. MIT
NeuroNER (🥉18 · ⭐ 1.6K · 💀) - Named-entity recognition using neural networks. Easy-to-use and.. MIT
nboost (🥉17 · ⭐ 610 · 💀) - NBoost is a scalable, search-api-boosting platform for deploying.. Apache-2
textaugment (🥉17 · ⭐ 210) - TextAugment: Text Augmentation Library. MIT
NeuralQA (🥉15 · ⭐ 220 · 💀) - NeuralQA: A Usable Library for Question Answering on Large Datasets.. MIT
TransferNLP (🥉14 · ⭐ 290 · 💀) - NLP library designed for reproducible experimentation.. MIT
Headliner (🥉14 · ⭐ 230 · 💀) - Easy training and deployment of seq2seq models. MIT
numerizer (🥉14 · ⭐ 140) - A Python module to convert natural language numerics into ints and.. MIT
ONNX-T5 (🥉13 · ⭐ 190 · 💀) - Summarization, translation, sentiment-analysis, text-generation.. Apache-2
textvec (🥉13 · ⭐ 180 · 💀) - Text vectorization tool to outperform TFIDF for classification.. MIT
spacy-dbpedia-spotlight (🥉9 · ⭐ 51) - A spaCy wrapper for DBpedia Spotlight. MIT
spacy
Libraries for image & video processing, manipulation, and augmentation as well as libraries for computer vision tasks such as facial recognition, object detection, and classification.
Pillow (🥇45 · ⭐ 9.5K) - The friendly PIL fork (Python Imaging Library). ❗️PIL
GitHub (👨💻 380 · 🔀 1.8K · 📋 2.4K - 6% open · ⏱️ 17.02.2022):
git clone https://github.com/python-pillow/Pillow
PyPi (📥 37M / month · 📦 62K · ⏱️ 03.02.2022):
Conda (📥 13M · ⏱️ 10.02.2022):
conda install -c conda-forge pillow
scikit-image (🥇44 · ⭐ 4.8K) - Image processing in Python. BSD-2
GitHub (👨💻 540 · 🔀 1.9K · 📦 93K · 📋 2.4K - 13% open · ⏱️ 16.02.2022):
git clone https://github.com/scikit-image/scikit-image
PyPi (📥 4.9M / month · 📦 9K · ⏱️ 15.12.2021):
Conda (📥 3.2M · ⏱️ 17.12.2021):
conda install -c conda-forge scikit-image
torchvision (🥇41 · ⭐ 11K) - Datasets, Transforms and Models specific to Computer Vision. BSD-3
GitHub (👨💻 460 · 🔀 5.6K · 📋 2.3K - 28% open · ⏱️ 16.02.2022):
git clone https://github.com/pytorch/vision
PyPi (📥 3.1M / month · 📦 3.5K · ⏱️ 27.01.2022):
Conda (📥 170K · ⏱️ 06.02.2022):
conda install -c conda-forge torchvision
MMDetection (🥇37 · ⭐ 18K) - OpenMMLab Detection Toolbox and Benchmark. Apache-2
PyTorch Image Models (🥇37 · ⭐ 16K) - PyTorch image models, scripts, pretrained weights --.. Apache-2
GitHub (👨💻 65 · 🔀 2.6K · 📥 910K · 📦 2K · 📋 470 - 14% open · ⏱️ 02.02.2022):
git clone https://github.com/rwightman/pytorch-image-models
PyPi (📥 610K / month · 📦 67 · ⏱️ 17.01.2022):
Conda (📥 12K · ⏱️ 30.06.2021):
conda install -c conda-forge timm
imageio (🥇37 · ⭐ 990) - Python library for reading and writing image data. BSD-2
GitHub (👨💻 85 · 🔀 200 · 📥 150 · 📦 56K · 📋 420 - 16% open · ⏱️ 14.02.2022):
git clone https://github.com/imageio/imageio
PyPi (📥 14M / month · 📦 2.6K · ⏱️ 14.02.2022):
Conda (📥 2.5M · ⏱️ 14.02.2022):
conda install -c conda-forge imageio
Albumentations (🥈35 · ⭐ 9.7K) - Fast image augmentation library and an easy-to-use wrapper.. MIT
GitHub (👨💻 100 · 🔀 1.2K · 📦 6.6K · 📋 580 - 41% open · ⏱️ 13.02.2022):
git clone https://github.com/albumentations-team/albumentations
PyPi (📥 310K / month · 📦 180 · ⏱️ 04.10.2021):
pip install albumentations
Conda (📥 31K · ⏱️ 15.07.2021):
conda install -c conda-forge albumentations
MoviePy (🥈35 · ⭐ 9K) - Video editing with Python. MIT
GitHub (👨💻 140 · 🔀 1.2K · 📦 14K · 📋 1.2K - 28% open · ⏱️ 12.11.2021):
git clone https://github.com/Zulko/moviepy
PyPi (📥 2.9M / month · 📦 720 · ⏱️ 15.12.2021):
Conda (📥 100K · ⏱️ 23.02.2020):
conda install -c conda-forge moviepy
Kornia (🥈35 · ⭐ 5.9K) - Open Source Differentiable Computer Vision Library. Apache-2
GitHub (👨💻 150 · 🔀 580 · 📥 200 · 📦 980 · 📋 540 - 25% open · ⏱️ 15.02.2022):
git clone https://github.com/kornia/kornia
PyPi (📥 300K / month · 📦 44 · ⏱️ 31.01.2022):
Conda (📥 11K · ⏱️ 01.02.2022):
conda install -c conda-forge kornia
detectron2 (🥈34 · ⭐ 20K) - Detectron2 is a platform for object detection, segmentation.. Apache-2
GitHub (👨💻 200 · 🔀 5.1K · 📦 500 · 📋 2.8K - 5% open · ⏱️ 07.02.2022):
git clone https://github.com/facebookresearch/detectron2
PyPi (📦 2 · ⏱️ 06.02.2020):
Conda (📥 39K · ⏱️ 11.01.2022):
conda install -c conda-forge detectron2
InsightFace (🥈34 · ⭐ 11K) - State-of-the-art 2D and 3D Face Analysis Project. MIT
opencv-python (🥈34 · ⭐ 2.5K) - Automated CI toolchain to produce precompiled opencv-python,.. MIT
Face Recognition (🥈33 · ⭐ 43K · 💤) - The worlds simplest facial recognition api for Python.. MIT
GitHub (👨💻 47 · 🔀 12K · 📥 450 · 📋 1.2K - 54% open · ⏱️ 14.06.2021):
git clone https://github.com/ageitgey/face_recognition
PyPi (📥 44K / month · 📦 210 · ⏱️ 21.08.2018):
pip install face_recognition
Conda (📥 4.2K · ⏱️ 30.04.2021):
conda install -c conda-forge face_recognition
GluonCV (🥈32 · ⭐ 5.1K) - Gluon CV Toolkit. Apache-2
Wand (🥈32 · ⭐ 1.1K) - The ctypes-based simple ImageMagick binding for Python. MIT
GitHub (👨💻 97 · 🔀 190 · 📥 6.1K · 📦 9.2K · 📋 360 - 4% open · ⏱️ 31.01.2022):
git clone https://github.com/emcconville/wand
PyPi (📥 430K / month · 📦 680 · ⏱️ 17.08.2021):
Conda (📥 8.7K · ⏱️ 30.11.2020):
conda install -c conda-forge wand
PaddleSeg (🥈31 · ⭐ 3.7K) - Easy-to-use image segmentation library with awesome pre-.. Apache-2
deepface (🥈31 · ⭐ 3.2K) - A Lightweight Face Recognition and Facial Attribute Analysis (Age,.. MIT
imageai (🥈30 · ⭐ 6.8K · 💤) - A python library built to empower developers to build applications.. MIT
GitHub (👨💻 15 · 🔀 1.9K · 📥 710K · 📦 1K · 📋 680 - 36% open · ⏱️ 08.05.2021):
git clone https://github.com/OlafenwaMoses/ImageAI
PyPi (📥 8.4K / month · 📦 16 · ⏱️ 05.01.2021):
Conda (📥 2.4K · ⏱️ 30.04.2021):
conda install -c conda-forge imageai
PaddleDetection (🥈30 · ⭐ 6.3K) - Object Detection toolkit based on PaddlePaddle. It.. Apache-2
ImageHash (🥈30 · ⭐ 2.3K) - A Python Perceptual Image Hashing Module. BSD-2
GitHub (👨💻 20 · 🔀 290 · 📦 4.3K · 📋 110 - 12% open · ⏱️ 07.09.2021):
git clone https://github.com/JohannesBuchner/imagehash
PyPi (📥 1.4M / month · 📦 320 · ⏱️ 15.07.2021):
Conda (📥 170K · ⏱️ 15.07.2021):
conda install -c conda-forge imagehash
vit-pytorch (🥈29 · ⭐ 8.6K) - Implementation of Vision Transformer, a simple way to achieve.. MIT
imutils (🥈29 · ⭐ 4K) - A series of convenience functions to make basic image processing operations.. MIT
GitHub (👨💻 21 · 🔀 940 · 📦 23K · 📋 220 - 65% open · ⏱️ 27.01.2022):
git clone https://github.com/PyImageSearch/imutils
PyPi (📥 300K / month · 📦 760 · ⏱️ 15.01.2021):
Conda (📥 76K · ⏱️ 09.12.2021):
conda install -c conda-forge imutils
vidgear (🥉28 · ⭐ 2.1K) - A High-performance cross-platform Video Processing Python framework.. Apache-2
Face Alignment (🥉27 · ⭐ 5.5K) - 2D and 3D Face alignment library build using pytorch. BSD-3
Augmentor (🥉27 · ⭐ 4.6K) - Image augmentation library in Python for machine learning. MIT
mahotas (🥉27 · ⭐ 730) - Computer Vision in Python. MIT
GitHub (👨💻 32 · 🔀 140 · 📦 760 · 📋 77 - 20% open · ⏱️ 07.12.2021):
git clone https://github.com/luispedro/mahotas
PyPi (📥 9.1K / month · 📦 110 · ⏱️ 14.10.2021):
Conda (📥 310K · ⏱️ 17.11.2021):
conda install -c conda-forge mahotas
MMF (🥉26 · ⭐ 4.8K) - A modular framework for vision & language multimodal research from.. BSD-3
lightly (🥉26 · ⭐ 1.5K) - A python library for self-supervised learning on images. MIT
CellProfiler (🥉26 · ⭐ 650) - An open-source application for biological image analysis. BSD-3
layout-parser (🥉25 · ⭐ 2.8K) - A Unified Toolkit for Deep Learning Based Document Image.. Apache-2
facenet-pytorch (🥉25 · ⭐ 2.7K) - Pretrained Pytorch face detection (MTCNN) and facial.. MIT
tensorflow-graphics (🥉25 · ⭐ 2.6K) - TensorFlow Graphics: Differentiable Graphics Layers.. Apache-2
vissl (🥉25 · ⭐ 2.4K) - VISSL is FAIRs library of extensible, modular and scalable components.. MIT
pytorchvideo (🥉25 · ⭐ 2.3K) - A deep learning library for video understanding research. Apache-2
mtcnn (🥉25 · ⭐ 1.7K · 💤) - MTCNN face detection implementation for TensorFlow, as a PIP.. MIT
GitHub (👨💻 15 · 🔀 440 · 📦 1.9K · 📋 100 - 62% open · ⏱️ 09.07.2021):
git clone https://github.com/ipazc/mtcnn
PyPi (📥 27K / month · 📦 43 · ⏱️ 09.07.2021):
Conda (📥 4.3K · ⏱️ 17.08.2021):
conda install -c conda-forge mtcnn
sahi (🥉25 · ⭐ 660) - A lightweight vision library for performing large scale object detection/.. MIT
GitHub (👨💻 8 · 🔀 97 · 📦 19 · 📋 100 - 10% open · ⏱️ 15.02.2022):
git clone https://github.com/obss/sahi
PyPi (📥 12K / month · 📦 5 · ⏱️ 12.02.2022):
Conda (📥 1.4K · ⏱️ 12.02.2022):
conda install -c conda-forge sahi
icevision (🥉25 · ⭐ 600) - An Agnostic Computer Vision Framework - Pluggable to any Training.. Apache-2
deep-daze (🥉24 · ⭐ 4.1K) - Simple command line tool for text to image generation using OpenAIs.. MIT
Image Super-Resolution (🥉24 · ⭐ 3.4K · 💤) - Super-scale your images and run experiments with.. Apache-2
GitHub (👨💻 10 · 🔀 600 · 📦 72 · 📋 190 - 43% open · ⏱️ 02.06.2021):
git clone https://github.com/idealo/image-super-resolution
PyPi (📥 4.9K / month · 📦 5 · ⏱️ 08.01.2020):
Docker Hub (📥 200 · ⏱️ 01.04.2019):
docker pull idealo/image-super-resolution-gpu
pyvips (🥉24 · ⭐ 390) - python binding for libvips using cffi. MIT
GitHub (👨💻 12 · 🔀 37 · 📦 270 · 📋 270 - 38% open · ⏱️ 15.12.2021):
git clone https://github.com/libvips/pyvips
PyPi (📥 18K / month · 📦 28 · ⏱️ 20.11.2021):
Conda (📥 15K · ⏱️ 30.12.2021):
conda install -c conda-forge pyvips
Classy Vision (🥉22 · ⭐ 1.4K) - An end-to-end PyTorch framework for image and video.. MIT
GitHub (👨💻 67 · 🔀 240 · 📋 110 - 46% open · ⏱️ 28.12.2021):
git clone https://github.com/facebookresearch/ClassyVision
PyPi (📥 1.2K / month · 📦 2 · ⏱️ 09.07.2021):
pip install classy_vision
Conda (📥 11K · ⏱️ 11.12.2020):
conda install -c conda-forge classy_vision
Norfair (🥉22 · ⭐ 1.3K · 📈) - Lightweight Python library for adding real-time object tracking to.. BSD-3
image-match (🥉20 · ⭐ 2.7K) - Quickly search over billions of images. Apache-2
PySlowFast (🥉19 · ⭐ 4.6K) - PySlowFast: video understanding codebase from FAIR for.. Apache-2
pycls (🥉19 · ⭐ 1.8K) - Codebase for Image Classification Research, written in PyTorch. MIT
DE⫶TR (🥉18 · ⭐ 8.4K) - End-to-End Object Detection with Transformers. Apache-2
Caer (🥉18 · ⭐ 590) - A lightweight Computer Vision library. Scale your models, not boilerplate. MIT
scenic (🥉17 · ⭐ 730) - Scenic: A Jax Library for Computer Vision Research and Beyond. Apache-2
Show 12 hidden projects...
imgaug (🥈35 · ⭐ 12K · 💀) - Image augmentation for machine learning experiments. MIT
glfw (🥈35 · ⭐ 8.7K) - A multi-platform library for OpenGL, OpenGL ES, Vulkan, window and input. ❗️Zlib
Pillow-SIMD (🥈31 · ⭐ 1.7K) - The friendly PIL fork. ❗️PIL
PyTorch3D (🥉28 · ⭐ 5.6K) - PyTorch3D is FAIRs library of reusable components for.. ❗Unlicensed
chainercv (🥉27 · ⭐ 1.5K · 💀) - ChainerCV: a Library for Deep Learning in Computer Vision. MIT
segmentation_models (🥉25 · ⭐ 3.7K · 💀) - Segmentation models with pretrained backbones. Keras.. MIT
Image Deduplicator (🥉23 · ⭐ 4K · 💀) - Finding duplicate images made easy!. Apache-2
Luminoth (🥉22 · ⭐ 2.4K · 💀) - Deep Learning toolkit for Computer Vision. BSD-3
nude.py (🥉22 · ⭐ 830 · 💀) - Nudity detection with Python. MIT
solt (🥉16 · ⭐ 250 · 💀) - Streaming over lightweight data transformations. MIT
Torch Points 3D (🥉15 · ⭐ 14 · 🐣) - Pytorch framework for doing deep learning on point.. BSD-3
HugsVision (🥉14 · ⭐ 140 · 🐣) - HugsVision is a easy to use huggingface wrapper for state-of-.. MIT
huggingface
Libraries for graph processing, clustering, embedding, and machine learning tasks.
networkx (🥇44 · ⭐ 10K) - Network Analysis in Python. BSD-3
GitHub (👨💻 570 · 🔀 2.5K · 📥 57 · 📦 98K · 📋 2.8K - 11% open · ⏱️ 14.02.2022):
git clone https://github.com/networkx/networkx
PyPi (📥 16M / month · 📦 13K · ⏱️ 15.12.2021):
Conda (📥 5.5M · ⏱️ 26.10.2021):
conda install -c conda-forge networkx
PyTorch Geometric (🥇35 · ⭐ 14K) - Graph Neural Network Library for PyTorch. MIT
GitHub (👨💻 240 · 🔀 2.4K · 📋 2.4K - 37% open · ⏱️ 16.02.2022):
git clone https://github.com/pyg-team/pytorch_geometric
PyPi (📥 46K / month · 📦 33 · ⏱️ 22.12.2021):
pip install torch-geometric
Conda (📥 5.6K · ⏱️ 19.01.2022):
conda install -c conda-forge pytorch_geometric
dgl (🥇35 · ⭐ 8.9K) - Python package built to ease deep learning on graph, on top of existing.. Apache-2
StellarGraph (🥈28 · ⭐ 2.3K) - StellarGraph - Machine Learning on Graphs. Apache-2
ogb (🥈28 · ⭐ 1.2K) - Benchmark datasets, data loaders, and evaluators for graph machine learning. MIT
GitHub (👨💻 19 · 🔀 260 · 📦 230 · 📋 190 - 1% open · ⏱️ 16.02.2022):
git clone https://github.com/snap-stanford/ogb
PyPi (📥 32K / month · 📦 13 · ⏱️ 29.09.2021):
Conda (📥 6.6K · ⏱️ 29.09.2021):
conda install -c conda-forge ogb
Paddle Graph Learning (🥈26 · ⭐ 1.2K) - Paddle Graph Learning (PGL) is an efficient and.. Apache-2
pygraphistry (🥈25 · ⭐ 1.5K) - PyGraphistry is a Python library to quickly load, shape,.. BSD-3
pytorch_geometric_temporal (🥈25 · ⭐ 1.3K) - PyTorch Geometric Temporal: Spatiotemporal Signal.. MIT
PyKEEN (🥈25 · ⭐ 710) - A Python library for learning and evaluating knowledge graph embeddings. MIT
Spektral (🥈24 · ⭐ 2K) - Graph Neural Networks with Keras and Tensorflow 2. MIT
graph4nlp (🥈24 · ⭐ 1.2K) - Graph4nlp is the library for the easy use of Graph Neural.. Apache-2
Node2Vec (🥈24 · ⭐ 850) - Implementation of the node2vec algorithm. MIT
GitHub (👨💻 9 · 🔀 190 · ⏱️ 09.10.2021):
git clone https://github.com/eliorc/node2vec
PyPi (📥 540K / month · 📦 14 · ⏱️ 09.10.2021):
Conda (📥 20K · ⏱️ 25.04.2020):
conda install -c conda-forge node2vec
PyTorch-BigGraph (🥉23 · ⭐ 3K) - Generate embeddings from large-scale graph-structured.. BSD-3
AmpliGraph (🥉22 · ⭐ 1.7K · 💤) - Python library for Representation Learning on Knowledge.. Apache-2
torch-cluster (🥉21 · ⭐ 470) - PyTorch Extension Library of Optimized Graph Cluster.. MIT
GitHub (👨💻 20 · 🔀 89 · 📋 95 - 9% open · ⏱️ 03.02.2022):
git clone https://github.com/rusty1s/pytorch_cluster
PyPi (📥 10K / month · 📦 26 · ⏱️ 01.03.2021):
pip install torch-cluster
Conda (📥 28K · ⏱️ 13.01.2022):
conda install -c conda-forge pytorch_cluster
deepsnap (🥉20 · ⭐ 390) - Python library assists deep learning on graphs. MIT
jraph (🥉19 · ⭐ 840) - A Graph Neural Network Library in Jax. Apache-2
GitHub (👨💻 13 · 🔀 46 · 📦 12 · 📋 18 - 50% open · ⏱️ 07.02.2022):
git clone https://github.com/deepmind/jraph
PyPi (📥 1.3K / month · 📦 2 · ⏱️ 19.11.2021):
Conda (📥 290 · ⏱️ 31.10.2021):
conda install -c conda-forge jraph
AutoGL (🥉18 · ⭐ 770) - An autoML framework & toolkit for machine learning on graphs. Apache-2
kglib (🥉16 · ⭐ 490) - Grakn Knowledge Graph Library (ML R&D). Apache-2
OpenKE (🥉15 · ⭐ 2.9K · 💤) - An Open-Source Package for Knowledge Embedding (KE). MIT
ptgnn (🥉15 · ⭐ 300) - A PyTorch Graph Neural Network Library. MIT
GraphGym (🥉14 · ⭐ 900) - Platform for designing and evaluating Graph Neural Networks (GNN). MIT
Show 14 hidden projects...
igraph (🥇30 · ⭐ 930) - Python interface for igraph. ❗️GPL-2.0
pygal (🥈28 · ⭐ 2.4K) - PYthon svg GrAph plotting Library. ❗️LGPL-3.0
Karate Club (🥈24 · ⭐ 1.5K) - Karate Club: An API Oriented Open-source Python Framework for.. ❗️GPL-3.0
DeepWalk (🥉21 · ⭐ 2.4K · 💀) - DeepWalk - Deep Learning for Graphs. ❗️GPL-3.0
graph-nets (🥉20 · ⭐ 5.1K · 💀) - Build Graph Nets in Tensorflow. Apache-2
DIG (🥉20 · ⭐ 1K) - A library for graph deep learning research. ❗️GPL-3.0
Sematch (🥉17 · ⭐ 380 · 💀) - semantic similarity framework for knowledge graph. Apache-2
pyRDF2Vec (🥉17 · ⭐ 140) - Python Implementation and Extension of RDF2Vec. MIT
Euler (🥉16 · ⭐ 2.7K · 💀) - A distributed graph deep learning framework. Apache-2
GraphEmbedding (🥉16 · ⭐ 2.6K · 💀) - Implementation and experiments of graph embedding.. MIT
DeepGraph (🥉16 · ⭐ 250 · 💤) - Analyze Data with Pandas-based Networks. Documentation:. BSD-3
GraphSAGE (🥉15 · ⭐ 2.6K · 💀) - Representation learning on large graphs using stochastic.. MIT
OpenNE (🥉15 · ⭐ 1.5K · 💀) - An Open-Source Package for Network Embedding (NE). MIT
GraphVite (🥉12 · ⭐ 1K · 💀) - GraphVite: A General and High-performance Graph Embedding System. Apache-2
Libraries for audio analysis, manipulation, transformation, and extraction, as well as speech recognition and music generation tasks.
espnet (🥇35 · ⭐ 4.7K) - End-to-End Speech Processing Toolkit. Apache-2
DeepSpeech (🥇34 · ⭐ 19K · 📈) - DeepSpeech is an open source embedded (offline, on-.. MPL-2.0
GitHub (👨💻 160 · 🔀 3.3K · 📥 800K · 📦 670 · 📋 2.1K - 5% open · ⏱️ 17.11.2021):
git clone https://github.com/mozilla/DeepSpeech
PyPi (📥 8.5K / month · 📦 35 · ⏱️ 19.12.2020):
Conda (📥 350 · ⏱️ 29.07.2021):
conda install -c conda-forge deepspeech
librosa (🥇34 · ⭐ 5K) - Python library for audio and music analysis. ISC
GitHub (👨💻 93 · 🔀 790 · 📋 940 - 3% open · ⏱️ 15.02.2022):
git clone https://github.com/librosa/librosa
PyPi (📥 570K / month · 📦 1.2K · ⏱️ 15.02.2022):
Conda (📥 430K · ⏱️ 15.02.2022):
conda install -c conda-forge librosa
torchaudio (🥈33 · ⭐ 1.6K) - Data manipulation and transformation for audio signal.. BSD-2
Magenta (🥈32 · ⭐ 17K) - Magenta: Music and Art Generation with Machine Intelligence. Apache-2
Pydub (🥈32 · ⭐ 5.9K · 💤) - Manipulate audio with a simple and easy high level interface. MIT
GitHub (👨💻 90 · 🔀 780 · 📦 11K · 📋 460 - 44% open · ⏱️ 08.06.2021):
git clone https://github.com/jiaaro/pydub
PyPi (📥 2.1M / month · 📦 900 · ⏱️ 10.03.2021):
Conda (📥 21K · ⏱️ 13.03.2021):
conda install -c conda-forge pydub
speechbrain (🥈32 · ⭐ 3.7K) - A PyTorch-based Speech Toolkit. Apache-2
SpeechRecognition (🥈31 · ⭐ 6.1K) - Speech recognition module for Python, supporting several.. BSD-3
GitHub (👨💻 42 · 🔀 2K · 📋 510 - 45% open · ⏱️ 09.02.2022):
git clone https://github.com/Uberi/speech_recognition
PyPi (📥 270K / month · 📦 670 · ⏱️ 05.12.2017):
pip install SpeechRecognition
Conda (📥 130K · ⏱️ 13.12.2021):
conda install -c conda-forge speechrecognition
pyAudioAnalysis (🥈30 · ⭐ 4.6K) - Python Audio Analysis Library: Feature Extraction,.. Apache-2
spleeter (🥈29 · ⭐ 19K) - Deezer source separation library including pretrained models. MIT
GitHub (👨💻 19 · 🔀 2K · 📥 1.4M · 📋 640 - 18% open · ⏱️ 11.02.2022):
git clone https://github.com/deezer/spleeter
PyPi (📥 10K / month · 📦 3 · ⏱️ 03.09.2021):
Conda (📥 62K · ⏱️ 30.06.2020):
conda install -c conda-forge spleeter
Coqui TTS (🥈29 · ⭐ 4K) - - a deep learning toolkit for Text-to-Speech, battle-.. MPL-2.0
GitHub (👨💻 82 · 🔀 360 · 📥 74K · 📋 230 - 13% open · ⏱️ 03.01.2022):
git clone https://github.com/coqui-ai/TTS
PyPi (📥 4.6K / month · ⏱️ 14.07.2017):
Conda (📥 1.1K · ⏱️ 15.12.2021):
conda install -c conda-forge tts
audioread (🥈29 · ⭐ 390) - cross-library (GStreamer + Core Audio + MAD + FFmpeg) audio decoding.. MIT
GitHub (👨💻 21 · 🔀 89 · 📦 7.4K · 📋 77 - 40% open · ⏱️ 03.12.2021):
git clone https://github.com/beetbox/audioread
PyPi (📥 530K / month · 📦 320 · ⏱️ 20.10.2020):
Conda (📥 380K · ⏱️ 08.01.2022):
conda install -c conda-forge audioread
Porcupine (🥉28 · ⭐ 2.6K) - On-device wake word detection powered by deep learning. Apache-2
Madmom (🥉27 · ⭐ 870) - Python audio and music signal processing library. BSD-3
tinytag (🥉27 · ⭐ 500) - Read audio and music meta data and duration of MP3, OGG, OPUS, MP4, M4A,.. MIT
DDSP (🥉26 · ⭐ 2.1K) - DDSP: Differentiable Digital Signal Processing. Apache-2
GitHub (👨💻 29 · 🔀 220 · 📦 19 · 📋 130 - 15% open · ⏱️ 16.02.2022):
git clone https://github.com/magenta/ddsp
PyPi (📥 2.4K / month · 📦 1 · ⏱️ 15.02.2022):
Conda (📥 10K · ⏱️ 08.06.2020):
conda install -c conda-forge ddsp
audiomentations (🥉25 · ⭐ 870) - A Python library for audio data augmentation. Inspired by.. MIT
python-soundfile (🥉24 · ⭐ 440) - SoundFile is an audio library based on libsndfile, CFFI, and.. BSD-3
kapre (🥉23 · ⭐ 800) - kapre: Keras Audio Preprocessors. MIT
TTS (🥉22 · ⭐ 5.6K · 💤) - Deep learning for Text to Speech (Discussion forum:.. MPL-2.0
nnAudio (🥉21 · ⭐ 660) - Audio processing by using pytorch 1D convolution network. MIT
Show 7 hidden projects...
aubio (🥈29 · ⭐ 2.6K) - a library for audio and music analysis. ❗️GPL-3.0
Essentia (🥉28 · ⭐ 2K) - C++ library for audio and music analysis, description and.. ❗️AGPL-3.0
python_speech_features (🥉24 · ⭐ 2K · 💀) - This library provides common speech features for ASR.. MIT
Dejavu (🥉22 · ⭐ 5.7K · 💀) - Audio fingerprinting and recognition in Python. MIT
TimeSide (🥉21 · ⭐ 310 · 💤) - Scalable audio processing framework written in Python with a.. ❗️AGPL-3.0
Muda (🥉19 · ⭐ 200 · 💤) - A library for augmenting annotated audio data. ISC
Julius (🥉18 · ⭐ 250) - Fast PyTorch based DSP for audio and 1D signals. MIT
Libraries to load, process, analyze, and write geographic data as well as libraries for spatial analysis, map visualization, and geocoding.
pydeck (🥇42 · ⭐ 9.5K) - WebGL2 powered visualization framework. MIT
GitHub (👨💻 190 · 🔀 1.7K · 📦 3.6K · 📋 2.4K - 5% open · ⏱️ 17.02.2022):
git clone https://github.com/visgl/deck.gl
PyPi (📥 790K / month · 📦 16 · ⏱️ 25.10.2021):
Conda (📥 69K · ⏱️ 26.10.2021):
conda install -c conda-forge pydeck
npm (📥 300K / month · 📦 380 · ⏱️ 10.02.2022):
Shapely (🥇37 · ⭐ 2.6K) - Manipulation and analysis of geometric objects. BSD-3
GitHub (👨💻 130 · 🔀 440 · 📦 26K · 📋 840 - 17% open · ⏱️ 11.02.2022):
git clone https://github.com/shapely/shapely
PyPi (📥 6.6M / month · 📦 3.7K · ⏱️ 16.02.2022):
Conda (📥 3.2M · ⏱️ 19.01.2022):
conda install -c conda-forge shapely
folium (🥇36 · ⭐ 5.6K) - Python Data. Leaflet.js Maps. MIT
GitHub (👨💻 130 · 🔀 2K · 📦 14K · 📋 920 - 22% open · ⏱️ 08.01.2022):
git clone https://github.com/python-visualization/folium
PyPi (📥 730K / month · 📦 630 · ⏱️ 19.11.2021):
Conda (📥 560K · ⏱️ 03.12.2021):
conda install -c conda-forge folium
GeoPandas (🥇36 · ⭐ 3K) - Python tools for geographic data. BSD-3
GitHub (👨💻 160 · 🔀 670 · 📥 1.4K · 📦 12K · 📋 1.3K - 32% open · ⏱️ 14.02.2022):
git clone https://github.com/geopandas/geopandas
PyPi (📥 2.3M / month · 📦 1.1K · ⏱️ 16.10.2021):
Conda (📥 1.3M · ⏱️ 01.12.2021):
conda install -c conda-forge geopandas
Rasterio (🥇36 · ⭐ 1.7K) - Rasterio reads and writes geospatial raster datasets. BSD-3
GitHub (👨💻 120 · 🔀 460 · 📥 740 · 📦 4.4K · 📋 1.5K - 10% open · ⏱️ 04.02.2022):
git clone https://github.com/rasterio/rasterio
PyPi (📥 770K / month · 📦 740 · ⏱️ 04.02.2022):
Conda (📥 1.4M · ⏱️ 04.01.2022):
conda install -c conda-forge rasterio
pyproj (🥈35 · ⭐ 710) - Python interface to PROJ (cartographic projections and coordinate.. MIT
GitHub (👨💻 46 · 🔀 170 · 📦 13K · 📋 470 - 2% open · ⏱️ 13.02.2022):
git clone https://github.com/pyproj4/pyproj
PyPi (📥 4.2M / month · 📦 1.6K · ⏱️ 18.11.2021):
Conda (📥 2.9M · ⏱️ 03.01.2022):
conda install -c conda-forge pyproj
Fiona (🥈34 · ⭐ 880) - Fiona reads and writes geographic data files. BSD-3
GitHub (👨💻 66 · 🔀 180 · 📦 7.8K · 📋 660 - 11% open · ⏱️ 13.02.2022):
git clone https://github.com/Toblerity/Fiona
PyPi (📥 2.7M / month · 📦 770 · ⏱️ 07.02.2022):
Conda (📥 2.5M · ⏱️ 08.02.2022):
conda install -c conda-forge fiona
geopy (🥈33 · ⭐ 3.6K) - Geocoding library for Python. MIT
GitHub (👨💻 120 · 🔀 560 · 📦 34K · 📋 250 - 9% open · ⏱️ 26.09.2021):
git clone https://github.com/geopy/geopy
PyPi (📥 3.1M / month · 📦 3.9K · ⏱️ 11.07.2021):
Conda (📥 650K · ⏱️ 12.07.2021):
conda install -c conda-forge geopy
ipyleaflet (🥉32 · ⭐ 1.2K) - A Jupyter - Leaflet.js bridge. MIT
GitHub (👨💻 74 · 🔀 320 · 📦 1.5K · 📋 470 - 38% open · ⏱️ 17.02.2022):
git clone https://github.com/jupyter-widgets/ipyleaflet
PyPi (📥 60K / month · 📦 100 · ⏱️ 06.12.2021):
Conda (📥 790K · ⏱️ 09.12.2021):
conda install -c conda-forge ipyleaflet
npm (📥 45K / month · 📦 2 · ⏱️ 06.12.2021):
npm install jupyter-leaflet
ArcGIS API (🥉30 · ⭐ 1.2K) - Documentation and samples for ArcGIS API for Python. Apache-2
GitHub (👨💻 77 · 🔀 870 · 📥 1.9K · 📋 430 - 28% open · ⏱️ 01.02.2022):
git clone https://github.com/Esri/arcgis-python-api
PyPi (📥 48K / month · 📦 22 · ⏱️ 03.02.2022):
Docker Hub (📥 6K · ⭐ 33 · ⏱️ 04.02.2022):
docker pull esridocker/arcgis-api-python-notebook
PySAL (🥉28 · ⭐ 970) - PySAL: Python Spatial Analysis Library Meta-Package. BSD-3
GitHub (👨💻 75 · 🔀 270 · 📋 610 - 1% open · ⏱️ 30.01.2022):
git clone https://github.com/pysal/pysal
PyPi (📥 15K / month · 📦 30 · ⏱️ 30.01.2022):
Conda (📥 430K · ⏱️ 31.01.2022):
conda install -c conda-forge pysal
geojson (🥉28 · ⭐ 690) - Python bindings and utilities for GeoJSON. BSD-3
GitHub (👨💻 46 · 🔀 90 · 📦 8.6K · 📋 80 - 27% open · ⏱️ 03.01.2022):
git clone https://github.com/jazzband/geojson
PyPi (📥 770K / month · 📦 1.1K · ⏱️ 09.08.2019):
Conda (📥 480K · ⏱️ 11.08.2019):
conda install -c conda-forge geojson
GeoViews (🥉26 · ⭐ 390) - Simple, concise geographical visualization in Python. BSD-3
GitHub (👨💻 26 · 🔀 69 · 📋 300 - 35% open · ⏱️ 17.02.2022):
git clone https://github.com/holoviz/geoviews
PyPi (📥 12K / month · 📦 25 · ⏱️ 25.12.2021):
Conda (📥 94K · ⏱️ 13.01.2022):
conda install -c conda-forge geoviews
EarthPy (🥉26 · ⭐ 330) - A package built to support working with spatial data using open source.. BSD-3
GitHub (👨💻 40 · 🔀 120 · 📦 130 · 📋 220 - 8% open · ⏱️ 20.12.2021):
git clone https://github.com/earthlab/earthpy
PyPi (📥 4.7K / month · 📦 7 · ⏱️ 01.10.2021):
Conda (📥 41K · ⏱️ 04.10.2021):
conda install -c conda-forge earthpy
Mapbox GL (🥉24 · ⭐ 600 · 💤) - Use Mapbox GL JS to visualize data in a Python Jupyter notebook. MIT
Show 7 hidden projects...
Geocoder (🥈33 · ⭐ 1.4K · 💀) - Python Geocoder. MIT
Satpy (🥉30 · ⭐ 800) - Python package for earth-observing satellite data processing. ❗️GPL-3.0
Sentinelsat (🥉29 · ⭐ 720) - Search and download Copernicus Sentinel satellite images. ❗️GPL-3.0
gmaps (🥉24 · ⭐ 730 · 💀) - Google maps for Jupyter notebooks. BSD-3
geoplotlib (🥉21 · ⭐ 950 · 💀) - python toolbox for visualizing geographical data and making maps. MIT
pymap3d (🥉21 · ⭐ 230) - pure-Python (Numpy optional) 3D coordinate conversions for geospace ecef.. BSD-2
prettymaps (🥉18 · ⭐ 7.7K) - A small set of Python functions to draw pretty maps from.. ❗️AGPL-3.0
Libraries for algorithmic stock/crypto trading, risk analytics, backtesting, technical analysis, and other tasks on financial data.
yfinance (🥇35 · ⭐ 6.7K) - Download market data from Yahoo! Finances API. Apache-2
GitHub (👨💻 53 · 🔀 1.5K · 📦 9.6K · 📋 740 - 55% open · ⏱️ 30.01.2022):
git clone https://github.com/ranaroussi/yfinance
PyPi (📥 300K / month · 📦 120 · ⏱️ 30.01.2022):
Conda (📥 30K · ⏱️ 10.07.2021):
conda install -c ranaroussi yfinance
Qlib (🥇31 · ⭐ 8K) - Qlib is an AI-oriented quantitative investment platform, which aims to.. MIT
ta (🥇31 · ⭐ 2.8K) - Technical Analysis Library using Pandas and Numpy. MIT
GitHub (👨💻 26 · 🔀 660 · 📦 990 · 📋 200 - 53% open · ⏱️ 27.01.2022):
git clone https://github.com/bukosabino/ta
PyPi (📥 86K / month · 📦 27 · ⏱️ 09.01.2022):
Conda (📥 2.3K · ⏱️ 12.01.2022):
conda install -c conda-forge ta
IB-insync (🥈29 · ⭐ 1.7K) - Python sync/async framework for Interactive Brokers API. BSD-2
GitHub (👨💻 29 · 🔀 470 · 📋 380 - 1% open · ⏱️ 11.02.2022):
git clone https://github.com/erdewit/ib_insync
PyPi (📥 9.4K / month · 📦 19 · ⏱️ 28.11.2021):
Conda (📥 14K · ⏱️ 29.11.2021):
conda install -c conda-forge ib-insync
TensorTrade (🥈28 · ⭐ 3.7K) - An open source reinforcement learning framework for training,.. Apache-2
GitHub (👨💻 61 · 🔀 850 · 📦 30 · 📋 210 - 11% open · ⏱️ 15.02.2022):
git clone https://github.com/tensortrade-org/tensortrade
PyPi (📥 1.2K / month · 📦 1 · ⏱️ 10.05.2021):
Conda (📥 940 · ⏱️ 10.05.2021):
conda install -c conda-forge tensortrade
Alpha Vantage (🥈28 · ⭐ 3.6K · 💤) - A python wrapper for Alpha Vantage API for financial data. MIT
GitHub (👨💻 39 · 🔀 630 · 📋 260 - 5% open · ⏱️ 14.06.2021):
git clone https://github.com/RomelTorres/alpha_vantage
PyPi (📥 22K / month · 📦 100 · ⏱️ 26.08.2018):
pip install alpha_vantage
Conda (📥 920 · ⏱️ 14.01.2021):
conda install -c conda-forge alpha_vantage
bt (🥉27 · ⭐ 1.3K) - bt - flexible backtesting for Python. MIT
GitHub (👨💻 25 · 🔀 300 · 📦 94 · 📋 280 - 18% open · ⏱️ 09.02.2022):
git clone https://github.com/pmorissette/bt
PyPi (📥 5.5K / month · 📦 21 · ⏱️ 21.04.2021):
Conda (📥 3K · ⏱️ 18.01.2022):
conda install -c conda-forge bt
ffn (🥉26 · ⭐ 1.1K) - ffn - a financial function library for Python. MIT
GitHub (👨💻 26 · 🔀 200 · 📦 170 · 📋 96 - 16% open · ⏱️ 09.02.2022):
git clone https://github.com/pmorissette/ffn
PyPi (📥 28K / month · 📦 25 · ⏱️ 21.04.2021):
Conda (📥 660 · ⏱️ 22.04.2021):
conda install -c conda-forge ffn
stockstats (🥉26 · ⭐ 960) - Supply a wrapper ``StockDataFrame`` based on the.. BSD-3
Enigma Catalyst (🥉25 · ⭐ 2.3K) - An Algorithmic Trading Library for Crypto-Assets in Python. Apache-2
Crypto Signals (🥉21 · ⭐ 3.8K · 💤) - Github.com/CryptoSignal - #1 Quant Trading & Technical.. MIT
tf-quant-finance (🥉21 · ⭐ 3K) - High-performance TensorFlow library for quantitative.. Apache-2
finmarketpy (🥉20 · ⭐ 2.9K) - Python library for backtesting trading strategies & analyzing.. Apache-2
Show 12 hidden projects...
zipline (🥇33 · ⭐ 15K · 💀) - Zipline, a Pythonic Algorithmic Trading Library. Apache-2
pyfolio (🥈30 · ⭐ 4.3K · 💀) - Portfolio and risk analytics in Python. Apache-2
backtrader (🥈29 · ⭐ 8.2K · 💤) - Python Backtesting library for trading strategies. ❗️GPL-3.0
arch (🥈29 · ⭐ 860) - ARCH models in Python. ❗️NCSA
Alphalens (🥉27 · ⭐ 2.2K · 💀) - Performance analysis of predictive (alpha) stock factors. Apache-2
empyrical (🥉26 · ⭐ 900 · 💀) - Common financial risk and performance metrics. Used by zipline.. Apache-2
PyAlgoTrade (🥉25 · ⭐ 3.6K · 💀) - Python Algorithmic Trading Library. Apache-2
FinTA (🥉22 · ⭐ 1.5K) - Common financial technical indicators implemented in Pandas. ❗️LGPL-3.0
Backtesting.py (🥉20 · ⭐ 2.2K) - Backtest trading strategies in Python. ❗️AGPL-3.0
FinQuant (🥉18 · ⭐ 730 · 💀) - A program for financial portfolio management, analysis and.. MIT
surpriver (🥉12 · ⭐ 1.4K · 💀) - Find big moving stocks before they move using machine.. ❗️GPL-3.0
pyrtfolio (🥉7 · ⭐ 100 · 💀) - Python package to generate stock portfolios. ❗️GPL-3.0
Libraries for forecasting, anomaly detection, feature extraction, and machine learning on time-series and sequential data.
sktime (🥇33 · ⭐ 5K) - A unified framework for machine learning with time series. BSD-3
GitHub (👨💻 140 · 🔀 740 · 📥 64 · 📦 350 · 📋 920 - 33% open · ⏱️ 17.02.2022):
git clone https://github.com/alan-turing-institute/sktime
PyPi (📥 140K / month · 📦 19 · ⏱️ 08.12.2021):
Conda (📥 1.8K · ⏱️ 03.02.2022):
conda install -c conda-forge sktime-all-extras
Prophet (🥇32 · ⭐ 14K) - Tool for producing high quality forecasts for time series data that has.. MIT
GitHub (👨💻 140 · 🔀 4K · 📥 640 · 📋 1.8K - 10% open · ⏱️ 12.02.2022):
git clone https://github.com/facebook/prophet
PyPi (📥 1.3M / month · 📦 120 · ⏱️ 05.09.2020):
Conda (📥 29K · ⏱️ 23.08.2021):
conda install -c conda-forge prophet
tsfresh (🥇31 · ⭐ 6.2K) - Automatic extraction of relevant features from time series:. MIT
GitHub (👨💻 82 · 🔀 960 · 📋 480 - 8% open · ⏱️ 21.12.2021):
git clone https://github.com/blue-yonder/tsfresh
PyPi (📥 410K / month · 📦 55 · ⏱️ 21.12.2021):
Conda (📥 100K · ⏱️ 21.12.2021):
conda install -c conda-forge tsfresh
pmdarima (🥇31 · ⭐ 1.1K) - A statistical library designed to fill the void in Pythons time series.. MIT
GitHub (👨💻 19 · 🔀 200 · 📦 1.8K · 📋 270 - 8% open · ⏱️ 04.01.2022):
git clone https://github.com/alkaline-ml/pmdarima
PyPi (📥 1M / month · 📦 44 · ⏱️ 05.11.2021):
Conda (📥 30K · ⏱️ 15.11.2021):
conda install -c conda-forge pmdarima
tslearn (🥈30 · ⭐ 2K) - A machine learning toolkit dedicated to time-series data. BSD-2
GitHub (👨💻 36 · 🔀 260 · 📦 410 · 📋 250 - 29% open · ⏱️ 06.12.2021):
git clone https://github.com/tslearn-team/tslearn
PyPi (📥 99K / month · 📦 19 · ⏱️ 16.08.2021):
Conda (📥 250K · ⏱️ 15.01.2022):
conda install -c conda-forge tslearn
STUMPY (🥈29 · ⭐ 2.1K) - STUMPY is a powerful and scalable Python library for modern time series.. BSD-3
GitHub (👨💻 28 · 🔀 210 · 📋 300 - 10% open · ⏱️ 16.02.2022):
git clone https://github.com/TDAmeritrade/stumpy
PyPi (📥 310K / month · 📦 4 · ⏱️ 24.12.2021):
Conda (📥 35K · ⏱️ 24.12.2021):
conda install -c conda-forge stumpy
pytorch-forecasting (🥈29 · ⭐ 1.7K) - Time series forecasting with PyTorch. MIT
GitHub (👨💻 28 · 🔀 260 · 📋 400 - 40% open · ⏱️ 17.02.2022):
git clone https://github.com/jdb78/pytorch-forecasting
PyPi (📥 26K / month · 📦 4 · ⏱️ 29.11.2021):
pip install pytorch-forecasting
Conda (📥 16K · ⏱️ 29.11.2021):
conda install -c conda-forge pytorch-forecasting
Darts (🥈28 · ⭐ 3.7K) - A python library for easy manipulation and forecasting of time series. Apache-2
GitHub (👨💻 46 · 🔀 350 · 📦 30 · 📋 350 - 35% open · ⏱️ 17.02.2022):
git clone https://github.com/unit8co/darts
PyPi (📥 5.6K / month · 📦 2 · ⏱️ 17.02.2022):
Conda (📥 2.1K · ⏱️ 16.02.2022):
conda install -c conda-forge u8darts-all
Docker Hub (📥 260 · ⏱️ 17.02.2022):
GluonTS (🥈28 · ⭐ 2.5K) - Probabilistic time series modeling in Python. Apache-2
GitHub (👨💻 84 · 🔀 500 · 📋 700 - 38% open · ⏱️ 17.02.2022):
git clone https://github.com/awslabs/gluon-ts
PyPi (📥 80K / month · 📦 3 · ⏱️ 11.11.2021):
Conda (📥 3 · ⏱️ 14.10.2021):
conda install -c anaconda gluonts
Streamz (🥉26 · ⭐ 1K) - Real-time stream processing for python. BSD-3
GitHub (👨💻 45 · 🔀 130 · 📦 260 · 📋 250 - 41% open · ⏱️ 24.12.2021):
git clone https://github.com/python-streamz/streamz
PyPi (📥 11K / month · 📦 29 · ⏱️ 04.10.2021):
Conda (📥 240K · ⏱️ 04.10.2021):
conda install -c conda-forge streamz
pyts (🥉25 · ⭐ 1.2K) - A Python package for time series classification. BSD-3
GitHub (👨💻 10 · 🔀 120 · 📦 170 · 📋 59 - 57% open · ⏱️ 09.12.2021):
git clone https://github.com/johannfaouzi/pyts
PyPi (📥 100K / month · 📦 11 · ⏱️ 31.10.2021):
Conda (📥 10K · ⏱️ 31.10.2021):
conda install -c conda-forge pyts
greykite (🥉21 · ⭐ 1.5K) - A flexible, intuitive and fast forecasting library. BSD-2
seglearn (🥉20 · ⭐ 490 · 💤) - Python module for machine learning time series:. BSD-3
Auto TS (🥉20 · ⭐ 400) - Automatically build ARIMA, SARIMAX, VAR, FB Prophet and XGBoost.. Apache-2
TSFEL (🥉20 · ⭐ 380) - An intuitive library to extract features from time series. BSD-3
atspy (🥉14 · ⭐ 410) - AtsPy: Automated Time Series Models in Python (by @firmai). MIT
Show 7 hidden projects...
PyFlux (🥉24 · ⭐ 1.9K · 💀) - Open source time series library for Python. BSD-3
tick (🥉22 · ⭐ 370 · 💀) - Module for statistical learning, with a particular emphasis on time-.. BSD-3
luminol (🥉21 · ⭐ 1K · 💀) - Anomaly Detection and Correlation library. Apache-2
matrixprofile-ts (🥉20 · ⭐ 670 · 💀) - A Python library for detecting patterns and anomalies.. Apache-2
pydlm (🥉20 · ⭐ 410 · 💀) - A python library for Bayesian time series modeling. BSD-3
ADTK (🥉19 · ⭐ 780 · 💀) - A Python toolkit for rule-based/unsupervised anomaly detection in time.. MPL-2.0
tsaug (🥉14 · ⭐ 220 · 💀) - A Python package for time series augmentation. Apache-2
Libraries for processing and analyzing medical data such as MRIs, EEGs, genomic data, and other medical imaging formats.
MNE (🥇37 · ⭐ 1.8K) - MNE: Magnetoencephalography (MEG) and Electroencephalography (EEG) in Python. BSD-3
GitHub (👨💻 280 · 🔀 970 · 📦 1.4K · 📋 3.9K - 8% open · ⏱️ 17.02.2022):
git clone https://github.com/mne-tools/mne-python
PyPi (📥 33K / month · 📦 190 · ⏱️ 01.12.2021):
Conda (📥 180K · ⏱️ 16.02.2022):
conda install -c conda-forge mne
Nilearn (🥇35 · ⭐ 810) - Machine learning for NeuroImaging in Python. BSD-3
GitHub (👨💻 180 · 🔀 440 · 📥 21 · 📦 1.4K · 📋 1.6K - 17% open · ⏱️ 16.02.2022):
git clone https://github.com/nilearn/nilearn
PyPi (📥 18K / month · 📦 230 · ⏱️ 28.01.2022):
Conda (📥 140K · ⏱️ 31.01.2022):
conda install -c conda-forge nilearn
MONAI (🥈34 · ⭐ 2.7K) - AI Toolkit for Healthcare Imaging. Apache-2
GitHub (👨💻 86 · 🔀 530 · 📦 210 · 📋 1.5K - 10% open · ⏱️ 16.02.2022):
git clone https://github.com/Project-MONAI/MONAI
PyPi (📥 47K / month · 📦 13 · ⏱️ 16.02.2022):
Conda (📥 100 · ⏱️ 09.01.2022):
conda install -c conda-forge monai
Hail (🥈34 · ⭐ 780) - Scalable genomic data analysis. MIT
NIPYPE (🥈33 · ⭐ 620) - Workflows and interfaces for neuroimaging packages. Apache-2
GitHub (👨💻 230 · 🔀 480 · 📦 850 · 📋 1.3K - 28% open · ⏱️ 15.12.2021):
git clone https://github.com/nipy/nipype
PyPi (📥 42K / month · 📦 150 · ⏱️ 20.10.2021):
Conda (📥 460K · ⏱️ 20.10.2021):
conda install -c conda-forge nipype
NiBabel (🥈33 · ⭐ 460) - Python package to access a cacophony of neuro-imaging file formats. MIT
GitHub (👨💻 93 · 🔀 230 · 📦 6.3K · 📋 450 - 30% open · ⏱️ 16.02.2022):
git clone https://github.com/nipy/nibabel
PyPi (📥 210K / month · 📦 970 · ⏱️ 07.02.2022):
Conda (📥 410K · ⏱️ 07.02.2022):
conda install -c conda-forge nibabel
Lifelines (🥈32 · ⭐ 1.8K) - Survival analysis in Python. MIT
GitHub (👨💻 99 · 🔀 460 · 📦 770 · 📋 850 - 26% open · ⏱️ 19.01.2022):
git clone https://github.com/CamDavidsonPilon/lifelines
PyPi (📥 370K / month · 📦 100 · ⏱️ 30.11.2021):
Conda (📥 180K · ⏱️ 04.02.2022):
conda install -c conda-forge lifelines
DIPY (🥈31 · ⭐ 490) - DIPY is the paragon 3D/4D+ imaging library in Python. Contains generic.. BSD-3
GitHub (👨💻 130 · 🔀 330 · 📦 500 · 📋 770 - 16% open · ⏱️ 16.02.2022):
git clone https://github.com/dipy/dipy
PyPi (📥 10K / month · 📦 80 · ⏱️ 06.05.2021):
Conda (📥 280K · ⏱️ 06.05.2021):
conda install -c conda-forge dipy
DeepVariant (🥉26 · ⭐ 2.4K) - DeepVariant is an analysis pipeline that uses a deep neural.. BSD-3
NIPY (🥉24 · ⭐ 320 · 💤) - Neuroimaging in Python FMRI analysis package. BSD-3
GitHub (👨💻 63 · 🔀 130 · 📋 160 - 28% open · ⏱️ 29.03.2021):
git clone https://github.com/nipy/nipy
PyPi (📥 2.7K / month · 📦 47 · ⏱️ 19.02.2018):
Conda (📥 90K · ⏱️ 04.05.2020):
conda install -c conda-forge nipy
MedicalTorch (🥉16 · ⭐ 760 · 💤) - A medical imaging framework for Pytorch. Apache-2
Medical Detection Toolkit (🥉14 · ⭐ 1.1K) - The Medical Detection Toolkit contains 2D + 3D.. Apache-2
Show 7 hidden projects...
NiftyNet (🥉24 · ⭐ 1.3K · 💀) - [unmaintained] An open-source convolutional neural.. Apache-2
DLTK (🥉22 · ⭐ 1.3K · 💀) - Deep Learning Toolkit for Medical Image Analysis. Apache-2
MedPy (🥉21 · ⭐ 390 · 💀) - Medical image processing in Python. ❗️GPL-3.0
Glow (🥉21 · ⭐ 190) - An open-source toolkit for large-scale genomic analysis. Apache-2
Brainiak (🥉20 · ⭐ 260 · 💤) - Brain Imaging Analysis Kit. Apache-2
DeepNeuro (🥉13 · ⭐ 110 · 💀) - A deep learning python package for neuroimaging data. Made by:. MIT
MedicalNet (🥉12 · ⭐ 1.3K · 💀) - Many studies have shown that the performance on deep learning is.. MIT
Libraries for processing tabular and structured data.
pytorch_tabular (🥇21 · ⭐ 540) - A standard framework for modelling Deep Learning Models.. MIT
carefree-learn (🥈19 · ⭐ 360) - Deep Learning PyTorch. MIT
deltapy (🥉11 · ⭐ 400) - DeltaPy - Tabular Data Augmentation (by @firmai). MIT
Show 1 hidden projects...
upgini (🥉15 · ⭐ 23 · 🐣) - Automated feature discovery & enrichment library automatically find.. BSD-3
Optical Character Recognition
Libraries for optical character recognition (OCR) and text extraction from images or videos.
PaddleOCR (🥇36 · ⭐ 19K) - Awesome multilingual OCR toolkits based on PaddlePaddle.. Apache-2
EasyOCR (🥇33 · ⭐ 14K) - Ready-to-use OCR with 80+ supported languages and all popular writing.. Apache-2
Tesseract (🥇33 · ⭐ 4K) - Python-tesseract is an optical character recognition (OCR) tool for.. Apache-2
GitHub (👨💻 40 · 🔀 570 · 📋 290 - 4% open · ⏱️ 02.02.2022):
git clone https://github.com/madmaze/pytesseract
PyPi (📥 500K / month · 📦 920 · ⏱️ 28.06.2021):
Conda (📥 490K · ⏱️ 26.01.2022):
conda install -c conda-forge pytesseract
OCRmyPDF (🥈30 · ⭐ 5.9K) - OCRmyPDF adds an OCR text layer to scanned PDF files, allowing them.. MPL-2.0
GitHub (👨💻 61 · 🔀 540 · 📋 820 - 11% open · ⏱️ 08.02.2022):
git clone https://github.com/ocrmypdf/OCRmyPDF
PyPi (📥 23K / month · 📦 12 · ⏱️ 26.01.2022):
Conda (📥 8.4K · ⏱️ 26.01.2022):
conda install -c conda-forge ocrmypdf
tesserocr (🥈27 · ⭐ 1.6K) - A Python wrapper for the tesseract-ocr API. MIT
GitHub (👨💻 26 · 🔀 210 · 📦 610 · 📋 240 - 32% open · ⏱️ 09.11.2021):
git clone https://github.com/sirfz/tesserocr
PyPi (📥 53K / month · 📦 61 · ⏱️ 19.06.2021):
Conda (📥 64K · ⏱️ 13.01.2021):
conda install -c conda-forge tesserocr
calamari (🥉22 · ⭐ 900) - Line based ATR Engine based on OCRopy. Apache-2
keras-ocr (🥉21 · ⭐ 970) - A packaged and flexible version of the CRAFT text detector and.. MIT
GitHub (👨💻 12 · 🔀 240 · 📥 230K · 📋 160 - 33% open · ⏱️ 24.11.2021):
git clone https://github.com/faustomorales/keras-ocr
PyPi (📥 6.4K / month · 📦 2 · ⏱️ 24.11.2021):
Conda (📥 19 · ⏱️ 14.01.2022):
conda install -c anaconda keras-ocr
attention-ocr (🥉21 · ⭐ 890) - A Tensorflow model for text recognition (CNN + seq2seq with.. MIT
Mozart (🥉10 · ⭐ 350 · 💤) - An optical music recognition (OMR) system. Converts sheet.. Apache-2
Show 2 hidden projects...
pdftabextract (🥉19 · ⭐ 2K · 💀) - A set of tools for extracting tables from PDF files.. Apache-2
doc2text (🥉19 · ⭐ 1.2K · 💀) - 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.
pandas (🥇52 · ⭐ 33K) - Flexible and powerful data analysis / manipulation library for.. BSD-3
GitHub (👨💻 2.9K · 🔀 14K · 📥 140K · 📦 640K · 📋 22K - 15% open · ⏱️ 16.02.2022):
git clone https://github.com/pandas-dev/pandas
PyPi (📥 74M / month · 📦 58K · ⏱️ 22.01.2022):
Conda (📥 23M · ⏱️ 12.02.2022):
conda install -c conda-forge pandas
numpy (🥇50 · ⭐ 20K) - The fundamental package for scientific computing with Python. BSD-3
GitHub (👨💻 1.4K · 🔀 6.5K · 📥 460K · 📦 970K · 📋 11K - 22% open · ⏱️ 16.02.2022):
git clone https://github.com/numpy/numpy
PyPi (📥 94M / month · 📦 120K · ⏱️ 04.02.2022):
Conda (📥 29M · ⏱️ 04.02.2022):
conda install -c conda-forge numpy
Arrow (🥇43 · ⭐ 9.1K) - Apache Arrow is a multi-language toolbox for accelerated data.. Apache-2
GitHub (👨💻 800 · 🔀 2.2K · 📦 64 · 📋 910 - 23% open · ⏱️ 17.02.2022):
git clone https://github.com/apache/arrow
PyPi (📥 52M / month · 📦 1.4K · ⏱️ 03.02.2022):
Conda (📥 880K · ⏱️ 27.01.2022):
conda install -c conda-forge arrow
h5py (🥇39 · ⭐ 1.7K · 📉) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3
GitHub (👨💻 180 · 🔀 430 · 📥 1.7K · 📦 150K · 📋 1.3K - 17% open · ⏱️ 11.02.2022):
git clone https://github.com/h5py/h5py
PyPi (📥 12M / month · 📦 14K · ⏱️ 16.11.2021):
Conda (📥 7M · ⏱️ 26.11.2021):
conda install -c conda-forge h5py
xarray (🥈38 · ⭐ 2.4K) - N-D labeled arrays and datasets in Python. Apache-2
GitHub (👨💻 360 · 🔀 760 · 📦 9.1K · 📋 3.2K - 29% open · ⏱️ 17.02.2022):
git clone https://github.com/pydata/xarray
PyPi (📥 1M / month · 📦 1.3K · ⏱️ 01.02.2022):
Conda (📥 4.6M · ⏱️ 01.02.2022):
conda install -c conda-forge xarray
PyTables (🥈35 · ⭐ 1.1K) - A Python package to manage extremely large amounts of data. BSD-3
GitHub (👨💻 100 · 🔀 220 · 📥 160 · 📋 680 - 26% open · ⏱️ 28.01.2022):
git clone https://github.com/PyTables/PyTables
PyPi (📥 840K / month · 📦 2.3K · ⏱️ 28.12.2021):
Conda (📥 3.8M · ⏱️ 25.01.2022):
conda install -c conda-forge pytables
Modin (🥈34 · ⭐ 6.8K) - Modin: Speed up your Pandas workflows by changing a single line of.. Apache-2
GitHub (👨💻 88 · 🔀 480 · 📥 200K · 📦 560 · 📋 2.5K - 33% open · ⏱️ 17.02.2022):
git clone https://github.com/modin-project/modin
PyPi (📥 210K / month · 📦 22 · ⏱️ 10.02.2022):
Conda (📥 20K · ⏱️ 11.02.2022):
conda install -c conda-forge modin-core
numexpr (🥈33 · ⭐ 1.7K) - Fast numerical array expression evaluator for Python, NumPy, PyTables,.. MIT
GitHub (👨💻 59 · 🔀 170 · 📋 320 - 18% open · ⏱️ 06.02.2022):
git clone https://github.com/pydata/numexpr
PyPi (📥 2.2M / month · 📦 3K · ⏱️ 15.12.2021):
Conda (📥 3.6M · ⏱️ 26.01.2022):
conda install -c conda-forge numexpr
zarr (🥈32 · ⭐ 850) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT
GitHub (👨💻 55 · 🔀 140 · 📦 1K · 📋 490 - 42% open · ⏱️ 09.02.2022):
git clone https://github.com/zarr-developers/zarr-python
PyPi (📥 88K / month · 📦 190 · ⏱️ 07.02.2022):
Conda (📥 1.2M · ⏱️ 07.02.2022):
conda install -c conda-forge zarr
TinyDB (🥈31 · ⭐ 4.9K) - TinyDB is a lightweight document oriented database optimized for your.. MIT
GitHub (👨💻 75 · 🔀 420 · 📋 280 - 2% open · ⏱️ 15.02.2022):
git clone https://github.com/msiemens/tinydb
PyPi (📥 300K / month · 📦 790 · ⏱️ 18.01.2022):
Conda (📥 160K · ⏱️ 18.01.2022):
conda install -c conda-forge tinydb
polars (🥈31 · ⭐ 4.6K) - Fast multi-threaded DataFrame library in Rust | Python | Node.js. MIT
Koalas (🥈31 · ⭐ 3.1K) - Koalas: pandas API on Apache Spark. Apache-2
GitHub (👨💻 51 · 🔀 320 · 📥 1K · 📦 170 · 📋 580 - 16% open · ⏱️ 21.10.2021):
git clone https://github.com/databricks/koalas
PyPi (📥 2.2M / month · 📦 7 · ⏱️ 19.10.2021):
Conda (📥 110K · ⏱️ 20.10.2021):
conda install -c conda-forge koalas
Vaex (🥉30 · ⭐ 6.9K) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization.. MIT
GitHub (👨💻 63 · 🔀 530 · 📥 230 · 📋 1K - 36% open · ⏱️ 14.02.2022):
git clone https://github.com/vaexio/vaex
PyPi (📥 29K / month · 📦 16 · ⏱️ 07.02.2022):
Conda (📥 120K · ⏱️ 30.12.2021):
conda install -c conda-forge vaex
Arctic (🥉30 · ⭐ 2.6K) - Arctic is a high performance datastore for numeric data. ❗️LGPL-2.1
GitHub (👨💻 75 · 🔀 520 · 📥 180 · 📦 150 · 📋 540 - 17% open · ⏱️ 10.02.2022):
git clone https://github.com/man-group/arctic
PyPi (📥 8.6K / month · 📦 34 · ⏱️ 24.01.2022):
Conda (📥 17K · ⏱️ 16.12.2019):
conda install -c conda-forge arctic
datasketch (🥉30 · ⭐ 1.7K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT
Bottleneck (🥉30 · ⭐ 710) - Fast NumPy array functions written in C. BSD-2
GitHub (👨💻 22 · 🔀 77 · 📦 30K · 📋 220 - 17% open · ⏱️ 07.02.2022):
git clone https://github.com/pydata/bottleneck
PyPi (📥 410K / month · 📦 1.6K · ⏱️ 21.02.2020):
Conda (📥 1.9M · ⏱️ 04.11.2021):
conda install -c conda-forge bottleneck
datatable (🥉29 · ⭐ 1.5K) - A Python package for manipulating 2-dimensional tabular data.. MPL-2.0
GitHub (👨💻 33 · 🔀 130 · 📥 1.2K · 📋 1.4K - 9% open · ⏱️ 15.02.2022):
git clone https://github.com/h2oai/datatable
PyPi (📥 83K / month · 📦 12 · ⏱️ 01.07.2021):
Conda (📥 12K · ⏱️ 23.12.2020):
conda install -c conda-forge datatable
swifter (🥉28 · ⭐ 1.9K) - A package which efficiently applies any function to a pandas.. MIT
GitHub (👨💻 15 · 🔀 87 · 📦 490 · 📋 110 - 20% open · ⏱️ 07.02.2022):
git clone https://github.com/jmcarpenter2/swifter
PyPi (📥 150K / month · 📦 28 · ⏱️ 07.02.2022):
Conda (📥 130K · ⏱️ 10.02.2022):
conda install -c conda-forge swifter
pandera (🥉27 · ⭐ 1.1K) - A light-weight, flexible, and expressive data validation library for.. MIT
GitHub (👨💻 48 · 🔀 83 · 📦 160 · 📋 360 - 22% open · ⏱️ 08.02.2022):
git clone https://github.com/pandera-dev/pandera
PyPi (📥 170K / month · 📦 18 · ⏱️ 09.02.2022):
Conda (📥 5.9K · ⏱️ 15.02.2022):
conda install -c conda-forge pandera-core
Pandaral·lel (🥉26 · ⭐ 2K) - A simple and efficient tool to parallelize Pandas.. BSD-3
GitHub (👨💻 19 · 🔀 130 · 📦 400 · 📋 150 - 54% open · ⏱️ 06.02.2022):
git clone https://github.com/nalepae/pandarallel
PyPi (📥 230K / month · 📦 19 · ⏱️ 06.02.2022):
Conda (📥 1.6K · ⏱️ 06.02.2022):
conda install -c conda-forge pandarallel
docarray (🥉24 · ⭐ 530 · 🐣) - The data structure for unstructured data. Apache-2
GitHub (👨💻 15 · 🔀 34 · 📦 8 · 📋 32 - 37% open · ⏱️ 16.02.2022):
git clone https://github.com/jina-ai/docarray
PyPi (📥 73K / month · ⏱️ 16.02.2022):
Conda (📥 46 · ⏱️ 10.01.2022):
conda install -c conda-forge docarray
Pandas Summary (🥉22 · ⭐ 390) - A library for managing, validating, summarizing, and.. Apache-2
Bounter (🥉17 · ⭐ 930 · 💤) - Efficient Counter that uses a limited (bounded) amount of memory.. MIT
PandaPy (🥉11 · ⭐ 500) - PandaPy has the speed of NumPy and the usability of Pandas 10x to 50x.. MIT
Show 7 hidden projects...
Blaze (🥈31 · ⭐ 3K · 💀) - NumPy and Pandas interface to Big Data. BSD-3
sklearn-pandas (🥉27 · ⭐ 2.6K · 💤) - Pandas integration with sklearn. ❗️Zlib
bcolz (🥉26 · ⭐ 940 · 💀) - A columnar data container that can be compressed. BSD-3
StaticFrame (🥉26 · ⭐ 260) - Immutable and grow-only Pandas-like DataFrames with a more explicit.. MIT
pandasql (🥉25 · ⭐ 1.1K · 💀) - sqldf for pandas. MIT
pickleDB (🥉23 · ⭐ 640 · 💀) - pickleDB is an open source key-value store using Pythons json module. BSD-3
fletcher (🥉19 · ⭐ 220 · 💤) - Pandas ExtensionDType/Array backed by Apache Arrow. MIT
Data Loading & Extraction
Libraries for loading, collecting, and extracting data from a variety of data sources and formats.
🔗 best-of-python - Data Extraction ( ⭐ 2K) - Collection of data-loading and -extraction libraries.
Libraries for web scraping, crawling, downloading, and mining as well as libraries.
🔗 best-of-web-python - Web Scraping ( ⭐ 1.4K) - Collection of web-scraping and crawling libraries.
Data Pipelines & Streaming
Libraries for data batch- and stream-processing, workflow automation, job scheduling, and other data pipeline tasks.
Celery (🥇46 · ⭐ 19K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3
GitHub (👨💻 1.2K · 🔀 4.2K · 📦 65K · 📋 4.7K - 11% open · ⏱️ 16.02.2022):
git clone https://github.com/celery/celery
PyPi (📥 5.3M / month · 📦 15K · ⏱️ 29.12.2021):
Conda (📥 780K · ⏱️ 07.02.2022):
conda install -c conda-forge celery
Airflow (🥇44 · ⭐ 25K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2
GitHub (👨💻 2.3K · 🔀 10K · 📥 250K · 📋 5.1K - 18% open · ⏱️ 17.02.2022):
git clone https://github.com/apache/airflow
PyPi (📥 4.8M / month · 📦 450 · ⏱️ 21.12.2021):
pip install apache-airflow
Conda (📥 540K · ⏱️ 22.12.2021):
conda install -c conda-forge airflow
Docker Hub (📥 64M · ⭐ 320 · ⏱️ 25.01.2022):
docker pull apache/airflow
rq (🥇39 · ⭐ 8.1K · 📈) - Simple job queues for Python. BSD-3
GitHub (👨💻 250 · 🔀 1.3K · 📦 9.6K · 📋 940 - 17% open · ⏱️ 13.02.2022):
git clone https://github.com/rq/rq
PyPi (📥 550K / month · 📦 1.7K · ⏱️ 07.12.2021):
Conda (📥 68K · ⏱️ 30.06.2021):
conda install -c conda-forge rq
Beam (🥇39 · ⭐ 5.3K) - Unified programming model to define and execute data processing.. Apache-2
GitHub (👨💻 1.2K · 🔀 3.4K · ⏱️ 17.02.2022):
git clone https://github.com/apache/beam
PyPi (📥 4.9M / month · 📦 150 · ⏱️ 07.02.2022):
Conda (📥 4K · ⏱️ 08.02.2022):
conda install -c conda-forge apache-beam-with-aws
luigi (🥇38 · ⭐ 15K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2
GitHub (👨💻 580 · 🔀 2.3K · 📦 1.6K · 📋 970 - 10% open · ⏱️ 16.01.2022):
git clone https://github.com/spotify/luigi
PyPi (📥 610K / month · 📦 400 · ⏱️ 23.09.2020):
Conda (📥 8.9K · 📦 2 · ⏱️ 20.01.2022):
conda install -c anaconda luigi
joblib (🥇38 · ⭐ 2.7K · 📉) - Computing with Python functions. BSD-3
GitHub (👨💻 110 · 🔀 320 · 📦 160K · 📋 720 - 46% open · ⏱️ 08.02.2022):
git clone https://github.com/joblib/joblib
PyPi (📥 23M / month · 📦 4.9K · ⏱️ 07.10.2021):
Conda (📥 7.2M · ⏱️ 07.10.2021):
conda install -c conda-forge joblib
Prefect (🥈37 · ⭐ 8.3K) - The easiest way to automate your data. Apache-2
GitHub (👨💻 300 · 🔀 810 · 📦 600 · 📋 2.1K - 20% open · ⏱️ 16.02.2022):
git clone https://github.com/PrefectHQ/prefect
PyPi (📥 170K / month · 📦 40 · ⏱️ 16.02.2022):
Conda (📥 240K · ⏱️ 25.01.2022):
conda install -c conda-forge prefect
Dagster (🥈37 · ⭐ 4.3K) - An orchestration platform for the development, production, and.. Apache-2
GitHub (👨💻 190 · 🔀 530 · 📦 310 · 📋 3.7K - 24% open · ⏱️ 17.02.2022):
git clone https://github.com/dagster-io/dagster
PyPi (📥 190K / month · 📦 84 · ⏱️ 11.02.2022):
Conda (📥 450K · ⏱️ 16.02.2022):
conda install -c conda-forge dagster
dbt (🥈36 · ⭐ 4.2K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2
GitHub (👨💻 200 · 🔀 770 · 📥 170 · 📦 300 · 📋 2.5K - 11% open · ⏱️ 16.02.2022):
git clone https://github.com/dbt-labs/dbt-core
PyPi (📥 600K / month · 📦 29 · ⏱️ 06.12.2021):
Conda (📥 190K · ⏱️ 09.12.2021):
conda install -c conda-forge dbt
Great Expectations (🥈35 · ⭐ 6.1K) - Always know what to expect from your data. Apache-2
GitHub (👨💻 260 · 🔀 830 · 📋 1.2K - 15% open · ⏱️ 17.02.2022):
git clone https://github.com/great-expectations/great_expectations
PyPi (📥 3.1M / month · 📦 27 · ⏱️ 10.02.2022):
pip install great_expectations
Conda (📥 360K · ⏱️ 10.02.2022):
conda install -c conda-forge great-expectations
Kedro (🥈33 · ⭐ 6.5K) - A Python framework for creating reproducible, maintainable and modular.. Apache-2
petl (🥈32 · ⭐ 970) - Python Extract Transform and Load Tables of Data. MIT
GitHub (👨💻 54 · 🔀 170 · 📦 630 · 📋 440 - 16% open · ⏱️ 08.02.2022):
git clone https://github.com/petl-developers/petl
PyPi (📥 62K / month · 📦 74 · ⏱️ 08.02.2022):
Conda (📥 70K · ⏱️ 11.02.2022):
conda install -c conda-forge petl
Activeloop (🥈31 · ⭐ 4.3K) - Dataset format for AI. Build, manage, & visualize datasets for.. MPL-2.0
mleap (🥈31 · ⭐ 1.4K) - MLeap: Deploy ML Pipelines to Production. Apache-2
GitHub (👨💻 71 · 🔀 290 · 📦 180 · 📋 440 - 20% open · ⏱️ 27.01.2022):
git clone https://github.com/combust/mleap
PyPi (📥 200K / month · 📦 25 · ⏱️ 12.01.2022):
Conda (📥 43K · ⏱️ 12.01.2022):
conda install -c conda-forge mleap
huey (🥈30 · ⭐ 3.8K) - a little task queue for python. MIT
GitHub (👨💻 66 · 🔀 330 · 📦 860 · ⏱️ 10.01.2022):
git clone https://github.com/coleifer/huey
PyPi (📥 59K / month · 📦 160 · ⏱️ 28.12.2021):
Conda (📥 23K · ⏱️ 16.10.2019):
conda install -c conda-forge huey
TFX (🥈30 · ⭐ 1.7K) - TFX is an end-to-end platform for deploying production ML pipelines. Apache-2
ploomber (🥉29 · ⭐ 1.3K) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2
GitHub (👨💻 35 · 🔀 95 · 📦 28 · 📋 540 - 26% open · ⏱️ 17.02.2022):
git clone https://github.com/ploomber/ploomber
PyPi (📥 7.8K / month · 📦 4 · ⏱️ 13.02.2022):
Conda (📥 4.1K · ⏱️ 14.02.2022):
conda install -c conda-forge ploomber
streamparse (🥉28 · ⭐ 1.5K) - Run Python in Apache Storm topologies. Pythonic API, CLI.. Apache-2
zenml (🥉27 · ⭐ 1.7K) - ZenML : MLOps framework to create reproducible pipelines. Apache-2
Optimus (🥉27 · ⭐ 1.2K) - Agile Data Preparation Workflows madeeasy with Pandas, Dask,.. Apache-2
PyFunctional (🥉26 · ⭐ 2K) - Python library for creating data pipelines with chain functional.. MIT
arq (🥉26 · ⭐ 1.1K) - Fast job queuing and RPC in python with asyncio and redis. MIT
GitHub (👨💻 35 · 🔀 86 · 📦 180 · 📋 130 - 26% open · ⏱️ 26.01.2022):
git clone https://github.com/samuelcolvin/arq
PyPi (📥 18K / month · 📦 10 · ⏱️ 02.09.2021):
Conda (📥 1.8K · ⏱️ 03.09.2021):
conda install -c conda-forge arq
bonobo (🥉25 · ⭐ 1.5K · 💤) - Extract Transform Load for Python 3.5+. Apache-2
whylogs (🥉24 · ⭐ 770) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2
Pypeline (🥉23 · ⭐ 1.3K) - Concurrent data pipelines in Python . MIT
GitHub (👨💻 12 · 🔀 78 · 📋 57 - 26% open · ⏱️ 06.01.2022):
git clone https://github.com/cgarciae/pypeln
PyPi (📥 12K / month · 📦 9 · ⏱️ 06.01.2022):
Conda (📥 4.7K · ⏱️ 06.01.2022):
conda install -c conda-forge pypeln
TaskTiger (🥉23 · ⭐ 1.1K) - Python task queue using Redis. MIT
pdpipe (🥉23 · ⭐ 660) - Easy pipelines for pandas DataFrames. MIT
GitHub (👨💻 9 · 🔀 33 · 📦 40 · 📋 41 - 34% open · ⏱️ 15.02.2022):
git clone https://github.com/pdpipe/pdpipe
PyPi (📥 3.1K / month · 📦 5 · ⏱️ 14.02.2022):
Conda (📥 3.1K · ⏱️ 26.12.2021):
conda install -c conda-forge pdpipe
spark-deep-learning (🥉19 · ⭐ 1.9K) - Deep Learning Pipelines for Apache Spark. Apache-2
riko (🥉19 · ⭐ 1.6K) - A Python stream processing engine modeled after Yahoo! Pipes. MIT
Databolt Flow (🥉19 · ⭐ 940) - Python library for building highly effective data science workflows. MIT
kale (🥉18 · ⭐ 490) - Kubeflows superfood for Data Scientists. Apache-2
Mara Pipelines (🥉17 · ⭐ 1.9K) - A lightweight opinionated ETL framework, halfway between plain.. MIT
Show 11 hidden projects...
mrjob (🥈32 · ⭐ 2.6K · 💀) - Run MapReduce jobs on Hadoop or Amazon Web Services. Apache-2
faust (🥈31 · ⭐ 6K · 💀) - Python Stream Processing. BSD-3
dbnd (🥉26 · ⭐ 220) - DBND is an agile pipeline framework that helps data engineering teams.. Apache-2
dpark (🥉22 · ⭐ 2.7K · 💀) - Python clone of Spark, a MapReduce alike framework in Python. BSD-3
pysparkling (🥉22 · ⭐ 240 · 💤) - A pure Python implementation of Apache Sparks RDD and DStream.. MIT
mrq (🥉21 · ⭐ 860 · 💀) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT
BatchFlow (🥉21 · ⭐ 170) - BatchFlow helps you conveniently work with random or sequential.. Apache-2
bodywork-core (🥉17 · ⭐ 320) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0
flupy (🥉17 · ⭐ 170) - Fluent data pipelines for python and your shell. MIT
Botflow (🥉15 · ⭐ 1.2K · 💀) - Python Fast Dataflow programming framework for Data pipeline work(.. BSD-3
datajob (🥉14 · ⭐ 83) - Build and deploy a serverless data pipeline on AWS with no effort. Apache-2
Distributed Machine Learning
Libraries that provide capabilities to distribute and parallelize machine learning tasks across large-scale compute infrastructure.
Ray (🥇43 · ⭐ 19K) - An open source framework that provides a simple, universal API for.. Apache-2
GitHub (👨💻 630 · 🔀 3.3K · 📦 4K · 📋 9.5K - 24% open · ⏱️ 17.02.2022):
git clone https://github.com/ray-project/ray
PyPi (📥 900K / month · 📦 230 · ⏱️ 15.02.2022):
Conda (📥 23K · ⏱️ 07.02.2022):
conda install -c conda-forge ray-tune
dask (🥇43 · ⭐ 9.6K) - Parallel computing with task scheduling. BSD-3
GitHub (👨💻 510 · 🔀 1.4K · 📦 34K · 📋 4.2K - 18% open · ⏱️ 16.02.2022):
git clone https://github.com/dask/dask
PyPi (📥 7.7M / month · 📦 2.6K · ⏱️ 11.02.2022):
Conda (📥 5M · ⏱️ 11.02.2022):
conda install -c conda-forge dask
dask.distributed (🥇40 · ⭐ 1.3K) - A distributed task scheduler for Dask. BSD-3
GitHub (👨💻 260 · 🔀 590 · 📦 22K · 📋 2.6K - 34% open · ⏱️ 16.02.2022):
git clone https://github.com/dask/distributed
PyPi (📥 6.7M / month · 📦 1.2K · ⏱️ 11.02.2022):
Conda (📥 6.2M · ⏱️ 11.02.2022):
conda install -c conda-forge distributed
horovod (🥇35 · ⭐ 12K · 📉) - Distributed training framework for TensorFlow, Keras, PyTorch,.. Apache-2
ipyparallel (🥈34 · ⭐ 2.2K) - IPython Parallel: Interactive Parallel Computing in Python. BSD-3
GitHub (👨💻 110 · 🔀 860 · 📦 1.8K · 📋 320 - 15% open · ⏱️ 15.02.2022):
git clone https://github.com/ipython/ipyparallel
PyPi (📥 52K / month · 📦 280 · ⏱️ 07.02.2022):
Conda (📥 560K · ⏱️ 07.02.2022):
conda install -c conda-forge ipyparallel
BigDL (🥈32 · ⭐ 3.8K) - Building Large-Scale AI Applications for Distributed Big Data. Apache-2
GitHub (👨💻 130 · 🔀 970 · 📦 33 · 📋 1.2K - 30% open · ⏱️ 17.02.2022):
git clone https://github.com/intel-analytics/BigDL
PyPi (📥 15K / month · 📦 1 · ⏱️ 17.02.2022):
Maven (📦 4 · ⏱️ 20.04.2021):
<dependency>
<groupId>com.intel.analytics.bigdl</groupId>
<artifactId>bigdl-SPARK_2.4</artifactId>
<version>[VERSION]</version>
</dependency>
DeepSpeed (🥈31 · ⭐ 6.3K) - DeepSpeed is a deep learning optimization library that makes.. MIT
GitHub (👨💻 90 · 🔀 680 · 📦 170 · 📋 780 - 48% open · ⏱️ 16.02.2022):
git clone https://github.com/microsoft/DeepSpeed
PyPi (📥 78K / month · 📦 9 · ⏱️ 19.01.2022):
Docker Hub (📥 13K · ⭐ 3 · ⏱️ 05.05.2021):
docker pull deepspeed/deepspeed
metrics (🥈31 · ⭐ 690) - Machine learning metrics for distributed, scalable PyTorch.. Apache-2
GitHub (👨💻 120 · 🔀 150 · 📥 450 · 📦 1.9K · 📋 300 - 18% open · ⏱️ 14.02.2022):
git clone https://github.com/PyTorchLightning/metrics
PyPi (📥 2.7K / month · 📦 14 · ⏱️ 28.04.2018):
Conda (📥 280K · ⏱️ 10.02.2022):
conda install -c conda-forge torchmetrics
FairScale (🥈30 · ⭐ 1.6K) - PyTorch extensions for high performance and large scale training. BSD-3
GitHub (👨💻 55 · 🔀 150 · 📦 170 · 📋 270 - 21% open · ⏱️ 15.02.2022):
git clone https://github.com/facebookresearch/fairscale
PyPi (📥 60K / month · 📦 13 · ⏱️ 14.01.2022):
Conda (📥 5K · ⏱️ 05.02.2022):
conda install -c conda-forge fairscale
dask-ml (🥈29 · ⭐ 790) - Scalable Machine Learning with Dask. BSD-3
GitHub (👨💻 71 · 🔀 220 · 📦 550 · 📋 470 - 49% open · ⏱️ 20.01.2022):
git clone https://github.com/dask/dask-ml
PyPi (📥 63K / month · 📦 55 · ⏱️ 22.01.2022):
Conda (📥 270K · ⏱️ 22.01.2022):
conda install -c conda-forge dask-ml
analytics-zoo (🥈28 · ⭐ 2.5K) - Distributed Tensorflow, Keras and PyTorch on Apache.. Apache-2
petastorm (🥈28 · ⭐ 1.4K) - Petastorm library enables single machine or distributed training.. Apache-2
MMLSpark (🥉27 · ⭐ 3.1K) - Simple and Distributed Machine Learning. MIT
mpi4py (🥉27 · ⭐ 500) - Python bindings for MPI. BSD-2
GitHub (👨💻 20 · 🔀 74 · 📥 3.4K · 📋 64 - 20% open · ⏱️ 26.01.2022):
git clone https://github.com/mpi4py/mpi4py
PyPi (📥 170K / month · 📦 580 · ⏱️ 15.12.2021):
Conda (📥 930K · ⏱️ 25.11.2021):
conda install -c conda-forge mpi4py
TensorFlowOnSpark (🥉26 · ⭐ 3.8K) - TensorFlowOnSpark brings TensorFlow programs to.. Apache-2
GitHub (👨💻 34 · 🔀 960 · 📋 360 - 1% open · ⏱️ 10.01.2022):
git clone https://github.com/yahoo/TensorFlowOnSpark
PyPi (📥 440K / month · 📦 5 · ⏱️ 25.05.2021):
pip install tensorflowonspark
Conda (📥 9.7K · ⏱️ 19.12.2020):
conda install -c conda-forge tensorflowonspark
SynapseML (🥉26 · ⭐ 3.1K) - Simple and Distributed Machine Learning. MIT
Mesh (🥉26 · ⭐ 1.2K) - Mesh TensorFlow: Model Parallelism Made Easier. Apache-2
Elephas (🥉25 · ⭐ 1.5K) - Distributed Deep learning with Keras & Spark. MIT
keras
GitHub (👨💻 27 · 🔀 290 · 📦 52 · 📋 160 - 15% open · ⏱️ 17.08.2021):
git clone https://github.com/maxpumperla/elephas
PyPi (📥 32K / month · 📦 3 · ⏱️ 17.08.2021):
Conda (📥 7.8K · ⏱️ 02.06.2021):
conda install -c conda-forge elephas
Hivemind (🥉21 · ⭐ 970) - Decentralized deep learning in PyTorch. Built to train models on.. MIT
Submit it (🥉21 · ⭐ 560) - Python 3.6+ toolbox for submitting jobs to Slurm. MIT
GitHub (👨💻 17 · 🔀 54 · 📋 58 - 43% open · ⏱️ 09.12.2021):
git clone https://github.com/facebookincubator/submitit
PyPi (📥 15K / month · 📦 6 · ⏱️ 30.11.2021):
Conda (📥 5.3K · ⏱️ 10.02.2021):
conda install -c conda-forge submitit
BytePS (🥉20 · ⭐ 3.1K) - A high performance and generic framework for distributed DNN training. Apache-2
GitHub (👨💻 19 · 🔀 430 · 📋 260 - 38% open · ⏱️ 10.02.2022):
git clone https://github.com/bytedance/byteps
PyPi (📥 80 / month · ⏱️ 02.08.2021):
Docker Hub (📥 1.2K · ⏱️ 03.03.2020):
docker pull bytepsimage/tensorflow
Apache Singa (🥉20 · ⭐ 2.5K) - a distributed deep learning platform. Apache-2
GitHub (👨💻 76 · 🔀 760 · 📦 1 · 📋 89 - 44% open · ⏱️ 10.08.2021):
git clone https://github.com/apache/singa
Conda (📥 410 · ⏱️ 09.08.2021):
conda install -c nusdbsystem singa
Docker Hub (📥 220 · ⭐ 4 · ⏱️ 04.06.2019):
Fiber (🥉18 · ⭐ 960 · 💤) - Distributed Computing for AI Made Simple. Apache-2
parallelformers (🥉18 · ⭐ 440) - Parallelformers: An Efficient Model Parallelization.. Apache-2
mesh-transformer-jax (🥉16 · ⭐ 3.8K) - Model parallel transformers in JAX and Haiku. Apache-2
Show 7 hidden projects...
DEAP (🥈32 · ⭐ 4.6K) - Distributed Evolutionary Algorithms in Python. ❗️LGPL-3.0
TensorFrames (🥉21 · ⭐ 760 · 💀) - [DEPRECATED] Tensorflow wrapper for DataFrames on.. Apache-2
launchpad (🥉20 · ⭐ 260) - Launchpad is a library that simplifies writing distributed.. Apache-2
somoclu (🥉20 · ⭐ 230) - Massively parallel self-organizing maps: accelerate training on multicore.. MIT
sk-dist (🥉19 · ⭐ 280 · 💤) - Distributed scikit-learn meta-estimators in PySpark. Apache-2
autodist (🥉12 · ⭐ 120 · 💀) - Simple Distributed Deep Learning on TensorFlow. Apache-2
LazyCluster (🥉12 · ⭐ 43) - Distributed machine learning made simple. Apache-2
Hyperparameter Optimization & AutoML
Libraries for hyperparameter optimization, automl and neural architecture search.
Optuna (🥇38 · ⭐ 6K) - A hyperparameter optimization framework. MIT
GitHub (👨💻 180 · 🔀 650 · 📦 2.7K · 📋 1.1K - 12% open · ⏱️ 17.02.2022):
git clone https://github.com/optuna/optuna
PyPi (📥 860K / month · 📦 180 · ⏱️ 14.02.2022):
Conda (📥 130K · ⏱️ 04.10.2021):
conda install -c conda-forge optuna
NNI (🥇36 · ⭐ 11K) - An open source AutoML toolkit for automate machine learning lifecycle,.. MIT
featuretools (🥇35 · ⭐ 6K) - An open source python library for automated feature engineering. BSD-3
GitHub (👨💻 59 · 🔀 790 · 📦 930 · 📋 740 - 23% open · ⏱️ 17.02.2022):
git clone https://github.com/alteryx/featuretools
PyPi (📥 580K / month · 📦 62 · ⏱️ 14.02.2022):
Conda (📥 78K · ⏱️ 14.02.2022):
conda install -c conda-forge featuretools
AutoKeras (🥇34 · ⭐ 8.3K) - AutoML library for deep learning. Apache-2
Hyperopt (🥇34 · ⭐ 6.1K) - Distributed Asynchronous Hyperparameter Optimization in Python. BSD-3
GitHub (👨💻 93 · 🔀 920 · 📦 5.8K · 📋 590 - 60% open · ⏱️ 29.11.2021):
git clone https://github.com/hyperopt/hyperopt
PyPi (📥 2M / month · 📦 400 · ⏱️ 17.11.2021):
Conda (📥 350K · ⏱️ 14.10.2020):
conda install -c conda-forge hyperopt
auto-sklearn (🥈33 · ⭐ 6K) - Automated Machine Learning with scikit-learn. BSD-3
GitHub (👨💻 79 · 🔀 1.1K · 📥 14 · 📦 260 · 📋 850 - 13% open · ⏱️ 25.01.2022):
git clone https://github.com/automl/auto-sklearn
PyPi (📥 29K / month · 📦 30 · ⏱️ 25.01.2022):
Conda (📥 3K · ⏱️ 28.01.2022):
conda install -c conda-forge auto-sklearn
Keras Tuner (🥈33 · ⭐ 2.5K) - Hyperparameter tuning for humans. Apache-2
GitHub (👨💻 42 · 🔀 320 · 📦 1.1K · 📋 360 - 44% open · ⏱️ 20.01.2022):
git clone https://github.com/keras-team/keras-tuner
PyPi (📥 510K / month · 📦 34 · ⏱️ 05.11.2021):
Conda (📥 5K · ⏱️ 12.01.2022):
conda install -c conda-forge keras-tuner
scikit-optimize (🥈33 · ⭐ 2.3K) - Sequential model-based optimization with a `scipy.optimize`.. BSD-3
GitHub (👨💻 75 · 🔀 420 · 📦 2.4K · 📋 620 - 37% open · ⏱️ 12.10.2021):
git clone https://github.com/scikit-optimize/scikit-optimize
PyPi (📥 900K / month · 📦 170 · ⏱️ 12.10.2021):
pip install scikit-optimize
Conda (📥 530K · ⏱️ 15.12.2021):
conda install -c conda-forge scikit-optimize
Ax (🥈33 · ⭐ 1.7K) - Adaptive Experimentation Platform. MIT
GitHub (👨💻 110 · 🔀 180 · 📦 240 · 📋 360 - 10% open · ⏱️ 16.02.2022):
git clone https://github.com/facebook/Ax
PyPi (📥 110K / month · 📦 14 · ⏱️ 16.12.2021):
Conda (📥 710 · ⏱️ 22.06.2021):
conda install -c conda-forge ax-platform
BoTorch (🥈32 · ⭐ 2.2K) - Bayesian optimization in PyTorch. MIT
GitHub (👨💻 67 · 🔀 240 · 📦 210 · 📋 240 - 23% open · ⏱️ 15.02.2022):
git clone https://github.com/pytorch/botorch
PyPi (📥 140K / month · 📦 12 · ⏱️ 09.12.2021):
Conda (📥 18K · ⏱️ 09.12.2021):
conda install -c conda-forge botorch
AutoGluon (🥈29 · ⭐ 4.1K) - AutoGluon: AutoML for Image, Text, and Tabular Data. Apache-2
nevergrad (🥈29 · ⭐ 3.2K) - A Python toolbox for performing gradient-free optimization. MIT
GitHub (👨💻 47 · 🔀 300 · 📦 290 · 📋 250 - 38% open · ⏱️ 14.02.2022):
git clone https://github.com/facebookresearch/nevergrad
PyPi (📥 21K / month · 📦 17 · ⏱️ 10.11.2021):
Conda (📥 22K · ⏱️ 14.06.2021):
conda install -c conda-forge nevergrad
Hyperas (🥈27 · ⭐ 2.1K) - Keras + Hyperopt: A very simple wrapper for convenient.. MIT
mljar-supervised (🥈27 · ⭐ 1.8K) - Python package for AutoML on Tabular Data with Feature.. MIT
GitHub (👨💻 15 · 🔀 250 · 📦 36 · 📋 460 - 16% open · ⏱️ 17.02.2022):
git clone https://github.com/mljar/mljar-supervised
PyPi (📥 25K / month · ⏱️ 01.10.2021):
pip install mljar-supervised
Conda (📥 1K · ⏱️ 03.12.2021):
conda install -c conda-forge mljar-supervised
Talos (🥈27 · ⭐ 1.5K) - Hyperparameter Optimization for TensorFlow, Keras and PyTorch. MIT
SMAC3 (🥈27 · ⭐ 660) - Sequential Model-based Algorithm Configuration. BSD-3
GitHub (👨💻 38 · 🔀 170 · 📋 360 - 18% open · ⏱️ 05.11.2021):
git clone https://github.com/automl/SMAC3
PyPi (📥 23K / month · 📦 32 · ⏱️ 05.11.2021):
Conda (📥 2.2K · ⏱️ 21.10.2021):
conda install -c conda-forge smac
AdaNet (🥉25 · ⭐ 3.4K) - Fast and flexible AutoML with learning guarantees. Apache-2
Hyperactive (🥉23 · ⭐ 370) - An optimization and data collection toolbox for convenient and fast.. MIT
Neuraxle (🥉22 · ⭐ 500) - A Sklearn-like Framework for Hyperparameter Tuning and AutoML in.. Apache-2
AlphaPy (🥉19 · ⭐ 720) - Automated Machine Learning [AutoML] with Python, scikit-learn, Keras,.. Apache-2
sklearn-deap (🥉19 · ⭐ 680 · 💤) - Use evolutionary algorithms instead of gridsearch in.. MIT
Auto ViML (🥉19 · ⭐ 330) - Automatically Build Multiple ML Models with a Single Line of Code... Apache-2
model_search (🥉11 · ⭐ 3.2K) - AutoML algorithms for model architecture search at scale. Apache-2
Show 24 hidden projects...
TPOT (🥈32 · ⭐ 8.4K · 💀) - A Python Automated Machine Learning tool that optimizes.. ❗️LGPL-3.0
Bayesian Optimization (🥈32 · ⭐ 5.7K · 💀) - A Python implementation of global optimization with.. MIT
Orion (🥈27 · ⭐ 220) - Asynchronous Distributed Hyperparameter Optimization. BSD-3
GPyOpt (🥉26 · ⭐ 800 · 💀) - Gaussian Process Optimization using GPy. BSD-3
auto_ml (🥉23 · ⭐ 1.6K · 💀) - [UNMAINTAINED] Automated machine learning for analytics & production. MIT
MLBox (🥉23 · ⭐ 1.3K · 💀) - MLBox is a powerful Automated Machine Learning python library. ❗️BSD-1-Clause
HpBandSter (🥉22 · ⭐ 520 · 💀) - a distributed Hyperband implementation on Steroids. BSD-3
optunity (🥉22 · ⭐ 380 · 💀) - optimization routines for hyperparameter tuning. BSD-3
lazypredict (🥉21 · ⭐ 290) - Lazy Predict help build a lot of basic models without much code.. MIT
Test Tube (🥉20 · ⭐ 710 · 💀) - Python library to easily log experiments and parallelize.. MIT
Dragonfly (🥉19 · ⭐ 620 · 💀) - An open source python library for scalable Bayesian optimisation. MIT
Auto Tune Models (🥉18 · ⭐ 520 · 💀) - Auto Tune Models - A multi-tenant, multi-data system for.. MIT
Sherpa (🥉18 · ⭐ 310 · 💀) - Hyperparameter optimization that enables researchers to.. ❗️GPL-3.0
featurewiz (🥉18 · ⭐ 150) - Use advanced feature engineering strategies and select best.. Apache-2
Advisor (🥉17 · ⭐ 1.4K · 💀) - Open-source implementation of Google Vizier for hyper parameters.. Apache-2
automl-gs (🥉16 · ⭐ 1.8K · 💀) - Provide an input CSV and a target field to predict, generate a.. MIT
Xcessiv (🥉16 · ⭐ 1.3K · 💀) - A web-based application for quick, scalable, and automated.. Apache-2
HyperparameterHunter (🥉16 · ⭐ 680 · 💀) - Easy hyperparameter optimization and automatic result.. MIT
Parfit (🥉15 · ⭐ 200 · 💀) - A package for parallelizing the fit and flexibly scoring of.. MIT
ENAS (🥉13 · ⭐ 2.5K · 💀) - PyTorch implementation of Efficient Neural Architecture Search via.. Apache-2
Auptimizer (🥉13 · ⭐ 180 · 💤) - An automatic ML model optimization tool. ❗️GPL-3.0
Hypermax (🥉12 · ⭐ 100 · 💀) - Better, faster hyper-parameter optimization. BSD-3
Devol (🥉11 · ⭐ 940 · 💀) - Genetic neural architecture search with Keras. MIT
Hypertunity (🥉9 · ⭐ 120 · 💀) - A toolset for black-box hyperparameter optimisation. Apache-2
Libraries for building and evaluating reinforcement learning & agent-based systems.
OpenAI Gym (🥇42 · ⭐ 26K) - A toolkit for developing and comparing reinforcement learning.. MIT
GitHub (👨💻 340 · 🔀 7.3K · 📦 26K · 📋 1.5K - 7% open · ⏱️ 16.02.2022):
git clone https://github.com/openai/gym
PyPi (📥 550K / month · 📦 2.3K · ⏱️ 06.10.2021):
Conda (📥 90K · ⏱️ 08.02.2022):
conda install -c conda-forge gym
TF-Agents (🥇33 · ⭐ 2.2K) - TF-Agents: A reliable, scalable and easy to use TensorFlow.. Apache-2
Dopamine (🥈29 · ⭐ 9.7K) - Dopamine is a research framework for fast prototyping of.. Apache-2
TensorLayer (🥈29 · ⭐ 6.9K) - Deep Learning and Reinforcement Learning Library for.. Apache-2
FinRL (🥈29 · ⭐ 3.4K) - FinRL: Financial Reinforcement Learning Framework. Please star. MIT
ViZDoom (🥈29 · ⭐ 1.3K) - Doom-based AI Research Platform for Reinforcement Learning from Raw.. MIT
Acme (🥈28 · ⭐ 2.5K) - A library of reinforcement learning components and agents. Apache-2
GitHub (👨💻 59 · 🔀 300 · 📦 57 · 📋 160 - 25% open · ⏱️ 17.02.2022):
git clone https://github.com/deepmind/acme
PyPi (📥 4.2K / month · 📦 2 · ⏱️ 10.02.2022):
Conda (📥 1.9K · ⏱️ 09.12.2021):
conda install -c conda-forge dm-acme
TensorForce (🥉27 · ⭐ 3.1K) - Tensorforce: a TensorFlow library for applied.. Apache-2
PARL (🥉27 · ⭐ 2.4K) - A high-performance distributed training framework for Reinforcement.. Apache-2
Stable Baselines (🥉25 · ⭐ 3.4K) - A fork of OpenAI Baselines, implementations of reinforcement.. MIT
garage (🥉25 · ⭐ 1.4K) - A toolkit for reproducible reinforcement learning research. MIT
ChainerRL (🥉23 · ⭐ 1K · 💤) - ChainerRL is a deep reinforcement learning library built on top of.. MIT
ReAgent (🥉22 · ⭐ 3.1K) - A platform for Reasoning systems (Reinforcement Learning,.. BSD-3
TRFL (🥉22 · ⭐ 3.1K) - TensorFlow Reinforcement Learning. Apache-2
Coach (🥉21 · ⭐ 2.1K · 💤) - Reinforcement Learning Coach by Intel AI Lab enables easy.. Apache-2
PFRL (🥉20 · ⭐ 790) - PFRL: a PyTorch-based deep reinforcement learning library. MIT
RLax (🥉20 · ⭐ 740) - A library of reinforcement learning building blocks in JAX. Apache-2
rliable (🥉11 · ⭐ 310 · 🐣) - Library for reliable evaluation on RL and ML benchmarks, as.. Apache-2
Show 5 hidden projects...
baselines (🥇30 · ⭐ 12K · 💀) - OpenAI Baselines: high-quality implementations of reinforcement.. MIT
keras-rl (🥈29 · ⭐ 5.2K · 💀) - Deep Reinforcement Learning for Keras. MIT
SerpentAI (🥉20 · ⭐ 6.2K · 💀) - Game Agent Framework. Helping you create AIs / Bots that learn to.. MIT
DeepMind Lab (🥉19 · ⭐ 6.6K) - A customisable 3D platform for agent-based AI research. ❗️GPL-2.0
Maze (🥉16 · ⭐ 200) - Maze Applied Reinforcement Learning Framework. ❗️Custom
Libraries for building and evaluating recommendation systems.
Recommenders (🥇32 · ⭐ 12K) - Best Practices on Recommendation Systems. MIT
implicit (🥇32 · ⭐ 2.6K) - Fast Python Collaborative Filtering for Implicit Feedback Datasets. MIT
GitHub (👨💻 30 · 🔀 530 · 📦 540 · 📋 380 - 17% open · ⏱️ 29.01.2022):
git clone https://github.com/benfred/implicit
PyPi (📥 170K / month · 📦 31 · ⏱️ 29.01.2022):
Conda (📥 330K · ⏱️ 29.01.2022):
conda install -c conda-forge implicit
lightfm (🥈28 · ⭐ 3.9K) - A Python implementation of LightFM, a hybrid recommendation algorithm. Apache-2
GitHub (👨💻 44 · 🔀 620 · 📦 640 · 📋 440 - 20% open · ⏱️ 31.12.2021):
git clone https://github.com/lyst/lightfm
PyPi (📥 300K / month · 📦 45 · ⏱️ 27.11.2020):
Conda (📥 110K · ⏱️ 07.02.2021):
conda install -c conda-forge lightfm
TF Recommenders (🥈28 · ⭐ 1.2K) - TensorFlow Recommenders is a library for building.. Apache-2
TF Ranking (🥈26 · ⭐ 2.4K) - Learning to Rank in TensorFlow. Apache-2
RecBole (🥉25 · ⭐ 1.6K) - A unified, comprehensive and efficient recommendation library. MIT
GitHub (👨💻 43 · 🔀 290 · 📋 300 - 21% open · ⏱️ 25.01.2022):
git clone https://github.com/RUCAIBox/RecBole
PyPi (📥 560 / month · ⏱️ 16.09.2021):
Conda (📥 1.1K · ⏱️ 16.09.2021):
conda install -c aibox recbole
Cornac (🥉25 · ⭐ 530) - A Comparative Framework for Multimodal Recommender Systems. Apache-2
GitHub (👨💻 13 · 🔀 86 · 📦 75 · 📋 86 - 5% open · ⏱️ 30.09.2021):
git clone https://github.com/PreferredAI/cornac
PyPi (📥 11K / month · 📦 14 · ⏱️ 26.09.2021):
Conda (📥 200K · ⏱️ 15.11.2021):
conda install -c conda-forge cornac
fastFM (🥉22 · ⭐ 960 · 💤) - fastFM: A Library for Factorization Machines. BSD-3
recmetrics (🥉19 · ⭐ 340) - A library of metrics for evaluating recommender systems. MIT
Case Recommender (🥉17 · ⭐ 380) - Case Recommender: A Flexible and Extensible Python.. MIT
Show 5 hidden projects...
scikit-surprise (🥈28 · ⭐ 5.2K · 💀) - A Python scikit for building and analyzing recommender.. BSD-3
tensorrec (🥉22 · ⭐ 1.2K · 💀) - A TensorFlow recommendation algorithm and framework in.. Apache-2
lkpy (🥉21 · ⭐ 190) - Python recommendation toolkit. MIT
Spotlight (🥉18 · ⭐ 2.7K · 💀) - Deep recommender models using PyTorch. MIT
OpenRec (🥉16 · ⭐ 390 · 💀) - OpenRec is an open-source and modular library for neural network-.. Apache-2
Libraries for encrypted and privacy-preserving machine learning using methods like federated learning & differential privacy.
PySyft (🥇34 · ⭐ 7.9K) - A library for answering questions using data you cannot see. Apache-2
TensorFlow Privacy (🥈27 · ⭐ 1.6K) - Library for training machine learning models with.. Apache-2
Opacus (🥈27 · ⭐ 1.1K) - Training PyTorch models with differential privacy. Apache-2
GitHub (👨💻 43 · 🔀 180 · 📥 42 · 📦 76 · 📋 140 - 19% open · ⏱️ 16.02.2022):
git clone https://github.com/pytorch/opacus
PyPi (📥 4.8K / month · 📦 11 · ⏱️ 09.02.2022):
Conda (📥 140 · ⏱️ 12.02.2022):
conda install -c conda-forge opacus
FATE (🥉25 · ⭐ 3.9K) - An Industrial Grade Federated Learning Framework. Apache-2
CrypTen (🥉23 · ⭐ 1K) - A framework for Privacy Preserving Machine Learning. MIT
Show 1 hidden projects...
TFEncrypted (🥉24 · ⭐ 980 · 💀) - A Framework for Encrypted Machine Learning in TensorFlow. Apache-2
Workflow & Experiment Tracking
Libraries to organize, track, and visualize machine learning experiments.
Tensorboard (🥇42 · ⭐ 5.8K) - TensorFlows Visualization Toolkit. Apache-2
GitHub (👨💻 280 · 🔀 1.5K · 📦 95K · 📋 1.6K - 33% open · ⏱️ 15.02.2022):
git clone https://github.com/tensorflow/tensorboard
PyPi (📥 13M / month · 📦 2.3K · ⏱️ 20.01.2022):
Conda (📥 2.7M · ⏱️ 04.02.2022):
conda install -c conda-forge tensorboard
mlflow (🥇40 · ⭐ 11K) - Open source platform for the machine learning lifecycle. Apache-2
GitHub (👨💻 350 · 🔀 2.5K · 📋 2.2K - 45% open · ⏱️ 17.02.2022):
git clone https://github.com/mlflow/mlflow
PyPi (📥 10M / month · 📦 280 · ⏱️ 27.01.2022):
Conda (📥 480K · ⏱️ 27.01.2022):
conda install -c conda-forge mlflow
DVC (🥇36 · ⭐ 9.3K) - Data Version Control | Git for Data & Models | ML Experiments Management. Apache-2
GitHub (👨💻 260 · 🔀 900 · 📥 61K · 📋 3.5K - 17% open · ⏱️ 17.02.2022):
git clone https://github.com/iterative/dvc
PyPi (📥 330K / month · 📦 46 · ⏱️ 16.02.2022):
Conda (📥 990K · ⏱️ 25.12.2021):
conda install -c conda-forge dvc
PyCaret (🥇36 · ⭐ 5.1K · 📉) - An open-source, low-code machine learning library in Python. MIT
GitHub (👨💻 72 · 🔀 1.2K · 📥 520 · 📦 1.8K · 📋 1.3K - 16% open · ⏱️ 16.02.2022):
git clone https://github.com/pycaret/pycaret
PyPi (📥 330K / month · 📦 12 · ⏱️ 12.01.2022):
Conda (📥 7.3K · ⏱️ 12.01.2022):
conda install -c conda-forge pycaret
SageMaker SDK (🥇36 · ⭐ 1.6K) - A library for training and deploying machine learning.. Apache-2
GitHub (👨💻 250 · 🔀 740 · 📦 1.2K · 📋 980 - 33% open · ⏱️ 16.02.2022):
git clone https://github.com/aws/sagemaker-python-sdk
PyPi (📥 3.1M / month · 📦 44 · ⏱️ 08.02.2022):
Conda (📥 230K · ⏱️ 08.02.2022):
conda install -c conda-forge sagemaker-python-sdk
wandb client (🥈35 · ⭐ 3.7K) - A tool for visualizing and tracking your machine learning.. MIT
GitHub (👨💻 100 · 🔀 290 · 📋 1.7K - 21% open · ⏱️ 15.02.2022):
git clone https://github.com/wandb/client
PyPi (📥 720K / month · 📦 200 · ⏱️ 01.02.2022):
Conda (📥 44K · ⏱️ 02.02.2022):
conda install -c conda-forge wandb
tensorboardX (🥈34 · ⭐ 7.2K) - tensorboard for pytorch (and chainer, mxnet, numpy, ...). MIT
GitHub (👨💻 70 · 🔀 840 · 📥 340 · 📦 17K · 📋 440 - 16% open · ⏱️ 06.02.2022):
git clone https://github.com/lanpa/tensorboardX
PyPi (📥 710K / month · 📦 860 · ⏱️ 21.11.2021):
Conda (📥 640K · ⏱️ 10.08.2021):
conda install -c conda-forge tensorboardx
AzureML SDK (🥈34 · ⭐ 2.9K) - Python notebooks with ML and deep learning examples with Azure.. MIT
snakemake (🥈34 · ⭐ 1.2K) - This is the development home of the workflow management system.. MIT
GitHub (👨💻 240 · 🔀 300 · 📦 1K · 📋 840 - 63% open · ⏱️ 17.02.2022):
git clone https://github.com/snakemake/snakemake
PyPi (📥 67K / month · 📦 200 · ⏱️ 09.02.2022):
Conda (📥 380K · ⏱️ 10.02.2022):
conda install -c bioconda snakemake
ClearML (🥈33 · ⭐ 3K) - ClearML - Auto-Magical CI/CD to streamline your ML workflow... Apache-2
GitHub (👨💻 46 · 🔀 410 · 📥 400 · 📦 190 · 📋 460 - 36% open · ⏱️ 16.02.2022):
git clone https://github.com/allegroai/clearml
PyPi (📥 62K / month · 📦 4 · ⏱️ 16.02.2022):
Docker Hub (📥 30K · ⏱️ 05.10.2020):
docker pull allegroai/trains
Metaflow (🥈32 · ⭐ 5.3K) - Build and manage real-life data science projects with ease!. Apache-2
GitHub (👨💻 47 · 🔀 470 · 📦 250 · 📋 420 - 52% open · ⏱️ 17.02.2022):
git clone https://github.com/Netflix/metaflow
PyPi (📥 44K / month · 📦 6 · ⏱️ 17.02.2022):
Conda (📥 32K · ⏱️ 16.02.2022):
conda install -c conda-forge metaflow
VisualDL (🥈31 · ⭐ 4.3K) - Deep Learning Visualization Toolkit. Apache-2
Catalyst (🥈31 · ⭐ 2.8K) - Accelerated deep learning R&D. Apache-2
aim (🥈31 · ⭐ 2.2K) - Aim an easy-to-use and performant open-source experiment tracker. Apache-2
GitHub (👨💻 27 · 🔀 130 · 📦 52 · 📋 340 - 35% open · ⏱️ 17.02.2022):
git clone https://github.com/aimhubio/aim
PyPi (📥 13K / month · 📦 2 · ⏱️ 16.02.2022):
Conda (📥 7.3K · ⏱️ 15.10.2021):
conda install -c conda-forge aim
sacred (🥈29 · ⭐ 3.7K) - Sacred is a tool to help you configure, organize, log and reproduce.. MIT
GitHub (👨💻 96 · 🔀 340 · 📦 1.2K · 📋 520 - 18% open · ⏱️ 26.01.2022):
git clone https://github.com/IDSIA/sacred
PyPi (📥 27K / month · 📦 100 · ⏱️ 14.12.2020):
Conda (📥 140 · ⏱️ 14.11.2021):
conda install -c conda-forge sacred
kaggle (🥉28 · ⭐ 4.6K · 💤) - Official Kaggle API. Apache-2
GitHub (👨💻 36 · 🔀 880 · 📋 340 - 56% open · ⏱️ 15.03.2021):
git clone https://github.com/Kaggle/kaggle-api
PyPi (📥 130K / month · 📦 320 · ⏱️ 13.03.2021):
Conda (📥 77K · ⏱️ 17.12.2021):
conda install -c conda-forge kaggle
ml-metadata (🥉27 · ⭐ 440) - For recording and retrieving metadata associated with ML.. Apache-2
Guild AI (🥉26 · ⭐ 660) - Experiment tracking, ML developer tools. Apache-2
livelossplot (🥉25 · ⭐ 1.2K) - Live training loss plot in Jupyter Notebook for Keras,.. MIT
Labml (🥉25 · ⭐ 1K) - Monitor deep learning model training and hardware usage from your mobile phone. MIT
lore (🥉22 · ⭐ 1.5K) - Lore makes machine learning approachable for Software Engineers and.. MIT
Studio.ml (🥉22 · ⭐ 370) - Studio: Simplify and expedite model building process. Apache-2
quinn (🥉19 · ⭐ 310 · 💤) - pyspark methods to enhance developer productivity. Apache-2
keepsake (🥉18 · ⭐ 1.6K · 💤) - Version control for machine learning. Apache-2
Show 14 hidden projects...
SKLL (🥉25 · ⭐ 530) - SciKit-Learn Laboratory (SKLL) makes it easy to run machine.. ❗️BSD-1-Clause
knockknock (🥉23 · ⭐ 2.4K · 💀) - Knock Knock: Get notified when your training ends with only two.. MIT
TNT (🥉23 · ⭐ 1.4K · 💀) - Simple tools for logging and visualizing, loading and training. BSD-3
gokart (🥉23 · ⭐ 240 · 📈) - Gokart solves reproducibility, task dependencies, constraints of good.. MIT
TensorWatch (🥉21 · ⭐ 3.2K · 💀) - Debugging, monitoring and visualization for Python Machine.. MIT
hiddenlayer (🥉21 · ⭐ 1.6K · 💀) - Neural network graphs and training metrics for.. MIT
TensorBoard Logger (🥉21 · ⭐ 620 · 💀) - Log TensorBoard events without touching TensorFlow. MIT
MXBoard (🥉20 · ⭐ 330 · 💀) - Logging MXNet data for visualization in TensorBoard. Apache-2
chitra (🥉19 · ⭐ 180) - A multi-functional library for full-stack Deep Learning. Simplifies.. Apache-2
datmo (🥉18 · ⭐ 340 · 💀) - Open source production model management tool for data scientists. MIT
steppy (🥉16 · ⭐ 130 · 💀) - Lightweight, Python library for fast and reproducible experimentation. MIT
caliban (🥉14 · ⭐ 410 · 💀) - 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 (🥉9 · ⭐ 9 · 💤) - Train off-the-shelf machine learning models in one.. Apache-2
Model Serialization & Deployment
Libraries to serialize models to files, convert between a variety of model formats, and optimize models for deployment.
onnx (🥇41 · ⭐ 12K) - Open standard for machine learning interoperability. Apache-2
GitHub (👨💻 220 · 🔀 2.3K · 📥 17K · 📦 5.6K · 📋 1.9K - 25% open · ⏱️ 11.02.2022):
git clone https://github.com/onnx/onnx
PyPi (📥 1.5M / month · 📦 320 · ⏱️ 26.10.2021):
Conda (📥 350K · ⏱️ 14.12.2021):
conda install -c conda-forge onnx
Core ML Tools (🥇31 · ⭐ 2.6K) - Core ML tools contain supporting tools for Core ML model.. BSD-3
GitHub (👨💻 120 · 🔀 390 · 📥 4K · 📦 760 · 📋 870 - 36% open · ⏱️ 21.01.2022):
git clone https://github.com/apple/coremltools
PyPi (📥 76K / month · 📦 140 · ⏱️ 09.11.2021):
Conda (📥 27K · ⏱️ 15.10.2021):
conda install -c conda-forge coremltools
TorchServe (🥈30 · ⭐ 2.4K) - Model Serving on PyTorch. Apache-2
GitHub (👨💻 95 · 🔀 460 · 📥 960 · 📋 790 - 15% open · ⏱️ 16.02.2022):
git clone https://github.com/pytorch/serve
PyPi (📥 13K / month · 📦 8 · ⏱️ 29.12.2021):
Conda (📥 19K · ⏱️ 29.12.2021):
conda install -c pytorch torchserve
Docker Hub (📥 980K · ⭐ 11 · ⏱️ 29.12.2021):
docker pull pytorch/torchserve
huggingface_hub (🥈29 · ⭐ 340) - All the open source things related to the Hugging Face Hub. Apache-2
GitHub (👨💻 56 · 🔀 75 · 📋 210 - 48% open · ⏱️ 17.02.2022):
git clone https://github.com/huggingface/huggingface_hub
PyPi (📥 2.6M / month · 📦 51 · ⏱️ 11.01.2022):
pip install huggingface_hub
Conda (📥 28K · ⏱️ 12.01.2022):
conda install -c conda-forge huggingface_hub
triton (🥈28 · ⭐ 3.5K) - Development repository for the Triton language and compiler. MIT
cortex (🥈27 · ⭐ 7.7K) - Production infrastructure for machine learning at scale. Apache-2
BentoML (🥈27 · ⭐ 3.2K) - The Unified Model Serving Framework. Apache-2
Hummingbird (🥉26 · ⭐ 2.7K) - Hummingbird compiles trained ML models into tensor computation for.. MIT
GitHub (👨💻 28 · 🔀 210 · 📥 160 · 📦 20 · 📋 240 - 22% open · ⏱️ 09.02.2022):
git clone https://github.com/microsoft/hummingbird
PyPi (📥 2.3K / month · ⏱️ 14.12.2021):
pip install hummingbird-ml
Conda (📥 5.3K · ⏱️ 14.12.2021):
conda install -c conda-forge hummingbird-ml
m2cgen (🥉25 · ⭐ 2K) - Transform ML models into a native code (Java, C, Python, Go, JavaScript,.. MIT
pytorch2keras (🥉18 · ⭐ 780) - PyTorch to Keras model convertor. MIT
Show 5 hidden projects...
mmdnn (🥉25 · ⭐ 5.5K · 💀) - MMdnn is a set of tools to help users inter-operate among different deep.. MIT
Larq Compute Engine (🥉21 · ⭐ 190) - Highly optimized inference engine for Binarized.. Apache-2
sklearn-porter (🥉20 · ⭐ 1.1K · 💀) - Transpile trained scikit-learn estimators to C, Java,.. MIT
tfdeploy (🥉16 · ⭐ 350 · 💀) - Deploy tensorflow graphs for fast evaluation and export to.. BSD-3
backprop (🥉13 · ⭐ 220 · 💤) - Backprop makes it simple to use, finetune, and deploy state-of-.. Apache-2
Libraries to visualize, explain, debug, evaluate, and interpret machine learning models.
shap (🥇39 · ⭐ 15K) - A game theoretic approach to explain the output of any machine learning model. MIT
GitHub (👨💻 160 · 🔀 2.3K · 📦 4.5K · 📋 1.8K - 68% open · ⏱️ 04.12.2021):
git clone https://github.com/slundberg/shap
PyPi (📥 4.5M / month · 📦 220 · ⏱️ 20.10.2021):
Conda (📥 880K · ⏱️ 23.01.2022):
conda install -c conda-forge shap
Lime (🥇33 · ⭐ 9.6K · 💤) - Lime: Explaining the predictions of any machine learning classifier. BSD-2
GitHub (👨💻 61 · 🔀 1.5K · 📦 2K · 📋 550 - 4% open · ⏱️ 29.07.2021):
git clone https://github.com/marcotcr/lime
PyPi (📥 730K / month · 📦 110 · ⏱️ 26.06.2020):
Conda (📥 93K · ⏱️ 28.06.2020):
conda install -c conda-forge lime
arviz (🥇33 · ⭐ 1.2K) - Exploratory analysis of Bayesian models with Python. Apache-2
GitHub (👨💻 110 · 🔀 260 · 📥 110 · 📦 1.9K · 📋 750 - 25% open · ⏱️ 16.02.2022):
git clone https://github.com/arviz-devs/arviz
PyPi (📥 310K / month · 📦 71 · ⏱️ 03.10.2021):
Conda (📥 630K · ⏱️ 03.10.2021):
conda install -c conda-forge arviz
InterpretML (🥇32 · ⭐ 4.6K) - Fit interpretable models. Explain blackbox machine learning. MIT
Captum (🥇31 · ⭐ 2.9K) - Model interpretability and understanding for PyTorch. BSD-3
GitHub (👨💻 79 · 🔀 310 · 📦 400 · 📋 340 - 23% open · ⏱️ 15.02.2022):
git clone https://github.com/pytorch/captum
PyPi (📥 36K / month · 📦 17 · ⏱️ 02.11.2021):
Conda (📥 200 · ⏱️ 27.01.2022):
conda install -c conda-forge captum
pyLDAvis (🥈30 · ⭐ 1.6K · 💤) - Python library for interactive topic model visualization... BSD-3
GitHub (👨💻 32 · 🔀 320 · 📦 3.1K · 📋 160 - 52% open · ⏱️ 24.03.2021):
git clone https://github.com/bmabey/pyLDAvis
PyPi (📥 630K / month · 📦 130 · ⏱️ 24.03.2021):
Conda (📥 34K · ⏱️ 24.03.2021):
conda install -c conda-forge pyldavis
Model Analysis (🥈30 · ⭐ 1.1K) - Model analysis tools for TensorFlow. Apache-2
shapash (🥈29 · ⭐ 1.6K) - Shapash makes Machine Learning models transparent and.. Apache-2
DoWhy (🥈28 · ⭐ 3.6K) - DoWhy is a Python library for causal inference that supports explicit.. MIT
GitHub (👨💻 48 · 🔀 560 · 📥 24 · 📦 85 · 📋 180 - 29% open · ⏱️ 16.02.2022):
git clone https://github.com/Microsoft/dowhy
PyPi (📥 110K / month · 📦 4 · ⏱️ 10.01.2022):
Conda (📥 4.4K · ⏱️ 22.01.2022):
conda install -c conda-forge dowhy
dtreeviz (🥈28 · ⭐ 2K) - A python library for decision tree visualization and model interpretation. MIT
GitHub (👨💻 17 · 🔀 260 · 📦 300 · 📋 120 - 17% open · ⏱️ 09.02.2022):
git clone https://github.com/parrt/dtreeviz
PyPi (📥 79K / month · 📦 14 · ⏱️ 09.02.2022):
Conda (📥 7.4K · ⏱️ 10.02.2022):
conda install -c conda-forge dtreeviz
Alibi (🥈28 · ⭐ 1.5K) - Algorithms for explaining machine learning models. Apache-2
Lucid (🥈26 · ⭐ 4.4K · 💤) - A collection of infrastructure and tools for research in.. Apache-2
yellowbrick (🥈26 · ⭐ 3.5K) - Visual analysis and diagnostic tools to facilitate machine.. Apache-2
GitHub (👨💻 100 · 🔀 500 · 📋 640 - 14% open · ⏱️ 05.01.2022):
git clone https://github.com/DistrictDataLabs/yellowbrick
PyPi (📥 360K / month · 📦 47 · ⏱️ 13.02.2021):
Conda (📥 20K · ⏱️ 06.05.2021):
conda install -c conda-forge yellowbrick
Fairness 360 (🥈26 · ⭐ 1.6K) - A comprehensive set of fairness metrics for datasets and.. Apache-2
GitHub (👨💻 48 · 🔀 520 · 📦 140 · 📋 120 - 51% open · ⏱️ 21.01.2022):
git clone https://github.com/Trusted-AI/AIF360
PyPi (📥 8.9K / month · 📦 8 · ⏱️ 04.03.2021):
Conda (📥 1.6K · ⏱️ 29.09.2021):
conda install -c conda-forge aif360
fairlearn (🥈26 · ⭐ 1.2K) - A Python package to assess and improve fairness of machine.. MIT
GitHub (👨💻 63 · 🔀 280 · 📋 330 - 40% open · ⏱️ 31.01.2022):
git clone https://github.com/fairlearn/fairlearn
PyPi (📥 61K / month · 📦 9 · ⏱️ 07.07.2021):
Conda (📥 17K · ⏱️ 07.07.2021):
conda install -c conda-forge fairlearn
checklist (🥈25 · ⭐ 1.6K) - Beyond Accuracy: Behavioral Testing of NLP models with CheckList. MIT
GitHub (👨💻 12 · 🔀 150 · 📦 88 · 📋 92 - 13% open · ⏱️ 28.09.2021):
git clone https://github.com/marcotcr/checklist
PyPi (📥 17K / month · 📦 3 · ⏱️ 24.05.2021):
Conda (📥 2.4K · ⏱️ 15.07.2021):
conda install -c conda-forge checklist
CausalNex (🥈25 · ⭐ 1.5K) - A Python library that helps data scientists to infer.. Apache-2
explainerdashboard (🥈25 · ⭐ 1.1K) - Quickly build Explainable AI dashboards that show the inner.. MIT
GitHub (👨💻 12 · 🔀 140 · 📦 60 · 📋 150 - 8% open · ⏱️ 10.02.2022):
git clone https://github.com/oegedijk/explainerdashboard
PyPi (📥 17K / month · 📦 2 · ⏱️ 10.02.2022):
pip install explainerdashboard
Conda (📥 14K · ⏱️ 15.02.2022):
conda install -c conda-forge explainerdashboard
responsible-ai-widgets (🥈25 · ⭐ 430) - This project provides responsible AI user interfaces.. MIT
LIT (🥉24 · ⭐ 2.8K) - The Language Interpretability Tool: Interactively analyze NLP models for.. Apache-2
GitHub (👨💻 18 · 🔀 280 · 📦 7 · 📋 130 - 50% open · ⏱️ 21.12.2021):
git clone https://github.com/PAIR-code/lit
PyPi (📥 1.2K / month · ⏱️ 21.12.2021):
Conda (📥 32K · ⏱️ 09.11.2021):
conda install -c conda-forge lit-nlp
keract (🥉23 · ⭐ 960) - Layers Outputs and Gradients in Keras. Made easy. MIT
imodels (🥉23 · ⭐ 650) - Interpretable ML package for concise, transparent, and accurate predictive.. MIT
ecco (🥉22 · ⭐ 1.3K) - Explain, analyze, and visualize NLP language models. Ecco creates.. BSD-3
GitHub (👨💻 10 · 🔀 83 · 📥 12 · 📦 4 · 📋 34 - 38% open · ⏱️ 18.01.2022):
git clone https://github.com/jalammar/ecco
PyPi (📥 420 / month · 📦 1 · ⏱️ 09.01.2022):
Conda (📥 150 · ⏱️ 10.01.2022):
conda install -c conda-forge ecco
Explainability 360 (🥉22 · ⭐ 1.1K) - Interpretability and explainability of data and.. Apache-2
DiCE (🥉22 · ⭐ 780) - Generate Diverse Counterfactual Explanations for any machine.. MIT
TreeInterpreter (🥉22 · ⭐ 700 · 💤) - Package for interpreting scikit-learns decision tree.. BSD-3
GitHub (👨💻 11 · 🔀 130 · 📦 210 · 📋 28 - 85% open · ⏱️ 28.02.2021):
git clone https://github.com/andosa/treeinterpreter
PyPi (📥 210K / month · 📦 10 · ⏱️ 10.01.2021):
pip install treeinterpreter
Conda (📥 970 · ⏱️ 03.10.2020):
conda install -c conda-forge treeinterpreter
What-If Tool (🥉22 · ⭐ 640) - Source code/webpage/demos for the What-If Tool. Apache-2
GitHub (👨💻 20 · 🔀 120 · 📋 100 - 54% open · ⏱️ 05.01.2022):
git clone https://github.com/PAIR-code/what-if-tool
PyPi (📥 7.3K / month · 📦 3 · ⏱️ 12.10.2021):
Conda (📥 850K · ⏱️ 06.01.2022):
conda install -c conda-forge tensorboard-plugin-wit
npm (📥 3.9K / month · ⏱️ 12.10.2021):
tf-explain (🥉21 · ⭐ 900) - Interpretability Methods for tf.keras models with Tensorflow 2.x. MIT
iNNvestigate (🥉20 · ⭐ 940) - A toolbox to iNNvestigate neural networks predictions!. BSD-2
deeplift (🥉20 · ⭐ 610) - Public facing deeplift repo. MIT
tcav (🥉20 · ⭐ 510) - Code for the TCAV ML interpretability project. Apache-2
aequitas (🥉20 · ⭐ 460 · 💤) - Bias and Fairness Audit Toolkit. MIT
sklearn-evaluation (🥉19 · ⭐ 320) - Machine learning model evaluation made easy: plots,.. MIT
XAI (🥉18 · ⭐ 780) - XAI - An eXplainability toolbox for machine learning. MIT
LOFO (🥉16 · ⭐ 440) - Leave One Feature Out Importance. MIT
Anchor (🥉15 · ⭐ 680) - Code for High-Precision Model-Agnostic Explanations paper. BSD-2
FlashTorch (🥉15 · ⭐ 640 · 💤) - Visualization toolkit for neural networks in PyTorch! Demo --. MIT
interpret-text (🥉15 · ⭐ 300) - A library that incorporates state-of-the-art explainers for.. MIT
Show 12 hidden projects...
eli5 (🥈27 · ⭐ 2.5K · 💀) - A library for debugging/inspecting machine learning classifiers and.. MIT
keras-vis (🥈26 · ⭐ 2.9K · 💀) - Neural network visualization toolkit for keras. MIT
scikit-plot (🥈26 · ⭐ 2.2K · 💀) - An intuitive library to add plotting functionality to.. MIT
DALEX (🥉22 · ⭐ 1K) - moDel Agnostic Language for Exploration and eXplanation. ❗️GPL-3.0
random-forest-importances (🥉22 · ⭐ 490 · 💀) - Code to compute permutation and drop-column.. MIT
Skater (🥉21 · ⭐ 1K) - Python Library for Model Interpretation/Explanations. ❗️UPL-1.0
model-card-toolkit (🥉18 · ⭐ 260) - a tool that leverages rich metadata and lineage.. Apache-2
fairness-indicators (🥉18 · ⭐ 240) - Tensorflows Fairness Evaluation and Visualization.. Apache-2
ExplainX.ai (🥉16 · ⭐ 290 · 💤) - Explainable AI framework for data scientists. Explain & debug any.. MIT
Attribution Priors (🥉12 · ⭐ 93 · 💤) - Tools for training explainable models using.. MIT
contextual-ai (🥉12 · ⭐ 79) - Contextual AI adds explainability to different stages of.. Apache-2
bias-detector (🥉12 · ⭐ 37) - Bias Detector is a python package for detecting bias in machine.. MIT
Vector Similarity Search (ANN)
Libraries for Approximate Nearest Neighbor Search and Vector Indexing/Similarity Search.
🔗 ANN Benchmarks ( ⭐ 2.8K) - Benchmarks of approximate nearest neighbor libraries in Python.
Milvus (🥇39 · ⭐ 9.5K) - An open-source vector database for scalable similarity search and AI.. Apache-2
GitHub (👨💻 190 · 🔀 1.3K · 📥 7.5K · 📋 4.5K - 5% open · ⏱️ 17.02.2022):
git clone https://github.com/milvus-io/milvus
PyPi (📥 32K / month · 📦 15 · ⏱️ 25.01.2022):
Docker Hub (📥 820K · ⭐ 18 · ⏱️ 25.01.2022):
docker pull milvusdb/milvus
Faiss (🥇34 · ⭐ 16K) - A library for efficient similarity search and clustering of dense vectors. MIT
GitHub (👨💻 92 · 🔀 2.5K · 📦 560 · 📋 1.7K - 10% open · ⏱️ 14.02.2022):
git clone https://github.com/facebookresearch/faiss
PyPi (📥 32K / month · 📦 15 · ⏱️ 25.01.2022):
Conda (📥 240K · ⏱️ 09.02.2022):
conda install -c conda-forge faiss
Annoy (🥈32 · ⭐ 9.5K) - Approximate Nearest Neighbors in C++/Python optimized for memory usage.. Apache-2
GitHub (👨💻 80 · 🔀 970 · 📦 1.9K · 📋 340 - 11% open · ⏱️ 03.01.2022):
git clone https://github.com/spotify/annoy
PyPi (📥 780K / month · 📦 240 · ⏱️ 18.09.2020):
Conda (📥 220K · ⏱️ 28.01.2022):
conda install -c conda-forge python-annoy
hnswlib (🥈30 · ⭐ 1.9K) - Header-only C++/python library for fast approximate nearest neighbors. Apache-2
GitHub (👨💻 56 · 🔀 360 · 📦 190 · 📋 240 - 50% open · ⏱️ 14.02.2022):
git clone https://github.com/nmslib/hnswlib
PyPi (📥 68K / month · 📦 20 · ⏱️ 14.02.2022):
Conda (📥 35K · ⏱️ 04.02.2021):
conda install -c conda-forge hnswlib
NMSLIB (🥈29 · ⭐ 2.7K) - Non-Metric Space Library (NMSLIB): An efficient similarity search.. Apache-2
GitHub (👨💻 45 · 🔀 380 · 📦 550 · 📋 390 - 15% open · ⏱️ 19.09.2021):
git clone https://github.com/nmslib/nmslib
PyPi (📥 110K / month · 📦 47 · ⏱️ 03.02.2021):
Conda (📥 47K · ⏱️ 22.11.2021):
conda install -c conda-forge nmslib
PyNNDescent (🥈29 · ⭐ 590) - A Python nearest neighbor descent for approximate nearest neighbors. BSD-2
GitHub (👨💻 18 · 🔀 77 · 📦 1.2K · 📋 97 - 46% open · ⏱️ 10.02.2022):
git clone https://github.com/lmcinnes/pynndescent
PyPi (📥 1.1M / month · 📦 25 · ⏱️ 21.01.2022):
Conda (📥 470K · ⏱️ 22.01.2022):
conda install -c conda-forge pynndescent
NGT (🥉21 · ⭐ 860) - Nearest Neighbor Search with Neighborhood Graph and Tree for High-.. Apache-2
N2 (🥉18 · ⭐ 510 · 💤) - TOROS N2 - lightweight approximate Nearest Neighbor library which runs.. Apache-2
Show 3 hidden projects...
Magnitude (🥉23 · ⭐ 1.5K · 💀) - A fast, efficient universal vector embedding utility package. MIT
NearPy (🥉21 · ⭐ 710 · 💀) - Python framework for fast (approximated) nearest neighbour search in.. MIT
PySparNN (🥉11 · ⭐ 900 · 💀) - Approximate Nearest Neighbor Search for Sparse Data in Python!. BSD-3
Probabilistics & Statistics
Libraries providing capabilities for probabilistic programming/reasoning, bayesian inference, gaussian processes, or statistics.
PyMC3 (🥇38 · ⭐ 6.4K) - Probabilistic Programming in Python: Bayesian Modeling and.. Apache-2
GitHub (👨💻 360 · 🔀 1.5K · 📥 1.8K · 📦 590 · 📋 2.6K - 8% open · ⏱️ 17.02.2022):
git clone https://github.com/pymc-devs/pymc
PyPi (📥 300K / month · 📦 230 · ⏱️ 24.08.2021):
Conda (📥 380K · ⏱️ 12.10.2021):
conda install -c conda-forge pymc3
tensorflow-probability (🥇37 · ⭐ 3.6K) - Probabilistic reasoning and statistical analysis in.. Apache-2
GitHub (👨💻 440 · 🔀 970 · 📋 1.2K - 46% open · ⏱️ 17.02.2022):
git clone https://github.com/tensorflow/probability
PyPi (📥 690K / month · 📦 310 · ⏱️ 14.02.2022):
pip install tensorflow-probability
Conda (📥 50K · ⏱️ 26.01.2022):
conda install -c conda-forge tensorflow-probability
Pyro (🥇33 · ⭐ 7.3K) - Deep universal probabilistic programming with Python and PyTorch. Apache-2
GitHub (👨💻 120 · 🔀 880 · 📦 620 · 📋 920 - 19% open · ⏱️ 27.01.2022):
git clone https://github.com/pyro-ppl/pyro
PyPi (📥 79K / month · 📦 49 · ⏱️ 14.12.2021):
Conda (📥 4.2K · ⏱️ 14.12.2021):
conda install -c conda-forge pyro-ppl
GPyTorch (🥇33 · ⭐ 2.7K) - A highly efficient and modular implementation of Gaussian Processes.. MIT
GitHub (👨💻 91 · 🔀 390 · 📦 480 · 📋 1.1K - 23% open · ⏱️ 09.02.2022):
git clone https://github.com/cornellius-gp/gpytorch
PyPi (📥 160K / month · 📦 30 · ⏱️ 04.12.2021):
Conda (📥 25K · ⏱️ 14.12.2021):
conda install -c conda-forge gpytorch
hmmlearn (🥈32 · ⭐ 2.4K) - Hidden Markov Models in Python, with scikit-learn like API. BSD-3
GitHub (👨💻 38 · 🔀 690 · 📦 1.2K · 📋 380 - 14% open · ⏱️ 11.02.2022):
git clone https://github.com/hmmlearn/hmmlearn
PyPi (📥 380K / month · 📦 130 · ⏱️ 10.02.2022):
Conda (📥 110K · ⏱️ 12.02.2022):
conda install -c conda-forge hmmlearn
pgmpy (🥈32 · ⭐ 2K) - Python Library for learning (Structure and Parameter), inference.. MIT
filterpy (🥈31 · ⭐ 2.1K · 💤) - Python Kalman filtering and optimal estimation library. Implements.. MIT
GitHub (👨💻 36 · 🔀 480 · 📦 1.2K · 📋 200 - 23% open · ⏱️ 04.05.2021):
git clone https://github.com/rlabbe/filterpy
PyPi (📥 650K / month · 📦 130 · ⏱️ 10.10.2018):
Conda (📥 72K · ⏱️ 05.05.2020):
conda install -c conda-forge filterpy
GPflow (🥈31 · ⭐ 1.6K) - Gaussian processes in TensorFlow. Apache-2
GitHub (👨💻 76 · 🔀 420 · 📦 330 · 📋 750 - 16% open · ⏱️ 15.02.2022):
git clone https://github.com/GPflow/GPflow
PyPi (📥 8.8K / month · 📦 28 · ⏱️ 20.01.2022):
Conda (📥 10K · ⏱️ 06.02.2022):
conda install -c conda-forge gpflow
pomegranate (🥈30 · ⭐ 2.8K) - Fast, flexible and easy to use probabilistic modelling in Python. MIT
GitHub (👨💻 65 · 🔀 510 · 📦 640 · 📋 670 - 8% open · ⏱️ 06.02.2022):
git clone https://github.com/jmschrei/pomegranate
PyPi (📥 39K / month · 📦 44 · ⏱️ 19.11.2021):
Conda (📥 80K · ⏱️ 16.11.2021):
conda install -c conda-forge pomegranate
patsy (🥈30 · ⭐ 810) - Describing statistical models in Python using symbolic formulas. BSD-2
GitHub (👨💻 16 · 🔀 94 · 📦 47K · 📋 140 - 51% open · ⏱️ 26.09.2021):
git clone https://github.com/pydata/patsy
PyPi (📥 5.7M / month · 📦 2.6K · ⏱️ 26.09.2021):
Conda (📥 4.2M · ⏱️ 26.09.2021):
conda install -c conda-forge patsy
pandas-ta (🥉28 · ⭐ 2.2K) - Technical Analysis Indicators - Pandas TA is an easy to use.. MIT
GitHub (👨💻 44 · 🔀 500 · 📦 440 · 📋 360 - 15% open · ⏱️ 31.01.2022):
git clone https://github.com/twopirllc/pandas-ta
PyPi (📥 83K / month · 📦 10 · ⏱️ 28.07.2021):
Conda (📥 330 · ⏱️ 05.10.2021):
conda install -c conda-forge pandas-ta
SALib (🥉28 · ⭐ 560) - Sensitivity Analysis Library in Python. Contains Sobol, Morris, FAST, and.. MIT
GitHub (👨💻 35 · 🔀 170 · 📋 270 - 17% open · ⏱️ 06.02.2022):
git clone https://github.com/SALib/SALib
PyPi (📥 130K / month · 📦 54 · ⏱️ 06.02.2022):
Conda (📥 76K · ⏱️ 04.09.2021):
conda install -c conda-forge salib
bambi (🥉25 · ⭐ 740) - BAyesian Model-Building Interface (Bambi) in Python. MIT
GitHub (👨💻 22 · 🔀 76 · 📦 21 · 📋 220 - 16% open · ⏱️ 15.02.2022):
git clone https://github.com/bambinos/bambi
PyPi (📥 2.3K / month · 📦 3 · ⏱️ 15.01.2022):
Conda (📥 6.4K · ⏱️ 18.01.2022):
conda install -c conda-forge bambi
Orbit (🥉24 · ⭐ 1.2K) - A Python package for Bayesian forecasting with object-oriented design.. Apache-2
Baal (🥉20 · ⭐ 540) - Library to enable Bayesian active learning in your research or labeling.. Apache-2
GitHub (👨💻 11 · 🔀 51 · 📋 64 - 29% open · ⏱️ 11.02.2022):
git clone https://github.com/ElementAI/baal
PyPi (📥 980 / month · 📦 1 · ⏱️ 17.12.2021):
Conda (📥 1K · ⏱️ 06.08.2021):
conda install -c conda-forge baal
Show 7 hidden projects...
pingouin (🥉29 · ⭐ 920) - Statistical package in Python based on Pandas. ❗️GPL-3.0
Edward (🥉28 · ⭐ 4.7K · 💀) - A probabilistic programming language in TensorFlow. Deep.. Apache-2
PyStan (🥉27 · ⭐ 160) - PyStan, a Python interface to Stan, a platform for statistical modeling... ISC
pyhsmm (🥉21 · ⭐ 510 · 💀) - Bayesian inference in HSMMs and HMMs. MIT
scikit-posthocs (🥉21 · ⭐ 230) - Multiple Pairwise Comparisons (Post Hoc) Tests in Python. MIT
Funsor (🥉19 · ⭐ 190) - Functional tensors for probabilistic programming. Apache-2
ZhuSuan (🥉15 · ⭐ 2.1K · 💀) - A probabilistic programming library for Bayesian deep learning,.. MIT
Libraries for testing the robustness of machine learning models against attacks with adversarial/malicious examples.
ART (🥇33 · ⭐ 2.8K) - Adversarial Robustness Toolbox (ART) - Python Library for Machine Learning.. MIT
GitHub (👨💻 90 · 🔀 760 · 📦 190 · 📋 640 - 11% open · ⏱️ 16.02.2022):
git clone https://github.com/Trusted-AI/adversarial-robustness-toolbox
PyPi (📥 4.6K / month · 📦 6 · ⏱️ 07.01.2022):
pip install adversarial-robustness-toolbox
Conda (📥 7.8K · ⏱️ 10.01.2022):
conda install -c conda-forge adversarial-robustness-toolbox
CleverHans (🥈30 · ⭐ 5.4K) - An adversarial example library for constructing attacks,.. MIT
GitHub (👨💻 130 · 🔀 1.3K · 📦 300 · 📋 450 - 5% open · ⏱️ 23.09.2021):
git clone https://github.com/cleverhans-lab/cleverhans
PyPi (📥 980 / month · 📦 11 · ⏱️ 24.07.2021):
Conda (📥 2.6K · ⏱️ 29.07.2021):
conda install -c conda-forge cleverhans
TextAttack (🥈30 · ⭐ 1.8K) - TextAttack is a Python framework for adversarial attacks, data.. MIT
GitHub (👨💻 46 · 🔀 220 · 📦 64 · 📋 190 - 20% open · ⏱️ 16.02.2022):
git clone https://github.com/QData/TextAttack
PyPi (📥 13K / month · 📦 3 · ⏱️ 10.11.2021):
Conda (📥 2.5K · ⏱️ 29.06.2021):
conda install -c conda-forge textattack
Foolbox (🥈29 · ⭐ 2.1K) - A Python toolbox to create adversarial examples that fool neural networks.. MIT
GitHub (👨💻 32 · 🔀 370 · 📦 260 · 📋 360 - 16% open · ⏱️ 12.02.2022):
git clone https://github.com/bethgelab/foolbox
PyPi (📥 2.1K / month · 📦 13 · ⏱️ 23.02.2021):
Conda (📥 5.4K · ⏱️ 30.04.2021):
conda install -c conda-forge foolbox
AdvBox (🥉19 · ⭐ 1.2K · 💤) - Advbox is a toolbox to generate adversarial examples that fool.. Apache-2
robustness (🥉18 · ⭐ 660) - A library for experimenting with, training and evaluating neural.. MIT
GitHub (👨💻 13 · 🔀 130 · 📦 69 · 📋 70 - 21% open · ⏱️ 14.02.2022):
git clone https://github.com/MadryLab/robustness
PyPi (📥 430 / month · 📦 2 · ⏱️ 01.12.2020):
Conda (📥 3.2K · ⏱️ 30.04.2021):
conda install -c conda-forge robustness
Show 3 hidden projects...
advertorch (🥉21 · ⭐ 1K · 💤) - A Toolbox for Adversarial Robustness Research. ❗️GPL-3.0
Adversary (🥉16 · ⭐ 360 · 💀) - Tool to generate adversarial text examples and test machine.. MIT
textflint (🥉14 · ⭐ 540) - Unified Multilingual Robustness Evaluation Toolkit for Natural.. ❗️GPL-3.0
Libraries that require and make use of CUDA/GPU system capabilities to optimize data handling and machine learning tasks.
CuPy (🥇38 · ⭐ 5.8K) - NumPy & SciPy for GPU. MIT
GitHub (👨💻 290 · 🔀 560 · 📥 25K · 📦 930 · 📋 1.7K - 22% open · ⏱️ 17.02.2022):
git clone https://github.com/cupy/cupy
PyPi (📥 85K / month · 📦 150 · ⏱️ 20.01.2022):
Conda (📥 1.2M · ⏱️ 03.02.2022):
conda install -c conda-forge cupy
Docker Hub (📥 54K · ⭐ 7 · ⏱️ 20.01.2022):
PyCUDA (🥇31 · ⭐ 1.3K) - CUDA integration for Python, plus shiny features. MIT
GitHub (👨💻 74 · 🔀 250 · 📦 1.2K · 📋 220 - 29% open · ⏱️ 16.02.2022):
git clone https://github.com/inducer/pycuda
PyPi (📥 32K / month · 📦 190 · ⏱️ 03.04.2021):
Conda (📥 55K · ⏱️ 06.11.2021):
conda install -c conda-forge pycuda
cuDF (🥈30 · ⭐ 4.5K) - cuDF - GPU DataFrame Library. Apache-2
gpustat (🥈29 · ⭐ 2.7K) - A simple command-line utility for querying and monitoring GPU status. MIT
GitHub (👨💻 12 · 🔀 210 · 📦 1.6K · 📋 79 - 27% open · ⏱️ 13.08.2021):
git clone https://github.com/wookayin/gpustat
PyPi (📥 510K / month · 📦 99 · ⏱️ 02.01.2021):
Conda (📥 120K · ⏱️ 24.11.2020):
conda install -c conda-forge gpustat
Apex (🥈27 · ⭐ 6.1K) - A PyTorch Extension: Tools for easy mixed precision and distributed.. BSD-3
ArrayFire (🥈27 · ⭐ 3.8K) - ArrayFire: a general purpose GPU library. BSD-3
cuML (🥈27 · ⭐ 2.6K) - cuML - RAPIDS Machine Learning Library. Apache-2
DALI (🥈24 · ⭐ 3.7K) - A GPU-accelerated library containing highly optimized building blocks.. Apache-2
cuGraph (🥈24 · ⭐ 930) - cuGraph - RAPIDS Graph Analytics Library. Apache-2
GitHub (👨💻 76 · 🔀 170 · 📋 760 - 11% open · ⏱️ 16.02.2022):
git clone https://github.com/rapidsai/cugraph
PyPi (📥 190 / month · 📦 1 · ⏱️ 01.06.2020):
Conda (📥 6.2K · ⏱️ 29.04.2021):
conda install -c conda-forge libcugraph
scikit-cuda (🥈24 · ⭐ 880 · 💤) - Python interface to GPU-powered libraries. BSD-3
BlazingSQL (🥉22 · ⭐ 1.7K) - BlazingSQL is a lightweight, GPU accelerated, SQL engine for.. Apache-2
kompute (🥉19 · ⭐ 750) - General purpose GPU compute framework built on Vulkan to support.. Apache-2
Vulkan Kompute (🥉19 · ⭐ 750) - General purpose GPU compute framework built on Vulkan to.. Apache-2
cuSignal (🥉19 · ⭐ 570) - GPU accelerated signal processing. Apache-2
Show 5 hidden projects...
GPUtil (🥉23 · ⭐ 820 · 💀) - A Python module for getting the GPU status from NVIDA GPUs using.. MIT
py3nvml (🥉22 · ⭐ 200) - Python 3 Bindings for NVML library. Get NVIDIA GPU status inside your.. BSD-3
nvidia-ml-py3 (🥉20 · ⭐ 74 · 💀) - Python 3 Bindings for the NVIDIA Management Library. BSD-3
SpeedTorch (🥉15 · ⭐ 650 · 💀) - Library for faster pinned CPU - GPU transfer in Pytorch. MIT
ipyexperiments (🥉15 · ⭐ 140) - jupyter/ipython experiment containers for GPU and.. Apache-2
Libraries that extend TensorFlow with additional capabilities.
TensorFlow Datasets (🥇36 · ⭐ 3.2K) - TFDS is a collection of datasets ready to use with.. Apache-2
GitHub (👨💻 240 · 🔀 1.2K · 📋 1.1K - 46% open · ⏱️ 16.02.2022):
git clone https://github.com/tensorflow/datasets
PyPi (📥 1.3M / month · 📦 150 · ⏱️ 31.01.2022):
pip install tensorflow-datasets
Conda (📥 3.1K · ⏱️ 17.08.2021):
conda install -c conda-forge tensorflow-datasets
TF Addons (🥇36 · ⭐ 1.4K · 📉) - Useful extra functionality for TensorFlow 2.x maintained.. Apache-2
tensorflow-hub (🥈35 · ⭐ 3K · 📈) - A library for transfer learning by reusing parts of.. Apache-2
GitHub (👨💻 83 · 🔀 1.6K · 📦 10K · 📋 640 - 2% open · ⏱️ 14.02.2022):
git clone https://github.com/tensorflow/hub
PyPi (📥 3.3M / month · 📦 280 · ⏱️ 14.04.2021):
pip install tensorflow-hub
Conda (📥 60K · ⏱️ 18.04.2021):
conda install -c conda-forge tensorflow-hub
tensor2tensor (🥈33 · ⭐ 12K) - Library of deep learning models and datasets designed to.. Apache-2
TF Model Optimization (🥈32 · ⭐ 1.2K) - A toolkit to optimize ML models for deployment for.. Apache-2
TensorFlow Transform (🥈32 · ⭐ 900) - Input pipeline framework. Apache-2
Keras-Preprocessing (🥉30 · ⭐ 1K) - Utilities for working with image data, text data, and.. MIT
GitHub (👨💻 51 · 🔀 440 · 📋 190 - 48% open · ⏱️ 11.02.2022):
git clone https://github.com/keras-team/keras-preprocessing
PyPi (📥 8.9M / month · 📦 1.5K · ⏱️ 14.05.2020):
pip install keras-preprocessing
Conda (📥 1.2M · ⏱️ 15.01.2021):
conda install -c conda-forge keras-preprocessing
TensorFlow I/O (🥉30 · ⭐ 530) - Dataset, streaming, and file system extensions.. Apache-2
efficientnet (🥉27 · ⭐ 1.9K · 💤) - Implementation of EfficientNet model. Keras and.. Apache-2
GitHub (👨💻 10 · 🔀 440 · 📥 200K · 📦 890 · 📋 120 - 50% open · ⏱️ 16.07.2021):
git clone https://github.com/qubvel/efficientnet
PyPi (📥 82K / month · 📦 7 · ⏱️ 15.09.2020):
Conda (📥 15 · ⏱️ 14.01.2022):
conda install -c anaconda efficientnet
Neural Structured Learning (🥉26 · ⭐ 900) - Training neural models with structured signals. Apache-2
TensorFlow Cloud (🥉24 · ⭐ 320) - The TensorFlow Cloud repository provides APIs that.. Apache-2
TF Compression (🥉22 · ⭐ 580) - Data compression in TensorFlow. Apache-2
tffm (🥉21 · ⭐ 780) - TensorFlow implementation of an arbitrary order Factorization Machine. MIT
Saliency (🥉20 · ⭐ 760 · 💤) - Framework-agnostic implementation for state-of-the-art.. Apache-2
Show 1 hidden projects...
TensorNets (🥉21 · ⭐ 1K · 💀) - High level network definitions with pre-trained weights in.. MIT
Libraries that extend Jax with additional capabilities.
Show 2 hidden projects...
equinox (🥇18 · ⭐ 280) - Callable PyTrees and filtered JIT/grad transformations = neural.. Apache-2
jaxdf (🥉8 · ⭐ 43 · 🐣) - A JAX-based research framework for writing differentiable.. ❗️LGPL-3.0
Libraries that extend scikit-learn with additional capabilities.
imbalanced-learn (🥇36 · ⭐ 5.7K) - A Python Package to Tackle the Curse of Imbalanced.. MIT
GitHub (👨💻 62 · 🔀 1.2K · 📦 9.3K · 📋 510 - 12% open · ⏱️ 25.01.2022):
git clone https://github.com/scikit-learn-contrib/imbalanced-learn
PyPi (📥 2.9M / month · 📦 240 · ⏱️ 11.01.2022):
pip install imbalanced-learn
Conda (📥 180K · ⏱️ 11.01.2022):
conda install -c conda-forge imbalanced-learn
MLxtend (🥇35 · ⭐ 3.8K) - A library of extension and helper modules for Pythons data.. BSD-3
GitHub (👨💻 87 · 🔀 740 · 📦 5.2K · 📋 400 - 24% open · ⏱️ 17.02.2022):
git clone https://github.com/rasbt/mlxtend
PyPi (📥 2M / month · 📦 140 · ⏱️ 03.09.2021):
Conda (📥 190K · ⏱️ 03.09.2021):
conda install -c conda-forge mlxtend
category_encoders (🥈32 · ⭐ 1.8K) - A library of sklearn compatible categorical variable.. BSD-3
GitHub (👨💻 49 · 🔀 340 · 📦 3K · 📋 240 - 32% open · ⏱️ 14.02.2022):
git clone https://github.com/scikit-learn-contrib/category_encoders
PyPi (📥 1.2M / month · 📦 23 · ⏱️ 14.10.2018):
pip install category_encoders
Conda (📥 140K · ⏱️ 13.10.2021):
conda install -c conda-forge category_encoders
scikit-opt (🥈26 · ⭐ 2.9K) - Genetic Algorithm, Particle Swarm Optimization, Simulated.. MIT
fancyimpute (🥈26 · ⭐ 1K) - Multivariate imputation and matrix completion algorithms.. Apache-2
sklearn-contrib-lightning (🥈25 · ⭐ 1.5K) - Large-scale linear classification, regression and.. BSD-3
GitHub (👨💻 17 · 🔀 200 · 📥 120 · 📦 99 · 📋 92 - 55% open · ⏱️ 30.01.2022):
git clone https://github.com/scikit-learn-contrib/lightning
PyPi (📥 4K / month · 📦 6 · ⏱️ 30.01.2022):
pip install sklearn-contrib-lightning
Conda (📥 160K · ⏱️ 13.11.2021):
conda install -c conda-forge sklearn-contrib-lightning
scikit-lego (🥈25 · ⭐ 740) - Extra blocks for scikit-learn pipelines. MIT
GitHub (👨💻 48 · 🔀 77 · 📦 40 · 📋 240 - 13% open · ⏱️ 21.12.2021):
git clone https://github.com/koaning/scikit-lego
PyPi (📥 17K / month · 📦 6 · ⏱️ 09.12.2021):
Conda (📥 17K · ⏱️ 09.12.2021):
conda install -c conda-forge scikit-lego
iterative-stratification (🥉22 · ⭐ 630) - scikit-learn cross validators for iterative.. BSD-3
combo (🥉21 · ⭐ 570) - (AAAI 20) A Python Toolbox for Machine Learning Model Combination. BSD-2
xgboost
DESlib (🥉20 · ⭐ 370) - A Python library for dynamic classifier and ensemble selection. BSD-3
scikit-tda (🥉17 · ⭐ 330) - Topological Data Analysis for Python. MIT
Show 6 hidden projects...
scikit-multilearn (🥈25 · ⭐ 720 · 💀) - A scikit-learn based module for multi-label et. al... BSD-2
sklearn-crfsuite (🥈25 · ⭐ 390 · 💀) - scikit-learn inspired API for CRFsuite. MIT
skope-rules (🥉21 · ⭐ 440 · 💀) - machine learning with logical rules in Python. ❗️BSD-1-Clause
celer (🥉18 · ⭐ 130) - Fast solver for L1-type problems: Lasso, sparse Logisitic regression,.. BSD-3
skggm (🥉17 · ⭐ 190 · 💀) - Scikit-learn compatible estimation of general graphical models. MIT
dabl (🥉15 · ⭐ 110 · 💤) - Data Analysis Baseline Library. BSD-3
Libraries that extend Pytorch with additional capabilities.
PML (🥇32 · ⭐ 4.1K) - The easiest way to use deep metric learning in your application. Modular,.. MIT
GitHub (👨💻 23 · 🔀 510 · 📦 200 · 📋 330 - 12% open · ⏱️ 16.02.2022):
git clone https://github.com/KevinMusgrave/pytorch-metric-learning
PyPi (📥 180K / month · 📦 8 · ⏱️ 16.02.2022):
pip install pytorch-metric-learning
Conda (📥 5.9K · ⏱️ 16.02.2022):
conda install -c metric-learning pytorch-metric-learning
pytorch-optimizer (🥇29 · ⭐ 2.3K) - torch-optimizer -- collection of optimizers for.. Apache-2
GitHub (👨💻 25 · 🔀 220 · 📦 470 · 📋 44 - 36% open · ⏱️ 11.11.2021):
git clone https://github.com/jettify/pytorch-optimizer
PyPi (📥 80K / month · 📦 23 · ⏱️ 31.10.2021):
pip install torch_optimizer
Conda (📥 800 · ⏱️ 31.10.2021):
conda install -c conda-forge torch-optimizer
accelerate (🥇28 · ⭐ 2.2K) - A simple way to train and use PyTorch models with multi-.. Apache-2
GitHub (👨💻 33 · 🔀 140 · 📦 320 · 📋 170 - 36% open · ⏱️ 10.02.2022):
git clone https://github.com/huggingface/accelerate
PyPi (📥 56K / month · 📦 4 · ⏱️ 27.09.2021):
Conda (📥 810 · ⏱️ 11.10.2021):
conda install -c conda-forge accelerate
lightning-flash (🥇28 · ⭐ 1.4K) - Your PyTorch AI Factory - Flash enables you to easily.. Apache-2
GitHub (👨💻 61 · 🔀 140 · 📦 50 · 📋 410 - 8% open · ⏱️ 15.02.2022):
git clone https://github.com/PyTorchLightning/lightning-flash
PyPi (📥 2.6K / month · 📦 2 · ⏱️ 15.02.2022):
pip install lightning-flash
Conda (📥 720 · ⏱️ 16.02.2022):
conda install -c conda-forge lightning-flash
EfficientNet-PyTorch (🥈27 · ⭐ 6.8K · 💤) - A PyTorch implementation of EfficientNet and.. Apache-2
pytorch-summary (🥈27 · ⭐ 3.4K · 💤) - Model summary in PyTorch similar to `model.summary()`.. MIT
torchdiffeq (🥈25 · ⭐ 3.9K) - Differentiable ODE solvers with full GPU support and.. MIT
GitHub (👨💻 20 · 🔀 680 · 📦 200 · 📋 160 - 19% open · ⏱️ 17.01.2022):
git clone https://github.com/rtqichen/torchdiffeq
PyPi (📥 10K / month · 📦 6 · ⏱️ 02.06.2021):
Conda (📥 4.6K · ⏱️ 03.06.2021):
conda install -c conda-forge torchdiffeq
Torchmeta (🥈25 · ⭐ 1.6K) - A collection of extensions and data-loaders for few-shot learning.. MIT
SRU (🥈24 · ⭐ 2K · 💤) - Training RNNs as Fast as CNNs (https://arxiv.org/abs/1709.02755 ). MIT
TabNet (🥈24 · ⭐ 1.6K) - PyTorch implementation of TabNet paper :.. MIT
GitHub (👨💻 19 · 🔀 320 · 📋 210 - 18% open · ⏱️ 27.12.2021):
git clone https://github.com/dreamquark-ai/tabnet
PyPi (📥 22K / month · 📦 7 · ⏱️ 02.02.2021):
pip install pytorch-tabnet
Conda (📥 140 · ⏱️ 30.12.2021):
conda install -c conda-forge pytorch-tabnet
EfficientNets (🥈23 · ⭐ 1.4K · 💤) - Pretrained EfficientNet, EfficientNet-Lite, MixNet,.. Apache-2
Higher (🥈23 · ⭐ 1.3K) - higher is a pytorch library allowing users to obtain higher.. Apache-2
PyTorch Sparse (🥈23 · ⭐ 570) - PyTorch Extension Library of Optimized Autograd Sparse.. MIT
GitHub (👨💻 21 · 🔀 79 · 📋 200 - 30% open · ⏱️ 09.02.2022):
git clone https://github.com/rusty1s/pytorch_sparse
PyPi (📥 20K / month · 📦 32 · ⏱️ 08.09.2021):
Conda (📥 79K · ⏱️ 29.06.2021):
conda install -c conda-forge pytorch_sparse
Pytorch Toolbelt (🥉22 · ⭐ 1.2K) - PyTorch extensions for fast R&D prototyping and Kaggle.. MIT
torch-scatter (🥉22 · ⭐ 890) - PyTorch Extension Library of Optimized Scatter Operations. MIT
GitHub (👨💻 19 · 🔀 99 · 📋 240 - 9% open · ⏱️ 03.02.2022):
git clone https://github.com/rusty1s/pytorch_scatter
PyPi (📥 30K / month · 📦 40 · ⏱️ 22.10.2021):
pip install torch-scatter
Conda (📥 67K · ⏱️ 18.08.2021):
conda install -c conda-forge pytorch_scatter
reformer-pytorch (🥉21 · ⭐ 1.7K) - Reformer, the efficient Transformer, in Pytorch. MIT
torchsde (🥉20 · ⭐ 920 · 💤) - Differentiable SDE solvers with GPU support and efficient.. Apache-2
GitHub (👨💻 5 · 🔀 100 · 📦 11 · 📋 45 - 15% open · ⏱️ 26.07.2021):
git clone https://github.com/google-research/torchsde
PyPi (📥 4.9K / month · ⏱️ 20.07.2021):
Conda (📥 8.5K · ⏱️ 12.07.2021):
conda install -c conda-forge torchsde
tinygrad (🥉19 · ⭐ 5.2K) - You like pytorch? You like micrograd? You love tinygrad!. MIT
Performer Pytorch (🥉19 · ⭐ 780) - An implementation of Performer, a linear attention-based.. MIT
Tensor Sensor (🥉19 · ⭐ 630) - The goal of this library is to generate more helpful.. MIT
GitHub (👨💻 3 · 🔀 33 · 📦 7 · 📋 23 - 34% open · ⏱️ 13.12.2021):
git clone https://github.com/parrt/tensor-sensor
PyPi (📥 2.1K / month · ⏱️ 11.12.2021):
pip install tensor-sensor
Conda (📥 160 · ⏱️ 11.12.2021):
conda install -c conda-forge tensor-sensor
pytorchviz (🥉18 · ⭐ 2.1K · 💤) - A small package to create visualizations of PyTorch execution.. MIT
Torch-Struct (🥉18 · ⭐ 1K) - Fast, general, and tested differentiable structured prediction.. MIT
Tez (🥉17 · ⭐ 790) - Tez is a super-simple and lightweight Trainer for PyTorch. It also.. Apache-2
Pywick (🥉17 · ⭐ 370) - High-level batteries-included neural network training library for.. MIT
madgrad (🥉14 · ⭐ 750) - MADGRAD Optimization Method. MIT
Show 7 hidden projects...
Libraries for connecting to, operating, and querying databases.
🔗 best-of-python - DB Clients ( ⭐ 2K) - Collection of database clients for python.
scipy (🥇49 · ⭐ 9.2K) - Ecosystem of open-source software for mathematics, science, and engineering. BSD-3
GitHub (👨💻 1.2K · 🔀 4.1K · 📥 340K · 📦 460K · 📋 8.3K - 22% open · ⏱️ 17.02.2022):
git clone https://github.com/scipy/scipy
PyPi (📥 36M / month · 📦 56K · ⏱️ 05.02.2022):
Conda (📥 21M · ⏱️ 09.02.2022):
conda install -c conda-forge scipy
SymPy (🥇45 · ⭐ 8.9K · 📈) - A computer algebra system written in pure Python. BSD-3
GitHub (👨💻 1.1K · 🔀 3.5K · 📥 440K · 📦 39K · 📋 12K - 35% open · ⏱️ 17.02.2022):
git clone https://github.com/sympy/sympy
PyPi (📥 2M / month · 📦 4K · ⏱️ 08.10.2021):
Conda (📥 1.9M · ⏱️ 06.11.2021):
conda install -c conda-forge sympy
Streamlit (🥇38 · ⭐ 18K) - Streamlit The fastest way to build data apps in Python. Apache-2
PyOD (🥇34 · ⭐ 5.3K) - (JMLR 19) A Python Toolbox for Scalable Outlier Detection (Anomaly.. BSD-2
GitHub (👨💻 33 · 🔀 1K · 📦 1.1K · 📋 240 - 50% open · ⏱️ 04.01.2022):
git clone https://github.com/yzhao062/pyod
PyPi (📥 480K / month · 📦 28 · ⏱️ 04.01.2022):
Conda (📥 16K · ⏱️ 04.01.2022):
conda install -c conda-forge pyod
Gradio (🥇34 · ⭐ 5.2K) - Wrap UIs around any model, share with anyone. Apache-2
DeepChem (🥇34 · ⭐ 3.4K) - Democratizing Deep-Learning for Drug Discovery, Quantum Chemistry,.. MIT
GitHub (👨💻 180 · 🔀 1.3K · 📦 72 · 📋 1.4K - 31% open · ⏱️ 11.02.2022):
git clone https://github.com/deepchem/deepchem
PyPi (📥 8.6K / month · 📦 4 · ⏱️ 11.02.2022):
Conda (📥 8.2K · ⏱️ 19.01.2022):
conda install -c conda-forge deepchem
Datasette (🥈33 · ⭐ 5.8K) - An open source multi-tool for exploring and publishing data. Apache-2
GitHub (👨💻 61 · 🔀 390 · 📥 34 · 📦 590 · 📋 1.3K - 27% open · ⏱️ 09.02.2022):
git clone https://github.com/simonw/datasette
PyPi (📥 270K / month · 📦 140 · ⏱️ 07.02.2022):
Conda (📥 2.8K · ⏱️ 08.02.2022):
conda install -c conda-forge datasette
PaddleHub (🥈32 · ⭐ 7.6K) - Awesome pre-trained models toolkit based on.. Apache-2
Autograd (🥈32 · ⭐ 5.7K · 💤) - Efficiently computes derivatives of numpy code. MIT
GitHub (👨💻 51 · 🔀 780 · 📦 3K · 📋 390 - 42% open · ⏱️ 03.03.2021):
git clone https://github.com/HIPS/autograd
PyPi (📥 1.3M / month · 📦 270 · ⏱️ 25.07.2019):
Conda (📥 200K · ⏱️ 25.07.2019):
conda install -c conda-forge autograd
carla (🥈31 · ⭐ 7.3K) - Open-source simulator for autonomous driving research. MIT
hdbscan (🥈31 · ⭐ 2.1K) - A high performance implementation of HDBSCAN clustering. BSD-3
GitHub (👨💻 76 · 🔀 400 · 📦 1.2K · 📋 420 - 63% open · ⏱️ 08.02.2022):
git clone https://github.com/scikit-learn-contrib/hdbscan
PyPi (📥 370K / month · 📦 150 · ⏱️ 08.02.2022):
Conda (📥 1M · ⏱️ 11.02.2022):
conda install -c conda-forge hdbscan
Pythran (🥈31 · ⭐ 1.7K) - Ahead of Time compiler for numeric kernels. BSD-3
GitHub (👨💻 64 · 🔀 170 · 📦 110 · 📋 740 - 15% open · ⏱️ 11.02.2022):
git clone https://github.com/serge-sans-paille/pythran
PyPi (📥 370K / month · 📦 14 · ⏱️ 14.12.2021):
Conda (📥 220K · ⏱️ 14.12.2021):
conda install -c conda-forge pythran
tensorly (🥈31 · ⭐ 1.2K) - TensorLy: Tensor Learning in Python. BSD-2
GitHub (👨💻 50 · 🔀 220 · 📦 220 · 📋 180 - 25% open · ⏱️ 16.02.2022):
git clone https://github.com/tensorly/tensorly
PyPi (📥 5.7K / month · 📦 30 · ⏱️ 08.11.2021):
Conda (📥 210K · ⏱️ 09.12.2021):
conda install -c conda-forge tensorly
River (🥈30 · ⭐ 3.2K) - Online machine learning in Python. BSD-3
GitHub (👨💻 72 · 🔀 340 · 📦 74 · 📋 340 - 1% open · ⏱️ 11.02.2022):
git clone https://github.com/online-ml/river
PyPi (📥 5.7K / month · 📦 6 · ⏱️ 04.02.2022):
Conda (📥 6.7K · ⏱️ 09.12.2021):
conda install -c conda-forge river
PennyLane (🥈30 · ⭐ 1.2K) - PennyLane is a cross-platform Python library for differentiable.. Apache-2
GitHub (👨💻 89 · 🔀 340 · 📥 60 · 📋 620 - 24% open · ⏱️ 17.02.2022):
git clone https://github.com/PennyLaneAI/PennyLane
PyPi (📥 12K / month · 📦 28 · ⏱️ 08.02.2022):
Conda (📥 380 · ⏱️ 10.02.2022):
conda install -c conda-forge pennylane
agate (🥈30 · ⭐ 1.1K · 💤) - A Python data analysis library that is optimized for humans instead of.. MIT
GitHub (👨💻 49 · 🔀 130 · 📦 770 · 📋 680 - 7% open · ⏱️ 15.07.2021):
git clone https://github.com/wireservice/agate
PyPi (📥 1.1M / month · 📦 130 · ⏱️ 15.07.2021):
Conda (📥 77K · ⏱️ 16.07.2021):
conda install -c conda-forge agate
pyopencl (🥈30 · ⭐ 870) - OpenCL integration for Python, plus shiny features. MIT
GitHub (👨💻 90 · 🔀 220 · 📦 630 · 📋 300 - 22% open · ⏱️ 17.02.2022):
git clone https://github.com/inducer/pyopencl
PyPi (📥 26K / month · 📦 180 · ⏱️ 10.02.2022):
Conda (📥 560K · ⏱️ 13.02.2022):
conda install -c conda-forge pyopencl
causalml (🥈29 · ⭐ 2.8K) - Uplift modeling and causal inference with machine learning.. Apache-2
TabPy (🥈29 · ⭐ 1.2K) - Execute Python code on the fly and display results in Tableau visualizations:. MIT
GitHub (👨💻 46 · 🔀 450 · 📦 81 · 📋 290 - 3% open · ⏱️ 20.01.2022):
git clone https://github.com/tableau/TabPy
PyPi (📥 17K / month · 📦 2 · ⏱️ 20.01.2022):
Conda (📥 2.4K · ⏱️ 20.01.2022):
conda install -c anaconda tabpy-client
Trax (🥈28 · ⭐ 6.8K) - Trax Deep Learning with Clear Code and Speed. Apache-2
pycm (🥈28 · ⭐ 1.2K) - Multi-class confusion matrix library in Python. MIT
pyjanitor (🥈28 · ⭐ 820) - Clean APIs for data cleaning. Python implementation of R package Janitor. MIT
GitHub (👨💻 96 · 🔀 140 · 📦 150 · 📋 450 - 21% open · ⏱️ 12.02.2022):
git clone https://github.com/pyjanitor-devs/pyjanitor
PyPi (📥 20K / month · 📦 10 · ⏱️ 21.11.2021):
Conda (📥 110K · ⏱️ 22.11.2021):
conda install -c conda-forge pyjanitor
adapter-transformers (🥈28 · ⭐ 680) - Huggingface Transformers + Adapters =. Apache-2
huggingface
metric-learn (🥉27 · ⭐ 1.2K) - Metric learning algorithms in Python. MIT
GitHub (👨💻 21 · 🔀 220 · 📦 190 · 📋 170 - 30% open · ⏱️ 17.11.2021):
git clone https://github.com/scikit-learn-contrib/metric-learn
PyPi (📥 12K / month · 📦 11 · ⏱️ 02.07.2020):
Conda (📥 5.3K · ⏱️ 02.07.2020):
conda install -c conda-forge metric-learn
kmodes (🥉27 · ⭐ 970) - Python implementations of the k-modes and k-prototypes clustering.. MIT
GitHub (👨💻 20 · 🔀 360 · 📦 1K · 📋 140 - 11% open · �