Best-of Machine Learning with Python

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

This curated list contains 880 awesome open-source projects with a total of 3M stars grouped into 33 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!

Explanation

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

Machine Learning Frameworks

General-purpose machine learning and deep learning frameworks.

Tensorflow (?44 · ⭐ 160K) - An Open Source Machine Learning Framework for Everyone. Apache-2

GitHub (?‍? 3.8K · ? 85K · ? 150K · ? 33K - 10% open · ⏱️ 26.08.2021):
```
git clone https://github.com/tensorflow/tensorflow
```
PyPi (? 11M / month · ? 23K · ⏱️ 11.08.2021):
```
pip install tensorflow
```

Conda (? 2.8M · ⏱️ 30.04.2021):

conda install -c conda-forge tensorflow

Docker Hub (? 58M · ⭐ 1.9K · ⏱️ 26.08.2021):
```
docker pull tensorflow/tensorflow
```

PyTorch (?39 · ⭐ 50K) - Tensors and Dynamic neural networks in Python with strong GPU.. BSD-3

GitHub (?‍? 2.8K · ? 14K · ? 25K - 38% open · ⏱️ 26.08.2021):
```
git clone https://github.com/pytorch/pytorch
```
PyPi (? 4.9M / month · ? 6.7K · ⏱️ 15.06.2021):
```
pip install torch
```
Conda (? 12M · ⏱️ 15.06.2021):
```
conda install -c pytorch pytorch
```

scikit-learn (?38 · ⭐ 47K) - scikit-learn: machine learning in Python. BSD-3

GitHub (?‍? 2.3K · ? 22K · ? 720 · ? 260K · ? 9.4K - 25% open · ⏱️ 26.08.2021):
```
git clone https://github.com/scikit-learn/scikit-learn
```
PyPi (? 25M / month · ? 38K · ⏱️ 28.04.2021):
```
pip install scikit-learn
```

Conda (? 9.1M · ⏱️ 08.08.2021):

conda install -c conda-forge scikit-learn

PySpark (?37 · ⭐ 31K) - Apache Spark Python API. Apache-2

GitHub (?‍? 2.5K · ? 24K · ⏱️ 26.08.2021):
```
git clone https://github.com/apache/spark
```
PyPi (? 13M / month · ? 760 · ⏱️ 27.05.2021):
```
pip install pyspark
```
Conda (? 1.2M · ⏱️ 29.05.2021):
```
conda install -c conda-forge pyspark
```

XGBoost (?37 · ⭐ 21K) - Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT or.. Apache-2

GitHub (?‍? 540 · ? 8K · ? 2.9K · ? 21K · ? 4.2K - 7% open · ⏱️ 25.08.2021):
```
git clone https://github.com/dmlc/xgboost
```
PyPi (? 6.7M / month · ? 1.6K · ⏱️ 13.05.2021):
```
pip install xgboost
```
Conda (? 1.9M · ⏱️ 09.08.2021):
```
conda install -c conda-forge xgboost
```

LightGBM (?36 · ⭐ 13K) - A fast, distributed, high performance gradient boosting (GBT, GBDT, GBRT,.. MIT

GitHub (?‍? 240 · ? 3.3K · ? 110K · ? 8.5K · ? 2.4K - 4% open · ⏱️ 25.08.2021):
```
git clone https://github.com/microsoft/LightGBM
```
PyPi (? 9.8M / month · ? 560 · ⏱️ 22.03.2021):
```
pip install lightgbm
```
Conda (? 690K · ⏱️ 20.04.2021):
```
conda install -c conda-forge lightgbm
```

pytorch-lightning (?35 · ⭐ 15K) - The lightweight PyTorch wrapper for high-performance.. Apache-2

GitHub (?‍? 520 · ? 1.8K · ? 4.1K · ? 4.3K · ? 3.8K - 9% open · ⏱️ 26.08.2021):
```
git clone https://github.com/PyTorchLightning/pytorch-lightning
```
PyPi (? 730K / month · ? 14 · ⏱️ 24.08.2021):
```
pip install pytorch-lightning
```

Conda (? 240K · ⏱️ 24.08.2021):

conda install -c conda-forge pytorch-lightning

Theano (?34 · ⭐ 9.5K) - Theano was a Python library that allows you to define, optimize, and.. BSD-3

GitHub (?‍? 380 · ? 2.5K · ? 11K · ? 2.8K - 24% open · ⏱️ 13.04.2021):
```
git clone https://github.com/Theano/Theano
```
PyPi (? 240K / month · ? 5.5K · ⏱️ 27.07.2020):
```
pip install theano
```
Conda (? 1.7M · ⏱️ 05.06.2021):
```
conda install -c conda-forge theano
```

MXNet (?33 · ⭐ 20K) - Lightweight, Portable, Flexible Distributed/Mobile Deep Learning.. Apache-2

GitHub (?‍? 960 · ? 6.9K · ? 24K · ? 9.6K - 20% open · ⏱️ 26.08.2021):
```
git clone https://github.com/apache/incubator-mxnet
```
PyPi (? 370K / month · ? 440 · ⏱️ 31.03.2021):
```
pip install mxnet
```
Conda (? 6.4K · ⏱️ 29.02.2020):
```
conda install -c anaconda mxnet
```

Fastai (?32 · ⭐ 21K) - The fastai deep learning library. Apache-2

GitHub (?‍? 470 · ? 7.1K · ? 1.5K - 6% open · ⏱️ 23.08.2021):
```
git clone https://github.com/fastai/fastai
```
PyPi (? 310K / month · ? 370 · ⏱️ 21.08.2021):
```
pip install fastai
```

StatsModels (?32 · ⭐ 6.6K) - Statsmodels: statistical modeling and econometrics in Python. BSD-3

GitHub (?‍? 330 · ? 2.3K · ? 25 · ? 48K · ? 4.5K - 47% open · ⏱️ 25.08.2021):
```
git clone https://github.com/statsmodels/statsmodels
```
PyPi (? 5.5M / month · ? 6.7K · ⏱️ 02.02.2021):
```
pip install statsmodels
```

Conda (? 4.6M · ⏱️ 15.02.2021):

conda install -c conda-forge statsmodels

Chainer (?32 · ⭐ 5.6K) - A flexible framework of neural networks for deep learning. MIT

GitHub (?‍? 320 · ? 1.4K · ? 2.4K · ? 2K - 0% open · ⏱️ 10.06.2021):
```
git clone https://github.com/chainer/chainer
```
PyPi (? 26K / month · ? 740 · ⏱️ 10.06.2021):
```
pip install chainer
```

Thinc (?32 · ⭐ 2.3K) - A refreshing functional take on deep learning, compatible with your favorite.. MIT

GitHub (?‍? 40 · ? 210 · ? 15K · ? 110 - 15% open · ⏱️ 24.08.2021):
```
git clone https://github.com/explosion/thinc
```
PyPi (? 2.5M / month · ? 1.1K · ⏱️ 19.07.2021):
```
pip install thinc
```
Conda (? 1.6M · ⏱️ 19.07.2021):
```
conda install -c conda-forge thinc
```

Keras (?31 · ⭐ 52K) - Deep Learning for humans. Apache-2

GitHub (?‍? 960 · ? 19K · ? 11K - 3% open · ⏱️ 26.08.2021):
```
git clone https://github.com/keras-team/keras
```
PyPi (? 4.5M / month · ⏱️ 09.08.2021):
```
pip install keras
```
Conda (? 1.8M · ⏱️ 19.04.2021):
```
conda install -c conda-forge keras
```

PaddlePaddle (?31 · ⭐ 16K) - PArallel Distributed Deep LEarning: Machine Learning.. Apache-2

GitHub (?‍? 610 · ? 4K · ? 15K · ? 68 · ? 14K - 20% open · ⏱️ 26.08.2021):
```
git clone https://github.com/PaddlePaddle/Paddle
```
PyPi (? 35K / month · ? 16 · ⏱️ 03.08.2021):
```
pip install paddlepaddle
```

jax (?31 · ⭐ 14K) - Composable transformations of Python+NumPy programs: differentiate,.. Apache-2

GitHub (?‍? 320 · ? 1.3K · ? 2.3K · ? 2.6K - 31% open · ⏱️ 25.08.2021):
```
git clone https://github.com/google/jax
```
PyPi (? 1.6M / month · ? 46 · ⏱️ 13.08.2021):
```
pip install jax
```
Conda (? 180K · ⏱️ 24.08.2021):
```
conda install -c conda-forge jaxlib
```

Catboost (?31 · ⭐ 6K) - A fast, scalable, high performance Gradient Boosting on Decision.. Apache-2

GitHub (?‍? 860 · ? 910 · ? 62K · ? 1.6K - 19% open · ⏱️ 26.08.2021):
```
git clone https://github.com/catboost/catboost
```
PyPi (? 2.6M / month · ? 160 · ⏱️ 05.08.2021):
```
pip install catboost
```
Conda (? 790K · ⏱️ 05.08.2021):
```
conda install -c conda-forge catboost
```

PyFlink (?30 · ⭐ 17K) - Apache Flink Python API. Apache-2

GitHub (?‍? 1.4K · ? 9.3K · ⏱️ 26.08.2021):
```
git clone https://github.com/apache/flink
```
PyPi (? 15K / month · ⏱️ 02.08.2021):
```
pip install apache-flink
```

Sonnet (?30 · ⭐ 9K) - TensorFlow-based neural network library. Apache-2

GitHub (?‍? 52 · ? 1.3K · ? 640 · ? 160 - 13% open · ⏱️ 13.08.2021):
```
git clone https://github.com/deepmind/sonnet
```
PyPi (? 1.3M / month · ? 82 · ⏱️ 27.03.2020):
```
pip install dm-sonnet
```
Conda (? 11K · ⏱️ 14.11.2020):
```
conda install -c conda-forge sonnet
```

Vowpal Wabbit (?30 · ⭐ 7.7K) - Vowpal Wabbit is a machine learning system which pushes the.. BSD-3

GitHub (?‍? 300 · ? 1.7K · ? 160 · ? 1.1K - 14% open · ⏱️ 25.08.2021):
```
git clone https://github.com/VowpalWabbit/vowpal_wabbit
```
PyPi (? 23K / month · ? 16 · ⏱️ 14.07.2021):
```
pip install vowpalwabbit
```

TFlearn (?29 · ⭐ 9.6K · ?) - Deep learning library featuring a higher-level API for TensorFlow. MIT

GitHub (?‍? 130 · ? 2.4K · ? 3.5K · ? 920 - 60% open · ⏱️ 30.11.2020):
```
git clone https://github.com/tflearn/tflearn
```
PyPi (? 26K / month · ? 960 · ⏱️ 11.11.2020):
```
pip install tflearn
```

Jina (?29 · ⭐ 8.2K · ?) - Cloud-native neural search framework for kind of data. Apache-2

GitHub (?‍? 110 · ? 1.1K · ? 130 · ? 1K - 8% open · ⏱️ 26.08.2021):
```
git clone https://github.com/jina-ai/jina
```
PyPi (? 16K / month · ⏱️ 26.08.2021):
```
pip install jina
```
Docker Hub (? 810K · ⭐ 4 · ⏱️ 26.08.2021):
```
docker pull jinaai/jina
```

tensorpack (?29 · ⭐ 6.1K) - A Neural Net Training Interface on TensorFlow, with focus.. Apache-2

GitHub (?‍? 57 · ? 1.8K · ? 120 · ? 850 · ? 1.3K - 0% open · ⏱️ 10.08.2021):
```
git clone https://github.com/tensorpack/tensorpack
```
PyPi (? 17K / month · ? 76 · ⏱️ 22.01.2021):
```
pip install tensorpack
```

Ignite (?28 · ⭐ 3.6K) - High-level library to help with training and evaluating neural.. BSD-3

GitHub (?‍? 150 · ? 480 · ? 900 - 14% open · ⏱️ 24.08.2021):
```
git clone https://github.com/pytorch/ignite
```
PyPi (? 71K / month · ? 62 · ⏱️ 26.08.2021):
```
pip install pytorch-ignite
```
Conda (? 66K · ⏱️ 02.08.2021):
```
conda install -c pytorch ignite
```

dyNET (?28 · ⭐ 3.2K · ?) - DyNet: The Dynamic Neural Network Toolkit. Apache-2

GitHub (?‍? 160 · ? 700 · ? 3.5K · ? 180 · ? 920 - 28% open · ⏱️ 27.01.2021):
```
git clone https://github.com/clab/dynet
```
PyPi (? 15K / month · ? 38 · ⏱️ 21.10.2020):
```
pip install dyNET
```

skorch (?27 · ⭐ 4.1K) - A scikit-learn compatible neural network library that wraps.. BSD-3

GitHub (?‍? 43 · ? 280 · ? 370 · ? 400 - 11% open · ⏱️ 29.07.2021):
```
git clone https://github.com/skorch-dev/skorch
```
PyPi (? 15K / month · ? 26 · ⏱️ 23.03.2021):
```
pip install skorch
```
Conda (? 350K · ⏱️ 24.03.2021):
```
conda install -c conda-forge skorch
```

Flax (?27 · ⭐ 2.1K) - Flax is a neural network library for JAX that is designed for.. Apache-2 jax

GitHub (?‍? 110 · ? 240 · ? 26 · ? 360 · ? 400 - 42% open · ⏱️ 25.08.2021):
```
git clone https://github.com/google/flax
```
PyPi (? 1.4M / month · ? 6 · ⏱️ 18.05.2021):
```
pip install flax
```

Turi Create (?26 · ⭐ 10K) - Turi Create simplifies the development of custom machine learning.. BSD-3

GitHub (?‍? 82 · ? 1.1K · ? 4.8K · ? 260 · ? 1.8K - 27% open · ⏱️ 16.08.2021):
```
git clone https://github.com/apple/turicreate
```
PyPi (? 26K / month · ? 34 · ⏱️ 30.09.2020):
```
pip install turicreate
```

ktrain (?26 · ⭐ 880) - ktrain is a Python library that makes deep learning and AI more.. Apache-2

GitHub (?‍? 12 · ? 220 · ? 210 · ? 360 - 1% open · ⏱️ 28.07.2021):
```
git clone https://github.com/amaiya/ktrain
```
PyPi (? 26K / month · ? 2 · ⏱️ 28.07.2021):
```
pip install ktrain
```

Ludwig (?25 · ⭐ 7.9K) - Ludwig is a toolbox that allows to train and evaluate deep.. Apache-2

GitHub (?‍? 94 · ? 920 · ? 94 · ? 560 - 21% open · ⏱️ 24.08.2021):
```
git clone https://github.com/ludwig-ai/ludwig
```
PyPi (? 2.2K / month · ? 12 · ⏱️ 15.06.2021):
```
pip install ludwig
```

mlpack (?25 · ⭐ 3.8K) - mlpack: a scalable C++ machine learning library --. BSD-3

GitHub (?‍? 280 · ? 1.3K · ? 1.5K - 10% open · ⏱️ 24.08.2021):
```
git clone https://github.com/mlpack/mlpack
```
PyPi (? 1K / month · ⏱️ 28.10.2020):
```
pip install mlpack
```
Conda (? 87K · ⏱️ 07.07.2021):
```
conda install -c conda-forge mlpack
```

einops (?25 · ⭐ 3.5K) - Deep learning operations reinvented (for pytorch, tensorflow, jax and.. MIT

GitHub (?‍? 12 · ? 130 · ? 980 · ? 78 - 35% open · ⏱️ 04.06.2021):
```
git clone https://github.com/arogozhnikov/einops
```
PyPi (? 390K / month · ? 10 · ⏱️ 08.09.2020):
```
pip install einops
```
Conda (? 6.4K · ⏱️ 15.10.2020):
```
conda install -c conda-forge einops
```

Neural Network Libraries (?25 · ⭐ 2.5K) - Neural Network Libraries. Apache-2

GitHub (?‍? 64 · ? 300 · ? 530 · ? 68 - 42% open · ⏱️ 25.08.2021):
```
git clone https://github.com/sony/nnabla
```
PyPi (? 4.2K / month · ? 34 · ⏱️ 26.06.2021):
```
pip install nnabla
```

tensorflow-upstream (?25 · ⭐ 570) - TensorFlow ROCm port. Apache-2

GitHub (?‍? 3.8K · ? 64 · ? 17 · ? 300 - 18% open · ⏱️ 23.08.2021):
```
git clone https://github.com/ROCmSoftwarePlatform/tensorflow-upstream
```
PyPi (? 3.7K / month · ⏱️ 16.08.2021):
```
pip install tensorflow-rocm
```

SHOGUN (?23 · ⭐ 2.8K · ?) - Unified and efficient Machine Learning. BSD-3

GitHub (?‍? 250 · ? 1K · ? 1.6K - 29% open · ⏱️ 08.12.2020):
```
git clone https://github.com/shogun-toolbox/shogun
```
Conda (? 110K · ⏱️ 25.06.2018):
```
conda install -c conda-forge shogun
```
Docker Hub (? 1.5K · ⭐ 1 · ⏱️ 31.01.2019):
```
docker pull shogun/shogun
```

Objax (?22 · ⭐ 640) - Objax is a machine learning framework that provides an Object.. Apache-2 jax

GitHub (?‍? 21 · ? 51 · ? 15 · ? 96 - 41% open · ⏱️ 27.07.2021):
```
git clone https://github.com/google/objax
```
PyPi (? 3.2K / month · ⏱️ 01.04.2021):
```
pip install objax
```

mace (?21 · ⭐ 4.5K) - MACE is a deep learning inference framework optimized for mobile.. Apache-2

GitHub (?‍? 64 · ? 770 · ? 1.4K · ? 650 - 6% open · ⏱️ 09.08.2021):
```
git clone https://github.com/XiaoMi/mace
```

fklearn (?21 · ⭐ 1.3K) - fklearn: Functional Machine Learning. Apache-2

GitHub (?‍? 37 · ? 150 · ? 10 · ? 39 - 48% open · ⏱️ 28.04.2021):
```
git clone https://github.com/nubank/fklearn
```
PyPi (? 3.4K / month · ⏱️ 09.02.2021):
```
pip install fklearn
```

Neural Tangents (?20 · ⭐ 1.5K) - Fast and Easy Infinite Neural Networks in Python. Apache-2

GitHub (?‍? 19 · ? 170 · ? 130 · ? 21 · ? 92 - 29% open · ⏱️ 25.08.2021):
```
git clone https://github.com/google/neural-tangents
```
PyPi (? 780 / month · ⏱️ 23.08.2021):
```
pip install neural-tangents
```

ThunderSVM (?19 · ⭐ 1.3K) - ThunderSVM: A Fast SVM Library on GPUs and CPUs. Apache-2

GitHub (?‍? 33 · ? 180 · ? 2.2K · ? 200 - 26% open · ⏱️ 10.02.2021):
```
git clone https://github.com/Xtra-Computing/thundersvm
```
PyPi (? 580 / month · ⏱️ 13.03.2020):
```
pip install thundersvm
```

Haiku (?19 · ⭐ 1.3K) - JAX-based neural network library. Apache-2

GitHub (?‍? 45 · ? 97 · ? 160 · ? 100 - 23% open · ⏱️ 16.08.2021):
```
git clone https://github.com/deepmind/dm-haiku
```

Torchbearer (?19 · ⭐ 610) - torchbearer: A model fitting library for PyTorch. MIT

GitHub (?‍? 13 · ? 68 · ? 53 · ? 240 - 3% open · ⏱️ 26.03.2021):
```
git clone https://github.com/pytorchbearer/torchbearer
```
PyPi (? 860 / month · ? 6 · ⏱️ 31.01.2020):
```
pip install torchbearer
```

NeoML (?16 · ⭐ 640) - Machine learning framework for both deep learning and traditional.. Apache-2

GitHub (?‍? 21 · ? 90 · ? 48 - 58% open · ⏱️ 25.08.2021):
```
git clone https://github.com/neoml-lib/neoml
```

ThunderGBM (?15 · ⭐ 610 · ?) - ThunderGBM: Fast GBDTs and Random Forests on GPUs. Apache-2

GitHub (?‍? 10 · ? 79 · ? 50 - 44% open · ⏱️ 05.01.2021):
```
git clone https://github.com/Xtra-Computing/thundergbm
```
PyPi (? 120 / month · ⏱️ 01.05.2020):
```
pip install thundergbm
```

Show 11 hidden projects...

dlib (?33 · ⭐ 10K) - A toolkit for making real world machine learning and data analysis.. ❗️BSL-1.0
CNTK (?27 · ⭐ 17K · ?) - Microsoft Cognitive Toolkit (CNTK), an open source deep-learning toolkit. MIT
NuPIC (?24 · ⭐ 6.3K · ?) - Numenta Platform for Intelligent Computing is an implementation.. ❗️AGPL-3.0
Lasagne (?24 · ⭐ 3.8K · ?) - Lightweight library to build and train neural networks in Theano. MIT
xLearn (?24 · ⭐ 2.9K · ?) - High performance, easy-to-use, and scalable machine learning (ML).. Apache-2
neon (?23 · ⭐ 3.9K · ?) - Intel Nervana reference deep learning framework committed to best.. Apache-2
NeuPy (?23 · ⭐ 690 · ?) - NeuPy is a Tensorflow based python library for prototyping and building.. MIT
MindsDB (?20 · ⭐ 3.9K) - Predictive AI layer for existing databases. ❗️GPL-3.0
chefboost (?20 · ⭐ 270) - A Lightweight Decision Tree Framework supporting regular algorithms:.. MIT
elegy (?17 · ⭐ 250) - Elegy is a framework-agnostic Trainer interface for the Jax.. Apache-2 jax
StarSpace (?13 · ⭐ 3.7K · ?) - Learning embeddings for classification, retrieval and ranking. MIT

Data Visualization

General-purpose and task-specific data visualization libraries.

Matplotlib (?42 · ⭐ 14K) - matplotlib: plotting with Python. Python-2.0

GitHub (?‍? 1.3K · ? 6K · ? 420K · ? 8.1K - 20% open · ⏱️ 26.08.2021):
```
git clone https://github.com/matplotlib/matplotlib
```
PyPi (? 30M / month · ? 79K · ⏱️ 24.08.2021):
```
pip install matplotlib
```

Conda (? 9.6M · ⏱️ 17.08.2021):

conda install -c conda-forge matplotlib

Seaborn (?38 · ⭐ 8.7K) - Statistical data visualization in Python. BSD-3

GitHub (?‍? 160 · ? 1.5K · ? 190 · ? 110K · ? 1.9K - 4% open · ⏱️ 22.08.2021):
```
git clone https://github.com/mwaskom/seaborn
```
PyPi (? 9.1M / month · ? 13K · ⏱️ 16.08.2021):
```
pip install seaborn
```
Conda (? 2.7M · ⏱️ 16.08.2021):
```
conda install -c conda-forge seaborn
```

Plotly (?36 · ⭐ 10K) - The interactive graphing library for Python (includes Plotly Express). MIT

GitHub (?‍? 180 · ? 1.9K · ? 5 · ? 2.1K - 45% open · ⏱️ 23.08.2021):
```
git clone https://github.com/plotly/plotly.py
```
PyPi (? 7.4M / month · ? 5K · ⏱️ 23.08.2021):
```
pip install plotly
```
Conda (? 1.7M · ⏱️ 23.08.2021):
```
conda install -c conda-forge plotly
```
NPM (? 45K / month · ? 4 · ⏱️ 12.01.2021):
```
npm install plotlywidget
```

Bokeh (?33 · ⭐ 15K) - Interactive Data Visualization in the browser, from Python. BSD-3

GitHub (?‍? 570 · ? 3.8K · ? 38K · ? 6.7K - 10% open · ⏱️ 26.08.2021):
```
git clone https://github.com/bokeh/bokeh
```
PyPi (? 1.7M / month · ? 5.9K · ⏱️ 18.08.2021):
```
pip install bokeh
```
Conda (? 5.2M · ⏱️ 20.08.2021):
```
conda install -c conda-forge bokeh
```

dash (?33 · ⭐ 15K) - Analytical Web Apps for Python, R, Julia, and Jupyter. No JavaScript Required. MIT

GitHub (?‍? 96 · ? 1.5K · ? 140 · ? 1.1K - 43% open · ⏱️ 26.08.2021):
```
git clone https://github.com/plotly/dash
```
PyPi (? 640K / month · ? 1.6K · ⏱️ 24.08.2021):
```
pip install dash
```
Conda (? 280K · ⏱️ 25.07.2021):
```
conda install -c conda-forge dash
```

pandas-profiling (?32 · ⭐ 7.8K) - Create HTML profiling reports from pandas DataFrame.. MIT

GitHub (?‍? 79 · ? 1.1K · ? 5K · ? 480 - 17% open · ⏱️ 27.06.2021):
```
git clone https://github.com/pandas-profiling/pandas-profiling
```
PyPi (? 1.4M / month · ? 160 · ⏱️ 11.05.2021):
```
pip install pandas-profiling
```

Conda (? 160K · ⏱️ 12.05.2021):

conda install -c conda-forge pandas-profiling

wordcloud (?31 · ⭐ 8.3K) - A little word cloud generator in Python. MIT

GitHub (?‍? 61 · ? 2.1K · ? 450 - 22% open · ⏱️ 01.03.2021):
```
git clone https://github.com/amueller/word_cloud
```
PyPi (? 610K / month · ? 1.1K · ⏱️ 11.11.2020):
```
pip install wordcloud
```
Conda (? 230K · ⏱️ 14.01.2021):
```
conda install -c conda-forge wordcloud
```

Altair (?31 · ⭐ 6.9K) - Declarative statistical visualization library for Python. BSD-3

GitHub (?‍? 130 · ? 610 · ? 15K · ? 1.6K - 14% open · ⏱️ 18.08.2021):
```
git clone https://github.com/altair-viz/altair
```
PyPi (? 2.3M / month · ? 370 · ⏱️ 01.04.2020):
```
pip install altair
```
Conda (? 860K · ⏱️ 01.04.2020):
```
conda install -c conda-forge altair
```

pyecharts (?30 · ⭐ 11K) - Python Echarts Plotting Library. MIT

GitHub (?‍? 30 · ? 2.5K · ? 1.8K · ? 1.5K - 1% open · ⏱️ 07.05.2021):
```
git clone https://github.com/pyecharts/pyecharts
```
PyPi (? 37K / month · ? 280 · ⏱️ 29.10.2020):
```
pip install pyecharts
```

UMAP (?30 · ⭐ 5K) - Uniform Manifold Approximation and Projection. BSD-3

GitHub (?‍? 90 · ? 540 · ? 3.5K · ? 540 - 49% open · ⏱️ 10.08.2021):
```
git clone https://github.com/lmcinnes/umap
```
PyPi (? 680K / month · ? 230 · ⏱️ 08.02.2021):
```
pip install umap-learn
```

missingno (?30 · ⭐ 2.9K) - Missing data visualization module for Python. MIT

GitHub (?‍? 17 · ? 370 · ? 4.7K · ? 110 - 8% open · ⏱️ 04.07.2021):
```
git clone https://github.com/ResidentMario/missingno
```
PyPi (? 490K / month · ? 150 · ⏱️ 04.07.2021):
```
pip install missingno
```
Conda (? 120K · ⏱️ 15.02.2020):
```
conda install -c conda-forge missingno
```

PyQtGraph (?30 · ⭐ 2.5K) - Fast data visualization and GUI tools for scientific / engineering.. MIT

GitHub (?‍? 200 · ? 860 · ? 910 - 31% open · ⏱️ 17.08.2021):
```
git clone https://github.com/pyqtgraph/pyqtgraph
```
PyPi (? 69K / month · ? 890 · ⏱️ 08.07.2021):
```
pip install pyqtgraph
```
Conda (? 190K · ⏱️ 08.07.2021):
```
conda install -c conda-forge pyqtgraph
```

Graphviz (?30 · ⭐ 1K) - Simple Python interface for Graphviz. MIT

GitHub (?‍? 15 · ? 150 · ? 23K · ? 110 - 7% open · ⏱️ 31.07.2021):
```
git clone https://github.com/xflr6/graphviz
```
PyPi (? 6.6M / month · ? 4.4K · ⏱️ 14.07.2021):
```
pip install graphviz
```

datashader (?29 · ⭐ 2.6K · ?) - Quickly and accurately render even the largest data. BSD-3

GitHub (?‍? 43 · ? 330 · ? 780 · ? 470 - 25% open · ⏱️ 05.06.2021):
```
git clone https://github.com/holoviz/datashader
```
PyPi (? 97K / month · ? 70 · ⏱️ 09.06.2021):
```
pip install datashader
```

Conda (? 210K · ⏱️ 10.06.2021):

conda install -c conda-forge datashader

Cufflinks (?29 · ⭐ 2.3K) - Productivity Tools for Plotly + Pandas. MIT

GitHub (?‍? 38 · ? 540 · ? 4.1K · ? 200 - 39% open · ⏱️ 25.02.2021):
```
git clone https://github.com/santosjorge/cufflinks
```
PyPi (? 210K / month · ? 230 · ⏱️ 01.03.2020):
```
pip install cufflinks
```

HoloViews (?29 · ⭐ 2K) - With Holoviews, your data visualizes itself. BSD-3

GitHub (?‍? 110 · ? 320 · ? 2.7K - 29% open · ⏱️ 23.08.2021):
```
git clone https://github.com/holoviz/holoviews
```
PyPi (? 190K / month · ? 170 · ⏱️ 16.07.2021):
```
pip install holoviews
```
Conda (? 560K · ⏱️ 19.07.2021):
```
conda install -c conda-forge holoviews
```
NPM (? 4.6K / month · ⏱️ 24.05.2020):
```
npm install @pyviz/jupyterlab_pyviz
```

bqplot (?28 · ⭐ 3.1K) - Plotting library for IPython/Jupyter notebooks. Apache-2

GitHub (?‍? 54 · ? 410 · ? 27 · ? 540 - 35% open · ⏱️ 25.08.2021):
```
git clone https://github.com/bqplot/bqplot
```
PyPi (? 63K / month · ? 110 · ⏱️ 16.07.2021):
```
pip install bqplot
```
Conda (? 740K · ⏱️ 16.07.2021):
```
conda install -c conda-forge bqplot
```
NPM (? 13K / month · ? 10 · ⏱️ 16.07.2021):
```
npm install bqplot
```

data-validation (?28 · ⭐ 570) - Library for exploring and validating machine learning.. Apache-2

GitHub (?‍? 21 · ? 100 · ? 280 · ? 320 · ? 130 - 28% open · ⏱️ 24.08.2021):
```
git clone https://github.com/tensorflow/data-validation
```
PyPi (? 8.5M / month · ? 18 · ⏱️ 28.07.2021):
```
pip install tensorflow-data-validation
```

Perspective (?27 · ⭐ 3.5K) - Streaming pivot visualization via WebAssembly. Apache-2

GitHub (?‍? 64 · ? 390 · ? 200 · ? 440 - 17% open · ⏱️ 16.08.2021):
```
git clone https://github.com/finos/perspective
```
PyPi (? 1.9K / month · ? 8 · ⏱️ 08.07.2021):
```
pip install perspective-python
```

NPM (? 2.4K / month · ⏱️ 12.08.2021):

npm install @finos/perspective-jupyterlab

PyVista (?27 · ⭐ 900) - 3D plotting and mesh analysis through a streamlined interface for the.. MIT

GitHub (?‍? 58 · ? 170 · ? 210 · ? 420 · ? 550 - 27% open · ⏱️ 26.08.2021):
```
git clone https://github.com/pyvista/pyvista
```
PyPi (? 21K / month · ? 26 · ⏱️ 23.06.2021):
```
pip install pyvista
```
Conda (? 110K · ⏱️ 24.06.2021):
```
conda install -c conda-forge pyvista
```

Facets Overview (?26 · ⭐ 6.7K) - Visualizations for machine learning datasets. Apache-2

GitHub (?‍? 28 · ? 830 · ? 62 · ? 150 - 50% open · ⏱️ 06.05.2021):
```
git clone https://github.com/pair-code/facets
```
PyPi (? 120K / month · ? 6 · ⏱️ 24.07.2019):
```
pip install facets-overview
```

VisPy (?26 · ⭐ 2.7K) - High-performance interactive 2D/3D data visualization library. BSD-3

GitHub (?‍? 160 · ? 570 · ? 560 · ? 1.2K - 27% open · ⏱️ 25.08.2021):
```
git clone https://github.com/vispy/vispy
```
PyPi (? 31K / month · ? 120 · ⏱️ 20.08.2021):
```
pip install vispy
```
Conda (? 170K · ⏱️ 20.08.2021):
```
conda install -c conda-forge vispy
```
NPM (? 61 / month · ⏱️ 15.03.2020):
```
npm install vispy
```

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

GitHub (?‍? 21 · ? 150 · ? 2 · ? 140 · ? 190 - 35% open · ⏱️ 19.07.2021):
```
git clone https://github.com/ContextLab/hypertools
```
PyPi (? 2.3K / month · ? 9 · ⏱️ 15.06.2021):
```
pip install hypertools
```

D-Tale (?25 · ⭐ 2.6K) - Visualizer for pandas data structures. ❗️LGPL-2.1

GitHub (?‍? 17 · ? 200 · ? 220 · ? 400 - 9% open · ⏱️ 18.08.2021):
```
git clone https://github.com/man-group/dtale
```
PyPi (? 14K / month · ⏱️ 18.08.2021):
```
pip install dtale
```
Conda (? 79K · ⏱️ 18.08.2021):
```
conda install -c conda-forge dtale
```

pythreejs (?25 · ⭐ 750) - A Jupyter - Three.js bridge. BSD-3

GitHub (?‍? 27 · ? 160 · ? 18 · ? 200 - 30% open · ⏱️ 26.02.2021):
```
git clone https://github.com/jupyter-widgets/pythreejs
```
PyPi (? 42K / month · ? 26 · ⏱️ 26.02.2021):
```
pip install pythreejs
```
Conda (? 330K · ⏱️ 02.03.2021):
```
conda install -c conda-forge pythreejs
```
NPM (? 7.4K / month · ? 8 · ⏱️ 26.02.2021):
```
npm install jupyter-threejs
```

PDPbox (?25 · ⭐ 600) - python partial dependence plot toolbox. MIT

GitHub (?‍? 7 · ? 94 · ? 420 · ? 58 - 34% open · ⏱️ 14.03.2021):
```
git clone https://github.com/SauceCat/PDPbox
```
PyPi (? 74K / month · ? 34 · ⏱️ 14.03.2021):
```
pip install pdpbox
```
Conda (? 9K · ⏱️ 14.03.2021):
```
conda install -c conda-forge pdpbox
```

hvPlot (?25 · ⭐ 440) - A high-level plotting API for pandas, dask, xarray, and networkx built on.. BSD-3

GitHub (?‍? 30 · ? 59 · ? 730 · ? 380 - 33% open · ⏱️ 05.08.2021):
```
git clone https://github.com/holoviz/hvplot
```
PyPi (? 32K / month · ? 30 · ⏱️ 23.07.2021):
```
pip install hvplot
```
Conda (? 110K · ⏱️ 23.07.2021):
```
conda install -c conda-forge hvplot
```

openTSNE (?24 · ⭐ 870) - Extensible, parallel implementations of t-SNE. BSD-3

GitHub (?‍? 10 · ? 91 · ? 240 · ? 94 - 8% open · ⏱️ 06.06.2021):
```
git clone https://github.com/pavlin-policar/openTSNE
```
PyPi (? 19K / month · ? 4 · ⏱️ 25.04.2021):
```
pip install opentsne
```
Conda (? 120K · ⏱️ 09.08.2021):
```
conda install -c conda-forge opentsne
```

Chartify (?23 · ⭐ 3K) - Python library that makes it easy for data scientists to create charts. Apache-2

GitHub (?‍? 21 · ? 260 · ? 57 · ? 70 - 57% open · ⏱️ 05.02.2021):
```
git clone https://github.com/spotify/chartify
```
PyPi (? 1.8K / month · ? 5 · ⏱️ 02.11.2020):
```
pip install chartify
```
Conda (? 16K · ⏱️ 07.11.2020):
```
conda install -c conda-forge chartify
```

PandasGUI (?23 · ⭐ 2.3K) - A GUI for Pandas DataFrames. MIT

GitHub (?‍? 9 · ? 140 · ? 90 · ? 130 - 20% open · ⏱️ 14.08.2021):
```
git clone https://github.com/adamerose/pandasgui
```
PyPi (? 7.6K / month · ? 2 · ⏱️ 14.08.2021):
```
pip install pandasgui
```

Multicore-TSNE (?23 · ⭐ 1.6K · ?) - Parallel t-SNE implementation with Python and Torch.. BSD-3

GitHub (?‍? 15 · ? 200 · ? 250 · ? 57 - 64% open · ⏱️ 19.08.2020):
```
git clone https://github.com/DmitryUlyanov/Multicore-TSNE
```
PyPi (? 4.2K / month · ? 28 · ⏱️ 09.01.2019):
```
pip install MulticoreTSNE
```

Conda (? 9.6K · ⏱️ 23.04.2021):

conda install -c conda-forge multicore-tsne

Pandas-Bokeh (?23 · ⭐ 710) - Bokeh Plotting Backend for Pandas and GeoPandas. MIT

GitHub (?‍? 12 · ? 86 · ? 210 · ? 87 - 26% open · ⏱️ 10.05.2021):
```
git clone https://github.com/PatrikHlobil/Pandas-Bokeh
```
PyPi (? 9K / month · ? 10 · ⏱️ 11.04.2021):
```
pip install pandas-bokeh
```

python-ternary (?23 · ⭐ 450) - Ternary plotting library for python with matplotlib. MIT

GitHub (?‍? 27 · ? 120 · ? 17 · ? 67 · ? 110 - 21% open · ⏱️ 24.08.2021):
```
git clone https://github.com/marcharper/python-ternary
```
PyPi (? 14K / month · ? 20 · ⏱️ 17.02.2021):
```
pip install python-ternary
```

Conda (? 58K · ⏱️ 17.02.2021):

conda install -c conda-forge python-ternary

vega (?23 · ⭐ 310) - IPython/Jupyter notebook module for Vega and Vega-Lite. BSD-3

GitHub (?‍? 10 · ? 46 · ? 91 - 12% open · ⏱️ 02.08.2021):
```
git clone https://github.com/vega/ipyvega
```
PyPi (? 28K / month · ? 150 · ⏱️ 03.06.2021):
```
pip install vega
```
Conda (? 450K · ⏱️ 11.08.2021):
```
conda install -c conda-forge vega
```

lets-plot (?22 · ⭐ 660) - An open-source plotting library for statistical data. MIT

GitHub (?‍? 15 · ? 26 · ? 100 · ? 11 · ? 190 - 34% open · ⏱️ 25.08.2021):
```
git clone https://github.com/JetBrains/lets-plot
```
PyPi (? 3.9K / month · ⏱️ 16.08.2021):
```
pip install lets-plot
```

FiftyOne (?22 · ⭐ 560) - Visualize, create, and debug image and video datasets.. Apache-2

GitHub (?‍? 17 · ? 64 · ? 13 · ? 500 - 29% open · ⏱️ 25.08.2021):
```
git clone https://github.com/voxel51/fiftyone
```
PyPi (? 7.4K / month · ⏱️ 25.08.2021):
```
pip install fiftyone
```

PyWaffle (?22 · ⭐ 440) - Make Waffle Charts in Python. MIT

GitHub (?‍? 6 · ? 74 · ? 81 · ? 13 - 15% open · ⏱️ 28.07.2021):
```
git clone https://github.com/gyli/PyWaffle
```
PyPi (? 2K / month · ⏱️ 28.07.2021):
```
pip install pywaffle
```

Sweetviz (?21 · ⭐ 1.7K) - Visualize and compare datasets, target values and associations, with one.. MIT

GitHub (?‍? 6 · ? 170 · ? 85 - 27% open · ⏱️ 08.07.2021):
```
git clone https://github.com/fbdesignpro/sweetviz
```
PyPi (? 24K / month · ⏱️ 08.07.2021):
```
pip install sweetviz
```

AutoViz (?21 · ⭐ 460) - Automatically Visualize any dataset, any size with a single line of.. Apache-2

GitHub (?‍? 10 · ? 80 · ? 82 · ? 30 - 13% open · ⏱️ 01.07.2021):
```
git clone https://github.com/AutoViML/AutoViz
```
PyPi (? 4.1K / month · ⏱️ 01.07.2021):
```
pip install autoviz
```

joypy (?21 · ⭐ 340) - Joyplots in Python with matplotlib & pandas. MIT

GitHub (?‍? 5 · ? 36 · ? 91 · ? 43 - 16% open · ⏱️ 13.06.2021):
```
git clone https://github.com/leotac/joypy
```
PyPi (? 19K / month · ? 6 · ⏱️ 28.12.2020):
```
pip install joypy
```
Conda (? 11K · ⏱️ 28.12.2020):
```
conda install -c conda-forge joypy
```

HiPlot (?19 · ⭐ 2.2K) - HiPlot makes understanding high dimensional data easy. MIT

GitHub (?‍? 6 · ? 98 · ? 2 · ? 68 - 16% open · ⏱️ 13.08.2021):
```
git clone https://github.com/facebookresearch/hiplot
```
PyPi (? 11K / month · ⏱️ 28.07.2021):
```
pip install hiplot
```
Conda (? 63K · ⏱️ 28.07.2021):
```
conda install -c conda-forge hiplot
```

animatplot (?18 · ⭐ 380 · ?) - A python package for animating plots build on matplotlib. MIT

GitHub (?‍? 7 · ? 34 · ? 25 · ? 33 - 51% open · ⏱️ 05.10.2020):
```
git clone https://github.com/t-makaro/animatplot
```
PyPi (? 340 / month · ? 2 · ⏱️ 05.10.2020):
```
pip install animatplot
```

Conda (? 6.5K · ⏱️ 06.10.2020):

conda install -c conda-forge animatplot

Show 8 hidden projects...

plotnine (?28 · ⭐ 2.8K) - A grammar of graphics for Python. ❗️GPL-2.0
cartopy (?27 · ⭐ 910) - Cartopy - a cartographic python library with matplotlib support. ❗️LGPL-3.0
pivottablejs (?21 · ⭐ 440 · ?) - Dragndrop Pivot Tables and Charts for Jupyter/IPython.. MIT
ivis (?20 · ⭐ 240) - Dimensionality reduction in very large datasets using Siamese.. Apache-2
pdvega (?16 · ⭐ 340 · ?) - Interactive plotting for Pandas using Vega-Lite. MIT
nx-altair (?16 · ⭐ 170 · ?) - Draw interactive NetworkX graphs with Altair. MIT
data-describe (?15 · ⭐ 280) - datadescribe: Pythonic EDA Accelerator for Data Science. Apache-2
nptsne (?14 · ⭐ 25) - nptsne is a numpy compatible python binary package that offers a number.. Apache-2

Text Data & NLP

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

transformers (?37 · ⭐ 50K) - Transformers: State-of-the-art Natural Language.. Apache-2

GitHub (?‍? 970 · ? 12K · ? 1.4K · ? 15K · ? 7.7K - 5% open · ⏱️ 26.08.2021):
```
git clone https://github.com/huggingface/transformers
```
PyPi (? 3.5M / month · ? 130 · ⏱️ 09.08.2021):
```
pip install transformers
```

Conda (? 63K · ⏱️ 09.08.2021):

conda install -c conda-forge transformers

spaCy (?37 · ⭐ 21K) - Industrial-strength Natural Language Processing (NLP) in Python. MIT

GitHub (?‍? 610 · ? 3.6K · ? 3.1K · ? 29K · ? 4.8K - 1% open · ⏱️ 26.08.2021):
```
git clone https://github.com/explosion/spaCy
```
PyPi (? 2.7M / month · ? 3.1K · ⏱️ 20.08.2021):
```
pip install spacy
```
Conda (? 2.3M · ⏱️ 25.08.2021):
```
conda install -c conda-forge spacy
```

gensim (?36 · ⭐ 12K) - Topic Modelling for Humans. ❗️LGPL-2.1

GitHub (?‍? 410 · ? 4K · ? 3.5K · ? 26K · ? 1.7K - 21% open · ⏱️ 18.08.2021):
```
git clone https://github.com/RaRe-Technologies/gensim
```
PyPi (? 9.4M / month · ? 4.7K · ⏱️ 25.03.2021):
```
pip install gensim
```
Conda (? 710K · ⏱️ 15.06.2021):
```
conda install -c conda-forge gensim
```

nltk (?35 · ⭐ 10K) - Suite of libraries and programs for symbolic and statistical natural.. Apache-2

GitHub (?‍? 400 · ? 2.5K · ? 110K · ? 1.5K - 15% open · ⏱️ 26.08.2021):
```
git clone https://github.com/nltk/nltk
```
PyPi (? 12M / month · ? 21K · ⏱️ 07.04.2021):
```
pip install nltk
```
Conda (? 850K · ⏱️ 20.04.2021):
```
conda install -c conda-forge nltk
```

flair (?32 · ⭐ 11K) - A very simple framework for state-of-the-art Natural Language Processing.. MIT

GitHub (?‍? 200 · ? 1.7K · ? 910 · ? 1.6K - 5% open · ⏱️ 25.08.2021):
```
git clone https://github.com/flairNLP/flair
```
PyPi (? 74K / month · ? 48 · ⏱️ 08.03.2021):
```
pip install flair
```

AllenNLP (?32 · ⭐ 10K) - An open-source NLP research library, built on PyTorch. Apache-2

GitHub (?‍? 250 · ? 2.1K · ? 43 · ? 1.9K · ? 2.4K - 3% open · ⏱️ 25.08.2021):
```
git clone https://github.com/allenai/allennlp
```
PyPi (? 40K / month · ? 230 · ⏱️ 26.08.2021):
```
pip install allennlp
```

ChatterBot (?31 · ⭐ 11K · ?) - ChatterBot is a machine learning, conversational dialog engine.. BSD-3

GitHub (?‍? 100 · ? 3.8K · ? 3.8K · ? 1.5K - 18% open · ⏱️ 01.06.2021):
```
git clone https://github.com/gunthercox/ChatterBot
```
PyPi (? 59K / month · ? 680 · ⏱️ 22.08.2020):
```
pip install chatterbot
```

sentence-transformers (?31 · ⭐ 5.9K) - Multilingual Sentence & Image Embeddings with BERT. Apache-2

GitHub (?‍? 59 · ? 1.1K · ? 1.5K · ? 1K - 48% open · ⏱️ 24.08.2021):
```
git clone https://github.com/UKPLab/sentence-transformers
```
PyPi (? 490K / month · ⏱️ 24.06.2021):
```
pip install sentence-transformers
```

sentencepiece (?31 · ⭐ 5.3K) - Unsupervised text tokenizer for Neural Network-based text.. Apache-2

GitHub (?‍? 57 · ? 700 · ? 16K · ? 9.5K · ? 470 - 6% open · ⏱️ 02.07.2021):
```
git clone https://github.com/google/sentencepiece
```
PyPi (? 3.1M / month · ? 240 · ⏱️ 18.06.2021):
```
pip install sentencepiece
```

Conda (? 86K · ⏱️ 09.02.2021):

conda install -c conda-forge sentencepiece

fairseq (?30 · ⭐ 14K) - Facebook AI Research Sequence-to-Sequence Toolkit written in Python. MIT

GitHub (?‍? 350 · ? 3.4K · ? 140 · ? 500 · ? 2.9K - 31% open · ⏱️ 26.08.2021):
```
git clone https://github.com/pytorch/fairseq
```
PyPi (? 33K / month · ? 20 · ⏱️ 05.01.2021):
```
pip install fairseq
```

TextBlob (?30 · ⭐ 7.8K) - Simple, Pythonic, text processing--Sentiment analysis, part-of-speech.. MIT

GitHub (?‍? 34 · ? 1K · ? 94 · ? 14K · ? 240 - 36% open · ⏱️ 10.05.2021):
```
git clone https://github.com/sloria/TextBlob
```
PyPi (? 640K / month · ? 2.5K · ⏱️ 24.02.2019):
```
pip install textblob
```
Conda (? 130K · ⏱️ 24.02.2019):
```
conda install -c conda-forge textblob
```

Tokenizers (?29 · ⭐ 4.8K) - Fast State-of-the-Art Tokenizers optimized for Research and.. Apache-2

GitHub (?‍? 46 · ? 370 · ? 36 · ? 490 - 27% open · ⏱️ 13.08.2021):
```
git clone https://github.com/huggingface/tokenizers
```
PyPi (? 3.9M / month · ⏱️ 24.05.2021):
```
pip install tokenizers
```

Conda (? 79K · ⏱️ 10.03.2021):

conda install -c conda-forge tokenizers

Dedupe (?29 · ⭐ 3.1K) - A python library for accurate and scalable fuzzy matching, record.. MIT

GitHub (?‍? 58 · ? 430 · ? 200 · ? 660 - 9% open · ⏱️ 23.08.2021):
```
git clone https://github.com/dedupeio/dedupe
```
PyPi (? 120K / month · ? 78 · ⏱️ 17.04.2021):
```
pip install dedupe
```

snowballstemmer (?29 · ⭐ 520) - Snowball compiler and stemming algorithms. BSD-3

GitHub (?‍? 27 · ? 140 · ? 4 · ? 62 - 30% open · ⏱️ 25.08.2021):
```
git clone https://github.com/snowballstem/snowball
```
PyPi (? 5.3M / month · ? 13K · ⏱️ 21.01.2021):
```
pip install snowballstemmer
```

Conda (? 3M · ⏱️ 21.01.2021):

conda install -c conda-forge snowballstemmer

Rasa (?28 · ⭐ 13K) - Open source machine learning framework to automate text- and voice-.. Apache-2

GitHub (?‍? 500 · ? 3.6K · ? 5.8K - 12% open · ⏱️ 26.08.2021):
```
git clone https://github.com/RasaHQ/rasa
```
PyPi (? 170K / month · ? 64 · ⏱️ 19.08.2021):
```
pip install rasa
```

ParlAI (?28 · ⭐ 8.2K) - A framework for training and evaluating AI models on a variety of.. MIT

GitHub (?‍? 160 · ? 1.6K · ? 38 · ? 1.1K - 9% open · ⏱️ 26.08.2021):
```
git clone https://github.com/facebookresearch/ParlAI
```
PyPi (? 4.2K / month · ⏱️ 25.08.2021):
```
pip install parlai
```

DeepPavlov (?28 · ⭐ 5.4K) - An open source library for deep learning end-to-end dialog.. Apache-2

GitHub (?‍? 66 · ? 970 · ? 210 · ? 590 - 21% open · ⏱️ 02.08.2021):
```
git clone https://github.com/deepmipt/DeepPavlov
```
PyPi (? 11K / month · ? 8 · ⏱️ 02.08.2021):
```
pip install deeppavlov
```

OpenNMT (?28 · ⭐ 5.2K) - Open Source Neural Machine Translation in PyTorch. MIT

GitHub (?‍? 170 · ? 1.9K · ? 100 · ? 1.3K - 8% open · ⏱️ 23.08.2021):
```
git clone https://github.com/OpenNMT/OpenNMT-py
```
PyPi (? 4.2K / month · ? 4 · ⏱️ 30.04.2021):
```
pip install OpenNMT-py
```

ftfy (?28 · ⭐ 3K) - Fixes mojibake and other glitches in Unicode text, after the fact. MIT

GitHub (?‍? 18 · ? 100 · ? 3.8K · ? 120 - 10% open · ⏱️ 17.05.2021):
```
git clone https://github.com/LuminosoInsight/python-ftfy
```
PyPi (? 960K / month · ? 760 · ⏱️ 24.05.2021):
```
pip install ftfy
```
Conda (? 120K · ⏱️ 25.05.2021):
```
conda install -c conda-forge ftfy
```

torchtext (?28 · ⭐ 2.8K) - Data loaders and abstractions for text and NLP. BSD-3

GitHub (?‍? 110 · ? 650 · ? 650 - 48% open · ⏱️ 24.08.2021):
```
git clone https://github.com/pytorch/text
```
PyPi (? 120K / month · ? 680 · ⏱️ 15.06.2021):
```
pip install torchtext
```

TensorFlow Text (?28 · ⭐ 800) - Making text a first-class citizen in TensorFlow. Apache-2

GitHub (?‍? 53 · ? 120 · ? 920 · ? 170 - 38% open · ⏱️ 25.08.2021):
```
git clone https://github.com/tensorflow/text
```
PyPi (? 2M / month · ? 4 · ⏱️ 17.08.2021):
```
pip install tensorflow-text
```

GluonNLP (?27 · ⭐ 2.3K) - Toolkit that enables easy text preprocessing, datasets loading.. Apache-2

GitHub (?‍? 82 · ? 510 · ? 560 · ? 550 - 46% open · ⏱️ 24.08.2021):
```
git clone https://github.com/dmlc/gluon-nlp
```
PyPi (? 77K / month · ? 22 · ⏱️ 13.08.2020):
```
pip install gluonnlp
```

spark-nlp (?27 · ⭐ 2.3K) - State of the Art Natural Language Processing. Apache-2

GitHub (?‍? 93 · ? 480 · ? 540 - 14% open · ⏱️ 26.08.2021):
```
git clone https://github.com/JohnSnowLabs/spark-nlp
```
PyPi (? 1M / month · ⏱️ 11.08.2021):
```
pip install spark-nlp
```

jellyfish (?27 · ⭐ 1.5K) - a python library for doing approximate and phonetic matching of.. BSD-2

GitHub (?‍? 23 · ? 140 · ? 2.7K · ? 100 - 9% open · ⏱️ 17.08.2021):
```
git clone https://github.com/jamesturk/jellyfish
```
PyPi (? 1.3M / month · ? 650 · ⏱️ 17.08.2021):
```
pip install jellyfish
```
Conda (? 140K · ⏱️ 08.01.2021):
```
conda install -c conda-forge jellyfish
```

vaderSentiment (?26 · ⭐ 3.1K) - VADER Sentiment Analysis. VADER (Valence Aware Dictionary and.. MIT

GitHub (?‍? 10 · ? 800 · ? 2.9K · ? 110 - 30% open · ⏱️ 15.03.2021):
```
git clone https://github.com/cjhutto/vaderSentiment
```
PyPi (? 140K / month · ? 290 · ⏱️ 22.05.2020):
```
pip install vadersentiment
```

haystack (?26 · ⭐ 2.3K) - End-to-end Python framework for building natural language search.. Apache-2

GitHub (?‍? 61 · ? 450 · ? 74 · ? 790 - 14% open · ⏱️ 24.08.2021):
```
git clone https://github.com/deepset-ai/haystack
```
PyPi (? 1.8K / month · ? 170 · ⏱️ 03.07.2017):
```
pip install haystack
```

TextDistance (?26 · ⭐ 2K) - Compute distance between sequences. 30+ algorithms, pure python.. MIT

GitHub (?‍? 11 · ? 170 · ? 120 · ? 910 · ⏱️ 29.07.2021):
```
git clone https://github.com/life4/textdistance
```
PyPi (? 210K / month · ? 28 · ⏱️ 29.01.2021):
```
pip install textdistance
```

Conda (? 50K · ⏱️ 29.01.2021):

conda install -c conda-forge textdistance

CLTK (?26 · ⭐ 680) - The Classical Language Toolkit. MIT

GitHub (?‍? 110 · ? 300 · ? 22 · ? 170 · ? 500 - 24% open · ⏱️ 20.08.2021):
```
git clone https://github.com/cltk/cltk
```
PyPi (? 2K / month · ? 68 · ⏱️ 20.08.2021):
```
pip install cltk
```

PyText (?25 · ⭐ 6.2K) - A natural language modeling framework based on PyTorch. BSD-3

GitHub (?‍? 200 · ? 800 · ? 260 · ? 96 · ? 220 - 66% open · ⏱️ 26.08.2021):
```
git clone https://github.com/facebookresearch/pytext
```
PyPi (? 430 / month · ? 1 · ⏱️ 08.06.2020):
```
pip install pytext-nlp
```

stanza (?25 · ⭐ 5.6K) - Official Stanford NLP Python Library for Many Human Languages. Apache-2

GitHub (?‍? 39 · ? 730 · ? 610 · ? 560 - 11% open · ⏱️ 09.08.2021):
```
git clone https://github.com/stanfordnlp/stanza
```
PyPi (? 50K / month · ? 4 · ⏱️ 09.08.2021):
```
pip install stanza
```
Conda (? 4.1K · ⏱️ 09.08.2021):
```
conda install -c stanfordnlp stanza
```

Sumy (?25 · ⭐ 2.6K · ?) - Module for automatic summarization of text documents and HTML pages. Apache-2

GitHub (?‍? 21 · ? 460 · ? 880 · ? 92 - 15% open · ⏱️ 17.06.2021):
```
git clone https://github.com/miso-belica/sumy
```
PyPi (? 21K / month · ? 190 · ⏱️ 19.05.2019):
```
pip install sumy
```

nlpaug (?25 · ⭐ 2.4K) - Data augmentation for NLP. MIT

GitHub (?‍? 19 · ? 280 · ? 170 · ? 140 - 21% open · ⏱️ 30.07.2021):
```
git clone https://github.com/makcedward/nlpaug
```
PyPi (? 22K / month · ? 2 · ⏱️ 21.07.2021):
```
pip install nlpaug
```

neuralcoref (?25 · ⭐ 2.4K) - Fast Coreference Resolution in spaCy with Neural Networks. MIT

GitHub (?‍? 21 · ? 410 · ? 250 · ? 380 · ? 280 - 18% open · ⏱️ 22.06.2021):
```
git clone https://github.com/huggingface/neuralcoref
```
PyPi (? 19K / month · ? 18 · ⏱️ 08.04.2019):
```
pip install neuralcoref
```

Conda (? 9.5K · ⏱️ 21.02.2020):

conda install -c conda-forge neuralcoref

scattertext (?25 · ⭐ 1.7K) - Beautiful visualizations of how language differs among document.. Apache-2

GitHub (?‍? 11 · ? 220 · ? 210 · ? 82 - 20% open · ⏱️ 07.07.2021):
```
git clone https://github.com/JasonKessler/scattertext
```
PyPi (? 4.3K / month · ? 16 · ⏱️ 07.07.2021):
```
pip install scattertext
```

Conda (? 56K · ⏱️ 07.07.2021):

conda install -c conda-forge scattertext

spacy-transformers (?25 · ⭐ 1K) - Use pretrained transformers like BERT, XLNet and GPT-2.. MIT spacy

GitHub (?‍? 16 · ? 120 · ? 250 · ⏱️ 17.08.2021):

git clone https://github.com/explosion/spacy-transformers

PyPi (? 57K / month · ? 6 · ⏱️ 26.08.2021):
```
pip install spacy-transformers
```

Ciphey (?24 · ⭐ 8K) - Automatically decrypt encryptions without knowing the key or cipher, decode.. MIT

GitHub (?‍? 45 · ? 460 · ? 260 - 20% open · ⏱️ 19.08.2021):
```
git clone https://github.com/Ciphey/Ciphey
```
PyPi (? 14K / month · ⏱️ 06.06.2021):
```
pip install ciphey
```
Docker Hub (? 11K · ⭐ 4 · ⏱️ 06.06.2021):
```
docker pull remnux/ciphey
```

english-words (?24 · ⭐ 5.5K · ?) - A text file containing 479k English words for all your.. Unlicense

GitHub (?‍? 25 · ? 1.2K · ? 70 - 62% open · ⏱️ 15.10.2020):
```
git clone https://github.com/dwyl/english-words
```
PyPi (? 12K / month · ? 4 · ⏱️ 02.08.2021):
```
pip install english-words
```

DeepMatcher (?24 · ⭐ 3.8K) - Python package for performing Entity and Text Matching using Deep.. BSD-3

GitHub (?‍? 7 · ? 1.4K · ? 14 · ? 75 - 70% open · ⏱️ 13.06.2021):
```
git clone https://github.com/anhaidgroup/deepmatcher
```
PyPi (? 2K / month · ⏱️ 13.06.2021):
```
pip install deepmatcher
```

T5 (?24 · ⭐ 3.6K) - Code for the paper Exploring the Limits of Transfer Learning with a.. Apache-2

GitHub (?‍? 40 · ? 480 · ? 47 · ? 380 - 14% open · ⏱️ 24.08.2021):

git clone https://github.com/google-research/text-to-text-transfer-transformer

PyPi (? 13K / month · ⏱️ 04.08.2021):
```
pip install t5
```

pytorch-nlp (?24 · ⭐ 1.9K) - Basic Utilities for PyTorch Natural Language Processing (NLP). BSD-3

GitHub (?‍? 18 · ? 240 · ? 270 · ? 65 - 24% open · ⏱️ 10.07.2021):
```
git clone https://github.com/PetrochukM/PyTorch-NLP
```
PyPi (? 5K / month · ? 18 · ⏱️ 04.11.2019):
```
pip install pytorch-nlp
```

sense2vec (?24 · ⭐ 1.3K) - Contextually-keyed word vectors. MIT

GitHub (?‍? 17 · ? 210 · ? 19K · ? 81 · ? 100 - 18% open · ⏱️ 16.08.2021):
```
git clone https://github.com/explosion/sense2vec
```
PyPi (? 5.1K / month · ? 12 · ⏱️ 19.04.2021):
```
pip install sense2vec
```
Conda (? 22K · ⏱️ 14.07.2021):
```
conda install -c conda-forge sense2vec
```

Snips NLU (?23 · ⭐ 3.5K) - Snips Python library to extract meaning from text. Apache-2

GitHub (?‍? 22 · ? 480 · ? 250 - 21% open · ⏱️ 03.05.2021):
```
git clone https://github.com/snipsco/snips-nlu
```
PyPi (? 2.9K / month · ? 16 · ⏱️ 15.01.2020):
```
pip install snips-nlu
```

MatchZoo (?23 · ⭐ 3.5K) - Facilitating the design, comparison and sharing of deep text.. Apache-2

GitHub (?‍? 36 · ? 890 · ? 10 · ? 460 - 6% open · ⏱️ 02.06.2021):
```
git clone https://github.com/NTMC-Community/MatchZoo
```
PyPi (? 260 / month · ⏱️ 24.10.2019):
```
pip install matchzoo
```

fastNLP (?23 · ⭐ 2.3K) - fastNLP: A Modularized and Extensible NLP Framework. Currently still.. Apache-2

GitHub (?‍? 50 · ? 380 · ? 63 · ? 40 · ? 160 - 13% open · ⏱️ 13.07.2021):
```
git clone https://github.com/fastnlp/fastNLP
```
PyPi (? 950 / month · ? 1 · ⏱️ 04.02.2019):
```
pip install fastnlp
```

textacy (?23 · ⭐ 1.7K) - NLP, before and after spaCy. Apache-2

GitHub (?‍? 31 · ? 230 · ? 240 - 12% open · ⏱️ 31.05.2021):
```
git clone https://github.com/chartbeat-labs/textacy
```
PyPi (? 32K / month · ? 150 · ⏱️ 12.04.2021):
```
pip install textacy
```
Conda (? 97K · ⏱️ 13.04.2021):
```
conda install -c conda-forge textacy
```

PyTextRank (?23 · ⭐ 1.6K) - Python implementation of TextRank for phrase extraction and.. MIT

GitHub (?‍? 15 · ? 310 · ? 180 · ? 76 - 26% open · ⏱️ 25.07.2021):
```
git clone https://github.com/DerwenAI/pytextrank
```
PyPi (? 14K / month · ? 12 · ⏱️ 24.07.2021):
```
pip install pytextrank
```

FARM (?23 · ⭐ 1.3K) - Fast & easy transfer learning for NLP. Harvesting language models.. Apache-2

GitHub (?‍? 35 · ? 190 · ? 400 - 9% open · ⏱️ 20.08.2021):
```
git clone https://github.com/deepset-ai/FARM
```
PyPi (? 14K / month · ? 2 · ⏱️ 10.06.2021):
```
pip install farm
```

Texthero (?22 · ⭐ 2.3K) - Text preprocessing, representation and visualization from zero to hero. MIT

GitHub (?‍? 18 · ? 200 · ? 80 · ? 130 - 56% open · ⏱️ 19.07.2021):
```
git clone https://github.com/jbesomi/texthero
```
PyPi (? 16K / month · ⏱️ 01.07.2021):
```
pip install texthero
```

jiant (?22 · ⭐ 1.3K) - jiant is an nlp toolkit. MIT

GitHub (?‍? 56 · ? 250 · ? 2 · ? 540 - 10% open · ⏱️ 26.07.2021):
```
git clone https://github.com/nyu-mll/jiant
```
PyPi (? 260 / month · ⏱️ 10.05.2021):
```
pip install jiant
```

SciSpacy (?22 · ⭐ 990) - A full spaCy pipeline and models for scientific/biomedical documents. Apache-2

GitHub (?‍? 21 · ? 140 · ? 320 · ? 220 - 13% open · ⏱️ 15.07.2021):
```
git clone https://github.com/allenai/scispacy
```
PyPi (? 25K / month · ? 12 · ⏱️ 12.02.2021):
```
pip install scispacy
```

pySBD (?22 · ⭐ 360) - pySBD (Python Sentence Boundary Disambiguation) is a rule-based sentence.. MIT

GitHub (?‍? 6 · ? 35 · ? 200 · ? 57 - 15% open · ⏱️ 11.02.2021):
```
git clone https://github.com/nipunsadvilkar/pySBD
```
PyPi (? 34K / month · ? 4 · ⏱️ 11.02.2021):
```
pip install pysbd
```

NeMo (?21 · ⭐ 3.1K) - NeMo: a toolkit for conversational AI. Apache-2

GitHub (?‍? 110 · ? 600 · ? 7.8K · ? 730 - 10% open · ⏱️ 25.08.2021):
```
git clone https://github.com/NVIDIA/NeMo
```
PyPi (? 4K / month · ? 4 · ⏱️ 30.07.2021):
```
pip install nemo-toolkit
```

gpt-2-simple (?21 · ⭐ 2.8K) - Python package to easily retrain OpenAI's GPT-2 text-.. MIT

GitHub (?‍? 17 · ? 560 · ? 260 · ? 240 - 60% open · ⏱️ 14.02.2021):
```
git clone https://github.com/minimaxir/gpt-2-simple
```
PyPi (? 8.7K / month · ? 6 · ⏱️ 14.02.2021):
```
pip install gpt-2-simple
```

anaGo (?21 · ⭐ 1.4K) - Bidirectional LSTM-CRF and ELMo for Named-Entity Recognition, Part-of-.. MIT

GitHub (?‍? 11 · ? 360 · ? 27 · ? 110 - 33% open · ⏱️ 01.04.2021):
```
git clone https://github.com/Hironsan/anago
```
PyPi (? 620 / month · ? 5 · ⏱️ 17.07.2018):
```
pip install anago
```

NLP Architect (?20 · ⭐ 2.7K) - A model library for exploring state-of-the-art deep learning.. Apache-2

GitHub (?‍? 36 · ? 430 · ? 8 · ? 130 - 13% open · ⏱️ 13.04.2021):
```
git clone https://github.com/IntelLabs/nlp-architect
```
PyPi (? 340 / month · ⏱️ 12.04.2020):
```
pip install nlp-architect
```

Kashgari (?20 · ⭐ 2.2K) - Kashgari is a production-level NLP Transfer learning framework.. Apache-2

GitHub (?‍? 21 · ? 410 · ? 40 · ? 350 - 9% open · ⏱️ 09.07.2021):
```
git clone https://github.com/BrikerMan/Kashgari
```
PyPi (? 140 / month · ? 2 · ⏱️ 18.10.2019):
```
pip install kashgari-tf
```

fast-bert (?20 · ⭐ 1.6K) - Super easy library for BERT based NLP models. Apache-2

GitHub (?‍? 35 · ? 320 · ? 240 - 60% open · ⏱️ 02.08.2021):
```
git clone https://github.com/utterworks/fast-bert
```
PyPi (? 1.4K / month · ? 2 · ⏱️ 23.05.2021):
```
pip install fast-bert
```

lightseq (?20 · ⭐ 1.6K) - LightSeq: A High Performance Library for Sequence Processing and.. Apache-2

GitHub (?‍? 6 · ? 150 · ? 450 · ? 80 - 37% open · ⏱️ 20.08.2021):
```
git clone https://github.com/bytedance/lightseq
```
PyPi (? 970 / month · ⏱️ 24.08.2021):
```
pip install lightseq
```

DELTA (?20 · ⭐ 1.5K · ?) - DELTA is a deep learning based natural language and speech.. Apache-2

GitHub (?‍? 41 · ? 290 · ? 77 - 6% open · ⏱️ 17.12.2020):
```
git clone https://github.com/Delta-ML/delta
```
PyPi (? 36 / month · ⏱️ 27.03.2020):
```
pip install delta-nlp
```
Docker Hub (? 13K · ⏱️ 03.08.2021):
```
docker pull zh794390558/delta
```

Sockeye (?20 · ⭐ 1K) - Sequence-to-sequence framework with a focus on Neural Machine.. Apache-2

GitHub (?‍? 52 · ? 300 · ? 250 - 8% open · ⏱️ 11.08.2021):
```
git clone https://github.com/awslabs/sockeye
```
PyPi (? 540 / month · ? 2 · ⏱️ 17.06.2021):
```
pip install sockeye
```

YouTokenToMe (?20 · ⭐ 760 · ?) - Unsupervised text tokenizer focused on computational efficiency. MIT

GitHub (?‍? 6 · ? 49 · ? 140 · ? 47 - 53% open · ⏱️ 28.01.2021):
```
git clone https://github.com/vkcom/youtokentome
```
PyPi (? 15K / month · ? 12 · ⏱️ 12.02.2020):
```
pip install youtokentome
```

finetune (?19 · ⭐ 650 · ?) - Scikit-learn style model finetuning for NLP. MPL-2.0

GitHub (?‍? 19 · ? 69 · ? 9 · ? 140 - 15% open · ⏱️ 17.08.2021):
```
git clone https://github.com/IndicoDataSolutions/finetune
```
PyPi (? 140 / month · ? 2 · ⏱️ 10.01.2020):
```
pip install finetune
```

Camphr (?18 · ⭐ 340) - Camphr - NLP libary for creating pipeline components. Apache-2 spacy

GitHub (?‍? 7 · ? 17 · ? 27 - 7% open · ⏱️ 18.08.2021):
```
git clone https://github.com/PKSHATechnology-Research/camphr
```
PyPi (? 510 / month · ⏱️ 28.07.2021):
```
pip install camphr
```

OpenNRE (?15 · ⭐ 3.3K) - An Open-Source Package for Neural Relation Extraction (NRE). MIT

GitHub (?‍? 9 · ? 870 · ? 340 - 6% open · ⏱️ 31.05.2021):
```
git clone https://github.com/thunlp/OpenNRE
```

Translate (?15 · ⭐ 710) - Translate - a PyTorch Language Library. BSD-3

GitHub (?‍? 86 · ? 170 · ? 93 - 70% open · ⏱️ 17.08.2021):
```
git clone https://github.com/pytorch/translate
```
PyPi (? 13 / month · ⏱️ 01.05.2018):
```
pip install pytorch-translate
```

VizSeq (?15 · ⭐ 350) - An Analysis Toolkit for Natural Language Generation (Translation,.. MIT

GitHub (?‍? 3 · ? 41 · ? 2 · ? 15 - 46% open · ⏱️ 19.08.2021):
```
git clone https://github.com/facebookresearch/vizseq
```
PyPi (? 130 / month · ⏱️ 07.08.2020):
```
pip install vizseq
```

BLINK (?13 · ⭐ 700) - Entity Linker solution. MIT

GitHub (?‍? 16 · ? 120 · ? 63 - 55% open · ⏱️ 02.04.2021):
```
git clone https://github.com/facebookresearch/BLINK
```

Show 23 hidden projects...

fastText (?30 · ⭐ 23K · ?) - Library for fast text representation and classification. MIT
fuzzywuzzy (?30 · ⭐ 8.4K) - Fuzzy String Matching in Python. ❗️GPL-2.0
langid (?26 · ⭐ 1.8K · ?) - Stand-alone language identification system. BSD-3
flashtext (?25 · ⭐ 4.9K · ?) - Extract Keywords from sentence or Replace keywords in sentences. MIT
polyglot (?25 · ⭐ 1.9K · ?) - Multilingual text (NLP) processing toolkit. ❗️GPL-3.0
textgenrnn (?24 · ⭐ 4.5K · ?) - Easily train your own text-generating neural network of any.. MIT
Texar (?23 · ⭐ 2.2K · ?) - Toolkit for Machine Learning, Natural Language Processing, and.. Apache-2
stop-words (?22 · ⭐ 130 · ?) - Get list of common stop words in various languages in Python. BSD-3
NeuroNER (?20 · ⭐ 1.6K · ?) - Named-entity recognition using neural networks. Easy-to-use and.. MIT
pyfasttext (?20 · ⭐ 230 · ?) - Yet another Python binding for fastText. ❗️GPL-3.0
textaugment (?19 · ⭐ 160) - TextAugment: Text Augmentation Library. MIT
nboost (?18 · ⭐ 580 · ?) - NBoost is a scalable, search-api-boosting platform for deploying.. Apache-2
textpipe (?18 · ⭐ 290) - Textpipe: clean and extract metadata from text. MIT
TextBox (?16 · ⭐ 290) - TextBox is an open-source library for building text generation system. MIT
Headliner (?16 · ⭐ 230 · ?) - Easy training and deployment of seq2seq models. MIT
skift (?16 · ⭐ 220) - scikit-learn wrappers for Python fastText. MIT
TransferNLP (?15 · ⭐ 290 · ?) - NLP library designed for reproducible experimentation.. MIT
NeuralQA (?15 · ⭐ 200 · ?) - NeuralQA: A Usable Library for Question Answering on Large Datasets.. MIT
ONNX-T5 (?15 · ⭐ 180 · ?) - Summarization, translation, sentiment-analysis, text-generation.. Apache-2
fastT5 (?14 · ⭐ 200 · ?) - boost inference speed of T5 models by 5x & reduce the model size.. Apache-2
textvec (?14 · ⭐ 170 · ?) - Text vectorization tool to outperform TFIDF for classification.. MIT
numerizer (?13 · ⭐ 120) - A Python module to convert natural language numerics into ints and.. MIT
spacy-dbpedia-spotlight (?12 · ⭐ 40) - A spaCy wrapper for DBpedia Spotlight. MIT spacy

Image Data

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

Pillow (?40 · ⭐ 8.9K) - The friendly PIL fork (Python Imaging Library). ❗️PIL

GitHub (?‍? 370 · ? 1.7K · ? 540K · ? 2.3K - 8% open · ⏱️ 24.08.2021):
```
git clone https://github.com/python-pillow/Pillow
```
PyPi (? 32M / month · ? 110K · ⏱️ 06.07.2021):
```
pip install Pillow
```
Conda (? 9.9M · ⏱️ 06.08.2021):
```
conda install -c conda-forge pillow
```

torchvision (?35 · ⭐ 9.7K) - Datasets, Transforms and Models specific to Computer Vision. BSD-3

GitHub (?‍? 410 · ? 5K · ? 1.9K - 27% open · ⏱️ 26.08.2021):
```
git clone https://github.com/pytorch/vision
```
PyPi (? 2M / month · ? 4.6K · ⏱️ 15.06.2021):
```
pip install torchvision
```

Conda (? 100K · ⏱️ 10.08.2021):

conda install -c conda-forge torchvision

scikit-image (?34 · ⭐ 4.5K · ?) - Image processing in Python. BSD-2

GitHub (?‍? 520 · ? 1.9K · ? 78K · ? 2.3K - 31% open · ⏱️ 26.08.2021):
```
git clone https://github.com/scikit-image/scikit-image
```
PyPi (? 4.1M / month · ? 15K · ⏱️ 24.08.2021):
```
pip install scikit-image
```

Conda (? 2.8M · ⏱️ 25.08.2021):

conda install -c conda-forge scikit-image

MoviePy (?32 · ⭐ 8.4K) - Video editing with Python. MIT

GitHub (?‍? 140 · ? 1.1K · ? 9.6K · ? 1.1K - 30% open · ⏱️ 19.08.2021):
```
git clone https://github.com/Zulko/moviepy
```
PyPi (? 4.3M / month · ? 1.1K · ⏱️ 05.10.2020):
```
pip install moviepy
```
Conda (? 90K · ⏱️ 23.02.2020):
```
conda install -c conda-forge moviepy
```

imageio (?32 · ⭐ 910) - Python library for reading and writing image data. BSD-2

GitHub (?‍? 80 · ? 180 · ? 47K · ? 370 - 18% open · ⏱️ 09.08.2021):
```
git clone https://github.com/imageio/imageio
```
PyPi (? 8.5M / month · ? 3.8K · ⏱️ 06.07.2020):
```
pip install imageio
```
Conda (? 2.2M · ⏱️ 06.07.2020):
```
conda install -c conda-forge imageio
```

Albumentations (?31 · ⭐ 8.6K) - Fast image augmentation library and an easy-to-use wrapper.. MIT

GitHub (?‍? 87 · ? 1.1K · ? 4.8K · ? 520 - 42% open · ⏱️ 24.08.2021):
```
git clone https://github.com/albumentations-team/albumentations
```
PyPi (? 200K / month · ? 130 · ⏱️ 15.07.2021):
```
pip install albumentations
```

Conda (? 24K · ⏱️ 15.07.2021):

conda install -c conda-forge albumentations

opencv-python (?31 · ⭐ 2.2K) - Automated CI toolchain to produce precompiled opencv-python,.. MIT

GitHub (?‍? 32 · ? 410 · ? 460 - 6% open · ⏱️ 23.07.2021):
```
git clone https://github.com/opencv/opencv-python
```
PyPi (? 5.6M / month · ? 13K · ⏱️ 11.07.2021):
```
pip install opencv-python
```

Wand (?31 · ⭐ 1.1K) - The ctypes-based simple ImageMagick binding for Python. MIT

GitHub (?‍? 96 · ? 190 · ? 5.3K · ? 6.1K · ? 360 - 4% open · ⏱️ 23.08.2021):
```
git clone https://github.com/emcconville/wand
```
PyPi (? 400K / month · ? 1.2K · ⏱️ 17.08.2021):
```
pip install wand
```

PyTorch Image Models (?30 · ⭐ 12K) - PyTorch image models, scripts, pretrained weights --.. Apache-2

GitHub (?‍? 53 · ? 1.9K · ? 550K · ? 970 · ? 370 - 11% open · ⏱️ 19.08.2021):
```
git clone https://github.com/rwightman/pytorch-image-models
```

GluonCV (?30 · ⭐ 4.9K) - Gluon CV Toolkit. Apache-2

GitHub (?‍? 110 · ? 1.1K · ? 560 · ? 790 - 8% open · ⏱️ 06.08.2021):
```
git clone https://github.com/dmlc/gluon-cv
```
PyPi (? 660K / month · ? 30 · ⏱️ 26.08.2021):
```
pip install gluoncv
```

Face Recognition (?29 · ⭐ 41K) - The world's simplest facial recognition api for Python.. MIT

GitHub (?‍? 47 · ? 11K · ? 440 · ? 1.2K - 52% open · ⏱️ 14.06.2021):
```
git clone https://github.com/ageitgey/face_recognition
```
PyPi (? 48K / month · ? 410 · ⏱️ 21.08.2018):
```
pip install face_recognition
```

detectron2 (?29 · ⭐ 18K) - Detectron2 is FAIR's next-generation platform for object.. Apache-2

GitHub (?‍? 180 · ? 4.6K · ? 290 · ? 2.6K - 4% open · ⏱️ 26.08.2021):
```
git clone https://github.com/facebookresearch/detectron2
```

Conda (? 29K · ⏱️ 30.07.2021):

conda install -c conda-forge detectron2

InsightFace (?29 · ⭐ 10K) - State-of-the-art 2D and 3D Face Analysis Project. MIT

GitHub (?‍? 26 · ? 3.3K · ? 92 · ? 1.7K - 53% open · ⏱️ 26.08.2021):
```
git clone https://github.com/deepinsight/insightface
```
PyPi (? 17K / month · ? 2 · ⏱️ 23.08.2021):
```
pip install insightface
```

Kornia (?29 · ⭐ 4.4K) - Open Source Differentiable Computer Vision Library for PyTorch. Apache-2

GitHub (?‍? 120 · ? 440 · ? 94 · ? 570 · ? 450 - 25% open · ⏱️ 25.08.2021):
```
git clone https://github.com/kornia/kornia
```
PyPi (? 190K / month · ⏱️ 06.08.2021):
```
pip install kornia
```

ImageHash (?29 · ⭐ 2.1K) - A Python Perceptual Image Hashing Module. BSD-2

GitHub (?‍? 18 · ? 270 · ? 3.2K · ? 100 - 12% open · ⏱️ 15.07.2021):
```
git clone https://github.com/JohannesBuchner/imagehash
```
PyPi (? 970K / month · ? 530 · ⏱️ 15.07.2021):
```
pip install ImageHash
```
Conda (? 140K · ⏱️ 15.07.2021):
```
conda install -c conda-forge imagehash
```

imutils (?28 · ⭐ 3.8K · ?) - A series of convenience functions to make basic image processing.. MIT

GitHub (?‍? 20 · ? 910 · ? 18K · ? 220 - 65% open · ⏱️ 15.01.2021):
```
git clone https://github.com/jrosebr1/imutils
```
PyPi (? 310K / month · ? 1.2K · ⏱️ 15.01.2021):
```
pip install imutils
```
Conda (? 62K · ⏱️ 15.01.2021):
```
conda install -c conda-forge imutils
```

imageai (?27 · ⭐ 6.4K) - A python library built to empower developers to build applications and.. MIT

GitHub (?‍? 15 · ? 1.8K · ? 630K · ? 920 · ? 650 - 35% open · ⏱️ 08.05.2021):
```
git clone https://github.com/OlafenwaMoses/ImageAI
```
PyPi (? 8.2K / month · ? 24 · ⏱️ 05.01.2021):
```
pip install imageai
```

MMDetection (?26 · ⭐ 16K) - OpenMMLab Detection Toolbox and Benchmark. Apache-2

GitHub (?‍? 250 · ? 5.6K · ? 110 · ? 4.3K - 8% open · ⏱️ 25.08.2021):
```
git clone https://github.com/open-mmlab/mmdetection
```

deepface (?26 · ⭐ 2.2K) - DeepFace: A Lightweight Face Recognition and Facial Attribute Analysis.. MIT

GitHub (?‍? 16 · ? 470 · ? 230 · ⏱️ 23.08.2021):
```
git clone https://github.com/serengil/deepface
```
PyPi (? 12K / month · ⏱️ 20.08.2021):
```
pip install deepface
```

mtcnn (?26 · ⭐ 1.6K) - MTCNN face detection implementation for TensorFlow, as a PIP package. MIT

GitHub (?‍? 15 · ? 420 · ? 1.4K · ? 99 - 62% open · ⏱️ 09.07.2021):
```
git clone https://github.com/ipazc/mtcnn
```
PyPi (? 21K / month · ? 42 · ⏱️ 09.07.2021):
```
pip install mtcnn
```

facenet-pytorch (?25 · ⭐ 2.3K) - Pretrained Pytorch face detection (MTCNN) and facial.. MIT

GitHub (?‍? 14 · ? 500 · ? 140K · ? 450 · ? 140 - 34% open · ⏱️ 23.05.2021):
```
git clone https://github.com/timesler/facenet-pytorch
```
PyPi (? 11K / month · ? 6 · ⏱️ 10.03.2021):
```
pip install facenet-pytorch
```

mahotas (?25 · ⭐ 700) - Computer Vision in Python. MIT

GitHub (?‍? 31 · ? 130 · ? 680 · ? 74 - 21% open · ⏱️ 31.05.2021):
```
git clone https://github.com/luispedro/mahotas
```
PyPi (? 13K / month · ? 190 · ⏱️ 16.08.2020):
```
pip install mahotas
```
Conda (? 300K · ⏱️ 22.01.2021):
```
conda install -c conda-forge mahotas
```

Face Alignment (?24 · ⭐ 5.1K) - 2D and 3D Face alignment library build using pytorch. BSD-3

GitHub (?‍? 23 · ? 1.1K · ? 260 - 16% open · ⏱️ 04.08.2021):
```
git clone https://github.com/1adrianb/face-alignment
```
PyPi (? 5.8K / month · ? 12 · ⏱️ 28.04.2021):
```
pip install face-alignment
```

CellProfiler (?24 · ⭐ 600) - An open-source application for biological image analysis. BSD-3

GitHub (?‍? 120 · ? 290 · ? 1.4K · ? 4 · ? 3K - 5% open · ⏱️ 26.07.2021):
```
git clone https://github.com/CellProfiler/CellProfiler
```
PyPi (? 1.3K / month · ⏱️ 04.09.2017):
```
pip install cellprofiler
```

pyvips (?24 · ⭐ 350) - python binding for libvips using cffi. MIT

GitHub (?‍? 11 · ? 30 · ? 210 · ? 240 - 35% open · ⏱️ 26.07.2021):
```
git clone https://github.com/libvips/pyvips
```
PyPi (? 12K / month · ? 22 · ⏱️ 28.06.2021):
```
pip install pyvips
```
Conda (? 11K · ⏱️ 28.06.2021):
```
conda install -c conda-forge pyvips
```

Image Super-Resolution (?23 · ⭐ 3K) - Super-scale your images and run experiments with.. Apache-2

GitHub (?‍? 10 · ? 550 · ? 59 · ? 180 - 41% open · ⏱️ 02.06.2021):
```
git clone https://github.com/idealo/image-super-resolution
```
PyPi (? 5.8K / month · ? 8 · ⏱️ 08.01.2020):
```
pip install ISR
```

Docker Hub (? 160 · ⏱️ 01.04.2019):

docker pull idealo/image-super-resolution-gpu

tensorflow-graphics (?23 · ⭐ 2.5K) - TensorFlow Graphics: Differentiable Graphics Layers.. Apache-2

GitHub (?‍? 34 · ? 300 · ? 210 - 58% open · ⏱️ 25.08.2021):
```
git clone https://github.com/tensorflow/graphics
```
PyPi (? 3.5K / month · ? 6 · ⏱️ 06.08.2021):
```
pip install tensorflow-graphics
```

PaddleSeg (?23 · ⭐ 2.4K) - End-to-end image segmentation kit based on PaddlePaddle. Apache-2

GitHub (?‍? 53 · ? 530 · ? 270 · ? 620 - 53% open · ⏱️ 26.08.2021):
```
git clone https://github.com/PaddlePaddle/PaddleSeg
```
PyPi (? 550 / month · ⏱️ 13.07.2021):
```
pip install paddleseg
```

Torch Points 3D (?23 · ⭐ 1.4K) - Pytorch framework for doing deep learning on point clouds. BSD-3

GitHub (?‍? 26 · ? 220 · ? 3 · ? 270 - 26% open · ⏱️ 02.08.2021):
```
git clone https://github.com/nicolas-chaulet/torch-points3d
```
PyPi (? 780 / month · ⏱️ 30.04.2021):
```
pip install torch-points3d
```

deep-daze (?22 · ⭐ 3.7K) - Simple command line tool for text to image generation using OpenAI's.. MIT

GitHub (?‍? 12 · ? 240 · ? 23 · ? 140 - 51% open · ⏱️ 04.07.2021):
```
git clone https://github.com/lucidrains/deep-daze
```
PyPi (? 17K / month · ⏱️ 07.04.2021):
```
pip install deep-daze
```

layout-parser (?22 · ⭐ 2.4K) - A unified toolkit for Deep Learning Based Document Image.. Apache-2

GitHub (?‍? 5 · ? 210 · ? 15 · ? 39 - 53% open · ⏱️ 21.08.2021):
```
git clone https://github.com/Layout-Parser/layout-parser
```
PyPi (? 2.4K / month · ⏱️ 12.04.2021):
```
pip install layoutparser
```

vidgear (?22 · ⭐ 1.9K) - High-performance cross-platform Video Processing Python framework.. Apache-2

GitHub (?‍? 6 · ? 140 · ? 410 · ? 120 · ? 170 - 2% open · ⏱️ 25.04.2021):
```
git clone https://github.com/abhiTronix/vidgear
```
PyPi (? 2K / month · ? 2 · ⏱️ 01.01.2021):
```
pip install vidgear
```

Classy Vision (?22 · ⭐ 1.3K) - An end-to-end PyTorch framework for image and video.. MIT

GitHub (?‍? 63 · ? 230 · ? 110 - 47% open · ⏱️ 12.08.2021):
```
git clone https://github.com/facebookresearch/ClassyVision
```
PyPi (? 1.2K / month · ⏱️ 09.07.2021):
```
pip install classy_vision
```

Conda (? 9.2K · ⏱️ 11.12.2020):

conda install -c conda-forge classy_vision

lightly (?22 · ⭐ 1.2K) - A python library for self-supervised learning on images. MIT

GitHub (?‍? 11 · ? 68 · ? 18 · ? 220 - 25% open · ⏱️ 25.08.2021):
```
git clone https://github.com/lightly-ai/lightly
```
PyPi (? 1.6K / month · ⏱️ 25.08.2021):
```
pip install lightly
```

vit-pytorch (?21 · ⭐ 5.5K) - Implementation of Vision Transformer, a simple way to achieve.. MIT

GitHub (?‍? 11 · ? 730 · ? 31 · ? 130 - 44% open · ⏱️ 21.08.2021):
```
git clone https://github.com/lucidrains/vit-pytorch
```
PyPi (? 3.4K / month · ⏱️ 21.08.2021):
```
pip install vit-pytorch
```

MMF (?21 · ⭐ 4.6K) - A modular framework for vision & language multimodal research from.. BSD-3

GitHub (?‍? 70 · ? 720 · ? 8 · ? 560 - 28% open · ⏱️ 20.08.2021):
```
git clone https://github.com/facebookresearch/mmf
```
PyPi (? 380 / month · ⏱️ 12.06.2020):
```
pip install mmf
```

Image Deduplicator (?21 · ⭐ 3.8K · ?) - Finding duplicate images made easy!. Apache-2

GitHub (?‍? 9 · ? 320 · ? 18 · ? 78 - 26% open · ⏱️ 23.11.2020):
```
git clone https://github.com/idealo/imagededup
```
PyPi (? 2.9K / month · ? 2 · ⏱️ 22.11.2020):
```
pip install imagededup
```

vissl (?21 · ⭐ 1.9K) - VISSL is FAIR's library of extensible, modular and scalable components.. MIT

GitHub (?‍? 25 · ? 180 · ? 89 - 41% open · ⏱️ 24.08.2021):
```
git clone https://github.com/facebookresearch/vissl
```
PyPi (? 390 / month · ⏱️ 25.01.2021):
```
pip install vissl
```

nude.py (?20 · ⭐ 810 · ?) - Nudity detection with Python. MIT

GitHub (?‍? 12 · ? 130 · ? 680 · ? 9 - 77% open · ⏱️ 23.11.2020):
```
git clone https://github.com/hhatto/nude.py
```
PyPi (? 3.8K / month · ? 18 · ⏱️ 23.11.2020):
```
pip install nudepy
```

PaddleDetection (?19 · ⭐ 4.5K) - Object detection and instance segmentation toolkit.. Apache-2

GitHub (?‍? 65 · ? 1.2K · ? 5 · ? 2.3K - 23% open · ⏱️ 26.08.2021):
```
git clone https://github.com/PaddlePaddle/PaddleDetection
```

image-match (?19 · ⭐ 2.6K · ?) - Quickly search over billions of images. Apache-2

GitHub (?‍? 18 · ? 370 · ? 95 - 49% open · ⏱️ 04.01.2021):
```
git clone https://github.com/ProvenanceLabs/image-match
```
PyPi (? 580 / month · ? 6 · ⏱️ 13.02.2017):
```
pip install image_match
```

pytorchvideo (?19 · ⭐ 1.7K · ?) - A deep learning library for video understanding.. Apache-2

GitHub (?‍? 21 · ? 140 · ? 76 - 47% open · ⏱️ 25.08.2021):
```
git clone https://github.com/facebookresearch/pytorchvideo
```
PyPi (? 5.2K / month · ⏱️ 26.06.2021):
```
pip install pytorchvideo
```

Norfair (?19 · ⭐ 1.1K) - Lightweight Python library for adding real-time object tracking to any.. BSD-3

GitHub (?‍? 9 · ? 79 · ? 38 - 23% open · ⏱️ 29.07.2021):
```
git clone https://github.com/tryolabs/norfair
```
PyPi (? 2.4K / month · ⏱️ 29.07.2021):
```
pip install norfair
```

Caer (?19 · ⭐ 530) - A lightweight Computer Vision library. Scale your models, not boilerplate. MIT

GitHub (?‍? 6 · ? 83 · ? 19 · ? 13 - 23% open · ⏱️ 19.08.2021):
```
git clone https://github.com/jasmcaus/caer
```
PyPi (? 4.3K / month · ⏱️ 28.01.2021):
```
pip install caer
```

PySlowFast (?17 · ⭐ 4.1K) - PySlowFast: video understanding codebase from FAIR for.. Apache-2

GitHub (?‍? 24 · ? 770 · ? 4 · ? 450 - 49% open · ⏱️ 25.08.2021):
```
git clone https://github.com/facebookresearch/SlowFast
```

DE⫶TR (?16 · ⭐ 7.4K) - End-to-End Object Detection with Transformers. Apache-2

GitHub (?‍? 21 · ? 1.2K · ? 360 - 27% open · ⏱️ 30.06.2021):
```
git clone https://github.com/facebookresearch/detr
```

pycls (?16 · ⭐ 1.7K) - Codebase for Image Classification Research, written in PyTorch. MIT

GitHub (?‍? 13 · ? 180 · ? 3 · ? 69 - 24% open · ⏱️ 19.08.2021):
```
git clone https://github.com/facebookresearch/pycls
```

Show 9 hidden projects...

imgaug (?32 · ⭐ 12K · ?) - Image augmentation for machine learning experiments. MIT
glfw (?30 · ⭐ 8K) - A multi-platform library for OpenGL, OpenGL ES, Vulkan, window and input. ❗️Zlib
Augmentor (?25 · ⭐ 4.5K · ?) - Image augmentation library in Python for machine learning. MIT
chainercv (?25 · ⭐ 1.5K · ?) - ChainerCV: a Library for Deep Learning in Computer Vision. MIT
Pillow-SIMD (?24 · ⭐ 1.6K · ?) - The friendly PIL fork. ❗️PIL
PyTorch3D (?22 · ⭐ 5.1K) - PyTorch3D is FAIR's library of reusable components for.. ❗Unlicensed
segmentation_models (?22 · ⭐ 3.4K · ?) - Segmentation models with pretrained backbones. Keras.. MIT
Luminoth (?22 · ⭐ 2.4K · ?) - Deep Learning toolkit for Computer Vision. BSD-3
solt (?17 · ⭐ 250 · ?) - Streaming over lightweight data transformations. MIT

Graph Data

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

networkx (?35 · ⭐ 9.6K) - Network Analysis in Python. BSD-3

GitHub (?‍? 540 · ? 2.4K · ? 56 · ? 83K · ? 2.7K - 11% open · ⏱️ 23.08.2021):
```
git clone https://github.com/networkx/networkx
```
PyPi (? 14M / month · ? 21K · ⏱️ 27.07.2021):
```
pip install networkx
```
Conda (? 4.3M · ⏱️ 27.07.2021):
```
conda install -c conda-forge networkx
```

PyTorch Geometric (?29 · ⭐ 12K) - Geometric Deep Learning Extension Library for PyTorch. MIT

GitHub (?‍? 190 · ? 2K · ? 2.1K - 38% open · ⏱️ 20.08.2021):
```
git clone https://github.com/rusty1s/pytorch_geometric
```
PyPi (? 39K / month · ? 24 · ⏱️ 26.06.2021):
```
pip install torch-geometric
```

dgl (?29 · ⭐ 7.9K) - Python package built to ease deep learning on graph, on top of existing.. Apache-2

GitHub (?‍? 160 · ? 1.7K · ? 1.2K - 22% open · ⏱️ 25.08.2021):
```
git clone https://github.com/dmlc/dgl
```
PyPi (? 72K / month · ? 30 · ⏱️ 27.05.2021):
```
pip install dgl
```

StellarGraph (?26 · ⭐ 2.1K) - StellarGraph - Machine Learning on Graphs. Apache-2

GitHub (?‍? 32 · ? 300 · ? 83 · ? 970 - 25% open · ⏱️ 18.02.2021):
```
git clone https://github.com/stellargraph/stellargraph
```
PyPi (? 14K / month · ? 4 · ⏱️ 30.06.2020):
```
pip install stellargraph
```

Spektral (?24 · ⭐ 1.8K) - Graph Neural Networks with Keras and Tensorflow 2. MIT

GitHub (?‍? 19 · ? 240 · ? 72 · ? 170 - 14% open · ⏱️ 24.08.2021):
```
git clone https://github.com/danielegrattarola/spektral
```
PyPi (? 4.2K / month · ⏱️ 23.08.2021):
```
pip install spektral
```

ogb (?23 · ⭐ 1.1K) - Benchmark datasets, data loaders, and evaluators for graph machine learning. MIT

GitHub (?‍? 15 · ? 210 · ? 150 · ? 160 - 0% open · ⏱️ 24.08.2021):
```
git clone https://github.com/snap-stanford/ogb
```
PyPi (? 7.5K / month · ⏱️ 07.04.2021):
```
pip install ogb
```

Node2Vec (?23 · ⭐ 750) - Implementation of the node2vec algorithm. MIT

GitHub (?‍? 8 · ? 180 · ? 180 · ? 68 - 4% open · ⏱️ 16.04.2021):
```
git clone https://github.com/eliorc/node2vec
```
PyPi (? 8K / month · ? 10 · ⏱️ 02.04.2021):
```
pip install node2vec
```
Conda (? 19K · ⏱️ 25.04.2020):
```
conda install -c conda-forge node2vec
```

AmpliGraph (?22 · ⭐ 1.6K) - Python library for Representation Learning on Knowledge.. Apache-2

GitHub (?‍? 19 · ? 170 · ? 15 · ? 200 - 11% open · ⏱️ 25.05.2021):
```
git clone https://github.com/Accenture/AmpliGraph
```
PyPi (? 1.3K / month · ⏱️ 25.05.2021):
```
pip install ampligraph
```

pygraphistry (?22 · ⭐ 1.4K) - PyGraphistry is a Python library to quickly load, shape,.. BSD-3

GitHub (?‍? 16 · ? 140 · ? 48 · ? 160 - 35% open · ⏱️ 25.08.2021):
```
git clone https://github.com/graphistry/pygraphistry
```
PyPi (? 940 / month · ? 4 · ⏱️ 24.08.2021):
```
pip install graphistry
```

torch-cluster (?22 · ⭐ 400) - PyTorch Extension Library of Optimized Graph Cluster.. MIT

GitHub (?‍? 18 · ? 77 · ? 86 - 46% open · ⏱️ 18.08.2021):
```
git clone https://github.com/rusty1s/pytorch_cluster
```
PyPi (? 8.4K / month · ? 32 · ⏱️ 01.03.2021):
```
pip install torch-cluster
```

PyTorch-BigGraph (?21 · ⭐ 2.9K) - Generate embeddings from large-scale graph-structured.. BSD-3

GitHub (?‍? 24 · ? 380 · ? 120 · ? 160 - 29% open · ⏱️ 19.08.2021):
```
git clone https://github.com/facebookresearch/PyTorch-BigGraph
```
PyPi (? 600 / month · ? 4 · ⏱️ 01.05.2019):
```
pip install torchbiggraph
```

Paddle Graph Learning (?20 · ⭐ 1.1K) - Paddle Graph Learning (PGL) is an efficient and.. Apache-2

GitHub (?‍? 19 · ? 170 · ? 20 · ? 90 - 34% open · ⏱️ 23.08.2021):
```
git clone https://github.com/PaddlePaddle/PGL
```
PyPi (? 890 / month · ? 2 · ⏱️ 10.07.2021):
```
pip install pgl
```

graph4nlp (?19 · ⭐ 980) - Graph4nlp is the library for the easy use of Graph Neural.. Apache-2

GitHub (?‍? 19 · ? 100 · ? 69 - 7% open · ⏱️ 18.08.2021):
```
git clone https://github.com/graph4ai/graph4nlp
```
PyPi (? 170 / month · ⏱️ 06.06.2021):
```
pip install graph4nlp
```

pytorch_geometric_temporal (?19 · ⭐ 950) - PyTorch Geometric Temporal: Spatiotemporal Signal.. MIT

GitHub (?‍? 11 · ? 120 · ? 53 - 5% open · ⏱️ 17.08.2021):

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

PyPi (? 1.2K / month · ⏱️ 04.08.2021):
```
pip install torch-geometric-temporal
```

PyKEEN (?19 · ⭐ 510) - A Python library for learning and evaluating knowledge graph embeddings. MIT

GitHub (?‍? 19 · ? 76 · ? 92 · ? 260 - 34% open · ⏱️ 20.08.2021):
```
git clone https://github.com/pykeen/pykeen
```
PyPi (? 690 / month · ? 2 · ⏱️ 13.06.2021):
```
pip install pykeen
```

graph-nets (?18 · ⭐ 5K · ?) - Build Graph Nets in Tensorflow. Apache-2

GitHub (?‍? 10 · ? 750 · ? 120 - 5% open · ⏱️ 04.12.2020):
```
git clone https://github.com/deepmind/graph_nets
```
PyPi (? 790 / month · ? 7 · ⏱️ 29.01.2020):
```
pip install graph-nets
```

GraphEmbedding (?16 · ⭐ 2.2K · ?) - Implementation and experiments of graph embedding.. MIT

GitHub (?‍? 8 · ? 670 · ? 12 · ? 49 - 71% open · ⏱️ 18.10.2020):
```
git clone https://github.com/shenweichen/GraphEmbedding
```

kglib (?15 · ⭐ 450 · ?) - Grakn Knowledge Graph Library (ML R&D). Apache-2

GitHub (?‍? 7 · ? 84 · ? 210 · ? 61 - 19% open · ⏱️ 15.01.2021):
```
git clone https://github.com/vaticle/kglib
```
PyPi (? 110 / month · ⏱️ 19.08.2020):
```
pip install grakn-kglib
```

AutoGL (?14 · ⭐ 670) - An autoML framework & toolkit for machine learning on graphs. Apache-2

GitHub (?‍? 9 · ? 70 · ? 13 - 38% open · ⏱️ 12.08.2021):
```
git clone https://github.com/THUMNLab/AutoGL
```
PyPi (? 47 / month · ⏱️ 23.12.2020):
```
pip install auto-graph-learning
```

OpenKE (?13 · ⭐ 2.7K) - An Open-Source Package for Knowledge Embedding (KE). MIT

GitHub (?‍? 10 · ? 810 · ? 300 - 24% open · ⏱️ 06.04.2021):
```
git clone https://github.com/thunlp/OpenKE
```

GraphVite (?12 · ⭐ 930 · ?) - GraphVite: A General and High-performance Graph Embedding.. Apache-2

GitHub (?‍? 1 · ? 130 · ? 86 - 34% open · ⏱️ 14.01.2021):
```
git clone https://github.com/DeepGraphLearning/graphvite
```
Conda (? 3.9K · ⏱️ 19.03.2020):
```
conda install -c milagraph graphvite
```

Show 11 hidden projects...

igraph (?28 · ⭐ 860) - Python interface for igraph. ❗️GPL-2.0
pygal (?27 · ⭐ 2.4K) - PYthon svg GrAph plotting Library. ❗️LGPL-3.0
Karate Club (?24 · ⭐ 1.4K) - Karate Club: An API Oriented Open-source Python Framework for.. ❗️GPL-3.0
DeepWalk (?21 · ⭐ 2.3K · ?) - DeepWalk - Deep Learning for Graphs. ❗️GPL-3.0
pyRDF2Vec (?18 · ⭐ 130) - Python Implementation and Extension of RDF2Vec. MIT
DIG (?17 · ⭐ 850) - A library for graph deep learning research. ❗️GPL-3.0
Sematch (?17 · ⭐ 360 · ?) - semantic similarity framework for knowledge graph. Apache-2
DeepGraph (?17 · ⭐ 240) - Analyze Data with Pandas-based Networks. Documentation:. BSD-3
Euler (?15 · ⭐ 2.6K · ?) - A distributed graph deep learning framework. Apache-2
GraphSAGE (?14 · ⭐ 2.4K · ?) - Representation learning on large graphs using stochastic.. MIT
OpenNE (?13 · ⭐ 1.5K · ?) - An Open-Source Package for Network Embedding (NE). MIT

Audio Data

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

Pydub (?31 · ⭐ 5.5K) - Manipulate audio with a simple and easy high level interface. MIT

GitHub (?‍? 90 · ? 740 · ? 8.4K · ? 450 - 45% open · ⏱️ 08.06.2021):
```
git clone https://github.com/jiaaro/pydub
```
PyPi (? 1.9M / month · ? 1.4K · ⏱️ 10.03.2021):
```
pip install pydub
```
Conda (? 17K · ⏱️ 13.03.2021):
```
conda install -c conda-forge pydub
```

librosa (?28 · ⭐ 4.7K) - Python library for audio and music analysis. ISC

GitHub (?‍? 90 · ? 740 · ? 900 - 5% open · ⏱️ 01.07.2021):
```
git clone https://github.com/librosa/librosa
```
PyPi (? 540K / month · ? 1.8K · ⏱️ 26.05.2021):
```
pip install librosa
```
Conda (? 380K · ⏱️ 26.05.2021):
```
conda install -c conda-forge librosa
```

espnet (?27 · ⭐ 4.1K) - End-to-End Speech Processing Toolkit. Apache-2

GitHub (?‍? 180 · ? 1.3K · ? 73 · ? 17 · ? 1.5K - 15% open · ⏱️ 26.08.2021):
```
git clone https://github.com/espnet/espnet
```
PyPi (? 4.2K / month · ⏱️ 12.08.2021):
```
pip install espnet
```

pyAudioAnalysis (?27 · ⭐ 4.1K) - Python Audio Analysis Library: Feature Extraction,.. Apache-2

GitHub (?‍? 25 · ? 1K · ? 230 · ? 280 - 61% open · ⏱️ 05.08.2021):
```
git clone https://github.com/tyiannak/pyAudioAnalysis
```
PyPi (? 11K / month · ? 22 · ⏱️ 13.05.2021):
```
pip install pyAudioAnalysis
```

Magenta (?26 · ⭐ 17K) - Magenta: Music and Art Generation with Machine Intelligence. Apache-2

GitHub (?‍? 150 · ? 3.5K · ? 310 · ? 880 - 35% open · ⏱️ 30.06.2021):
```
git clone https://github.com/magenta/magenta
```
PyPi (? 4.6K / month · ? 70 · ⏱️ 12.11.2020):
```
pip install magenta
```

torchaudio (?26 · ⭐ 1.4K) - Data manipulation and transformation for audio signal.. BSD-2

GitHub (?‍? 140 · ? 330 · ? 550 - 28% open · ⏱️ 26.08.2021):
```
git clone https://github.com/pytorch/audio
```
PyPi (? 270K / month · ? 18 · ⏱️ 15.06.2021):
```
pip install torchaudio
```

audioread (?26 · ⭐ 370 · ?) - cross-library (GStreamer + Core Audio + MAD + FFmpeg) audio.. MIT

GitHub (?‍? 20 · ? 83 · ? 6K · ? 75 - 41% open · ⏱️ 20.10.2020):
```
git clone https://github.com/beetbox/audioread
```
PyPi (? 560K / month · ? 590 · ⏱️ 20.10.2020):
```
pip install audioread
```
Conda (? 330K · ⏱️ 16.03.2021):
```
conda install -c conda-forge audioread
```

DeepSpeech (?25 · ⭐ 18K · ?) - DeepSpeech is an open source embedded (offline, on-.. MPL-2.0

GitHub (?‍? 93 · ? 3.2K):

git clone https://github.com/mozilla/DeepSpeech

PyPi (? 13K / month · ? 58 · ⏱️ 19.12.2020):
```
pip install deepspeech
```

spleeter (?25 · ⭐ 17K) - Deezer source separation library including pretrained models. MIT

GitHub (?‍? 17 · ? 1.8K · ? 1.2M · ? 580 - 16% open · ⏱️ 02.06.2021):
```
git clone https://github.com/deezer/spleeter
```
PyPi (? 8.8K / month · ⏱️ 15.04.2021):
```
pip install spleeter
```
Conda (? 58K · ⏱️ 30.06.2020):
```
conda install -c conda-forge spleeter
```

python-soundfile (?25 · ⭐ 400 · ?) - SoundFile is an audio library based on libsndfile, CFFI,.. BSD-3

GitHub (?‍? 19 · ? 52 · ? 2.5K · ? 8.5K · ? 160 - 39% open · ⏱️ 01.12.2020):
```
git clone https://github.com/bastibe/python-soundfile
```
PyPi (? 810K / month · ? 740 · ⏱️ 27.11.2019):
```
pip install soundfile
```

python_speech_features (?24 · ⭐ 1.9K · ?) - This library provides common speech features for ASR.. MIT

GitHub (?‍? 19 · ? 560 · ? 72 - 31% open · ⏱️ 31.12.2020):
```
git clone https://github.com/jameslyons/python_speech_features
```
PyPi (? 100K / month · ? 300 · ⏱️ 16.08.2017):
```
pip install python_speech_features
```

kapre (?23 · ⭐ 760) - kapre: Keras Audio Preprocessors. MIT

GitHub (?‍? 13 · ? 130 · ? 14 · ? 1K · ? 90 - 11% open · ⏱️ 25.03.2021):
```
git clone https://github.com/keunwoochoi/kapre
```
PyPi (? 2.2K / month · ? 22 · ⏱️ 29.09.2020):
```
pip install kapre
```

speechbrain (?22 · ⭐ 2.9K) - A PyTorch-based Speech Toolkit. Apache-2

GitHub (?‍? 120 · ? 440 · ? 38 · ? 360 - 12% open · ⏱️ 26.08.2021):
```
git clone https://github.com/speechbrain/speechbrain
```
PyPi (? 3K / month · ⏱️ 17.06.2021):
```
pip install speechbrain
```

Porcupine (?22 · ⭐ 2.5K) - On-device wake word detection powered by deep learning. Apache-2

GitHub (?‍? 29 · ? 370 · ? 5 · ? 330 - 4% open · ⏱️ 16.08.2021):
```
git clone https://github.com/Picovoice/Porcupine
```
PyPi (? 840 / month · ⏱️ 14.04.2021):
```
pip install pvporcupine
```

DDSP (?22 · ⭐ 1.9K) - DDSP: Differentiable Digital Signal Processing. Apache-2

GitHub (?‍? 27 · ? 200 · ? 15 · ? 120 - 15% open · ⏱️ 18.08.2021):
```
git clone https://github.com/magenta/ddsp
```
PyPi (? 1.4K / month · ⏱️ 30.07.2021):
```
pip install ddsp
```

Madmom (?22 · ⭐ 790) - Python audio and music signal processing library. BSD-3

GitHub (?‍? 20 · ? 130 · ? 140 · ? 240 - 22% open · ⏱️ 23.08.2021):
```
git clone https://github.com/CPJKU/madmom
```
PyPi (? 5.3K / month · ? 34 · ⏱️ 14.11.2018):
```
pip install madmom
```

audiomentations (?22 · ⭐ 680) - A Python library for audio data augmentation. Inspired by.. MIT

GitHub (?‍? 17 · ? 87 · ? 66 · ? 84 - 23% open · ⏱️ 05.08.2021):
```
git clone https://github.com/iver56/audiomentations
```
PyPi (? 3.3K / month · ⏱️ 05.08.2021):
```
pip install audiomentations
```

nnAudio (?22 · ⭐ 530) - Audio processing by using pytorch 1D convolution network. MIT

GitHub (?‍? 12 · ? 55 · ? 19 · ? 41 - 19% open · ⏱️ 06.08.2021):
```
git clone https://github.com/KinWaiCheuk/nnAudio
```
PyPi (? 12K / month · ⏱️ 06.08.2021):
```
pip install nnAudio
```

tinytag (?22 · ⭐ 480) - Read music meta data and length of MP3, OGG, OPUS, MP4, M4A, FLAC, WMA and.. MIT

GitHub (?‍? 20 · ? 82 · ? 400 · ? 83 - 19% open · ⏱️ 13.06.2021):
```
git clone https://github.com/devsnd/tinytag
```
PyPi (? 6.2K / month · ? 96 · ⏱️ 05.11.2020):
```
pip install tinytag
```

TTS (?20 · ⭐ 5K) - Deep learning for Text to Speech (Discussion forum:.. MPL-2.0

GitHub (?‍? 56 · ? 810 · ? 1.1K · ? 510 - 3% open · ⏱️ 12.02.2021):
```
git clone https://github.com/mozilla/TTS
```

Coqui TTS (?20 · ⭐ 2.1K) - - a deep learning toolkit for Text-to-Speech, battle-.. MPL-2.0

GitHub (?‍? 77 · ? 170 · ? 20K · ? 130 - 20% open · ⏱️ 11.08.2021):
```
git clone https://github.com/coqui-ai/TTS
```
PyPi (? 2.5K / month · ⏱️ 14.07.2017):
```
pip install tts
```

Show 6 hidden projects...

SpeechRecognition (?30 · ⭐ 5.8K · ?) - Speech recognition module for Python, supporting.. BSD-3
aubio (?26 · ⭐ 2.2K · ?) - a library for audio and music analysis. ❗️GPL-3.0
Essentia (?24 · ⭐ 1.9K) - C++ library for audio and music analysis, description and.. ❗️AGPL-3.0
Dejavu (?20 · ⭐ 5.5K · ?) - Audio fingerprinting and recognition in Python. MIT
Muda (?18 · ⭐ 190) - A library for augmenting annotated audio data. ISC
Julius (?17 · ⭐ 220) - Fast PyTorch based DSP for audio and 1D signals. MIT

Geospatial Data

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

pydeck (?34 · ⭐ 8.9K) - WebGL2 powered geospatial visualization layers. MIT

GitHub (?‍? 170 · ? 1.6K · ? 1.7K · ? 2.2K - 4% open · ⏱️ 26.08.2021):
```
git clone https://github.com/visgl/deck.gl
```
PyPi (? 440K / month · ? 2 · ⏱️ 13.04.2021):
```
pip install pydeck
```
Conda (? 48K · ⏱️ 13.04.2021):
```
conda install -c conda-forge pydeck
```
NPM (? 220K / month · ? 560 · ⏱️ 09.08.2021):
```
npm install deck.gl
```

geopy (?33 · ⭐ 3.4K) - Geocoding library for Python. MIT

GitHub (?‍? 120 · ? 550 · ? 26K · ? 250 - 9% open · ⏱️ 16.08.2021):
```
git clone https://github.com/geopy/geopy
```
PyPi (? 5.2M / month · ? 7.2K · ⏱️ 11.07.2021):
```
pip install geopy
```
Conda (? 590K · ⏱️ 12.07.2021):
```
conda install -c conda-forge geopy
```

Shapely (?33 · ⭐ 2.4K) - Manipulation and analysis of geometric objects. BSD-3

GitHub (?‍? 120 · ? 420 · ? 22K · ? 780 - 19% open · ⏱️ 24.08.2021):
```
git clone https://github.com/Toblerity/Shapely
```
PyPi (? 5.5M / month · ? 5.5K · ⏱️ 24.08.2021):
```
pip install shapely
```
Conda (? 2.6M · ⏱️ 05.08.2021):
```
conda install -c conda-forge shapely
```

folium (?32 · ⭐ 5.4K) - Python Data. Leaflet.js Maps. MIT

GitHub (?‍? 120 · ? 2K · ? 11K · ? 880 - 19% open · ⏱️ 19.06.2021):
```
git clone https://github.com/python-visualization/folium
```
PyPi (? 650K / month · ? 970 · ⏱️ 18.01.2021):
```
pip install folium
```
Conda (? 390K · ⏱️ 12.03.2021):
```
conda install -c conda-forge folium
```

Rasterio (?32 · ⭐ 1.6K) - Rasterio reads and writes geospatial raster datasets. BSD-3

GitHub (?‍? 110 · ? 430 · ? 740 · ? 3.6K · ? 1.4K - 10% open · ⏱️ 18.08.2021):
```
git clone https://github.com/mapbox/rasterio
```
PyPi (? 1M / month · ? 850 · ⏱️ 23.06.2021):
```
pip install rasterio
```
Conda (? 1.2M · ⏱️ 24.06.2021):
```
conda install -c conda-forge rasterio
```

pyproj (?32 · ⭐ 650) - Python interface to PROJ (cartographic projections and coordinate.. MIT

GitHub (?‍? 42 · ? 160 · ? 11K · ? 440 - 2% open · ⏱️ 26.08.2021):
```
git clone https://github.com/pyproj4/pyproj
```
PyPi (? 3.4M / month · ? 2.5K · ⏱️ 24.05.2021):
```
pip install pyproj
```
Conda (? 2.4M · ⏱️ 12.08.2021):
```
conda install -c conda-forge pyproj
```

GeoPandas (?31 · ⭐ 2.8K) - Python tools for geographic data. BSD-3

GitHub (?‍? 150 · ? 600 · ? 1.1K · ? 9.7K · ? 1.1K - 30% open · ⏱️ 25.08.2021):
```
git clone https://github.com/geopandas/geopandas
```
PyPi (? 1.4M / month · ? 1.2K · ⏱️ 28.02.2021):
```
pip install geopandas
```
Conda (? 1.1M · ⏱️ 09.06.2021):
```
conda install -c conda-forge geopandas
```

Fiona (?31 · ⭐ 830) - Fiona reads and writes geographic data files. BSD-3

GitHub (?‍? 65 · ? 180 · ? 6.5K · ? 650 - 12% open · ⏱️ 24.06.2021):
```
git clone https://github.com/Toblerity/Fiona
```
PyPi (? 1.8M / month · ? 1.2K · ⏱️ 31.05.2021):
```
pip install fiona
```
Conda (? 2.2M · ⏱️ 12.08.2021):
```
conda install -c conda-forge fiona
```

ipyleaflet (?29 · ⭐ 1.2K) - A Jupyter - Leaflet.js bridge. MIT

GitHub (?‍? 68 · ? 300 · ? 1.1K · ? 440 - 38% open · ⏱️ 06.08.2021):
```
git clone https://github.com/jupyter-widgets/ipyleaflet
```
PyPi (? 54K / month · ? 98 · ⏱️ 17.06.2021):
```
pip install ipyleaflet
```

Conda (? 740K · ⏱️ 17.06.2021):

conda install -c conda-forge ipyleaflet

NPM (? 24K / month · ? 2 · ⏱️ 17.06.2021):
```
npm install jupyter-leaflet
```

geojson (?28 · ⭐ 640) - Python bindings and utilities for GeoJSON. BSD-3

GitHub (?‍? 44 · ? 84 · ? 7.4K · ? 76 - 30% open · ⏱️ 08.08.2021):
```
git clone https://github.com/jazzband/geojson
```
PyPi (? 710K / month · ? 1.8K · ⏱️ 09.08.2019):
```
pip install geojson
```
Conda (? 430K · ⏱️ 11.08.2019):
```
conda install -c conda-forge geojson
```

ArcGIS API (?25 · ⭐ 1.1K) - Documentation and samples for ArcGIS API for Python. Apache-2

GitHub (?‍? 70 · ? 780 · ? 380 - 33% open · ⏱️ 24.08.2021):
```
git clone https://github.com/Esri/arcgis-python-api
```
PyPi (? 42K / month · ? 20 · ⏱️ 08.07.2021):
```
pip install arcgis
```

Docker Hub (? 4.8K · ⭐ 33 · ⏱️ 06.03.2020):

docker pull esridocker/arcgis-api-python-notebook

PySAL (?25 · ⭐ 890) - PySAL: Python Spatial Analysis Library Meta-Package. BSD-3

GitHub (?‍? 72 · ? 250 · ? 640 - 9% open · ⏱️ 01.08.2021):
```
git clone https://github.com/pysal/pysal
```
PyPi (? 14K / month · ? 36 · ⏱️ 01.08.2021):
```
pip install pysal
```
Conda (? 420K · ⏱️ 02.08.2021):
```
conda install -c conda-forge pysal
```

Mapbox GL (?22 · ⭐ 580) - Use Mapbox GL JS to visualize data in a Python Jupyter notebook. MIT

GitHub (?‍? 21 · ? 120 · ? 120 · ? 100 - 34% open · ⏱️ 19.04.2021):
```
git clone https://github.com/mapbox/mapboxgl-jupyter
```
PyPi (? 17K / month · ? 18 · ⏱️ 02.06.2019):
```
pip install mapboxgl
```

GeoViews (?22 · ⭐ 360) - Simple, concise geographical visualization in Python. BSD-3

GitHub (?‍? 23 · ? 65 · ? 270 - 33% open · ⏱️ 13.04.2021):
```
git clone https://github.com/holoviz/geoviews
```
PyPi (? 5.3K / month · ? 20 · ⏱️ 13.03.2021):
```
pip install geoviews
```
Conda (? 77K · ⏱️ 14.03.2021):
```
conda install -c conda-forge geoviews
```

Show 7 hidden projects...

Geocoder (?31 · ⭐ 1.4K · ?) - Python Geocoder. MIT
Sentinelsat (?23 · ⭐ 650) - Search and download Copernicus Sentinel satellite images. ❗️GPL-3.0
gmaps (?22 · ⭐ 720 · ?) - Google maps for Jupyter notebooks. BSD-3
Satpy (?21 · ⭐ 740) - Python package for earth-observing satellite data processing. ❗️GPL-3.0
geoplotlib (?20 · ⭐ 930 · ?) - python toolbox for visualizing geographical data and making maps. MIT
EarthPy (?20 · ⭐ 290) - A package built to support working with spatial data using open source.. BSD-3
pymap3d (?19 · ⭐ 210) - pure-Python (Numpy optional) 3D coordinate conversions for geospace ecef.. BSD-2

Financial Data

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

zipline (?29 · ⭐ 14K · ?) - Zipline, a Pythonic Algorithmic Trading Library. Apache-2

GitHub (?‍? 150 · ? 4.1K · ? 760 · ? 990 - 34% open · ⏱️ 14.10.2020):
```
git clone https://github.com/quantopian/zipline
```
PyPi (? 4.8K / month · ? 160 · ⏱️ 05.10.2020):
```
pip install zipline
```

yfinance (?29 · ⭐ 5.6K) - Yahoo! Finance market data downloader (+faster Pandas Datareader). Apache-2

GitHub (?‍? 41 · ? 1.3K · ? 6.4K · ? 630 - 56% open · ⏱️ 10.07.2021):
```
git clone https://github.com/ranaroussi/yfinance
```
PyPi (? 280K / month · ? 26 · ⏱️ 10.07.2021):
```
pip install yfinance
```
Conda (? 6.3K · ⏱️ 10.07.2021):
```
conda install -c ranaroussi yfinance
```

ta (?27 · ⭐ 2.4K · ?) - Technical Analysis Library using Pandas and Numpy. MIT

GitHub (?‍? 23 · ? 580 · ? 710 · ? 190 - 53% open · ⏱️ 29.11.2020):
```
git clone https://github.com/bukosabino/ta
```
PyPi (? 73K / month · ? 12 · ⏱️ 29.11.2020):
```
pip install ta
```

Alpha Vantage (?26 · ⭐ 3.5K) - A python wrapper for Alpha Vantage API for financial data. MIT

GitHub (?‍? 39 · ? 610 · ? 250 - 6% open · ⏱️ 14.06.2021):
```
git clone https://github.com/RomelTorres/alpha_vantage
```
PyPi (? 20K / month · ? 200 · ⏱️ 26.08.2018):
```
pip install alpha_vantage
```

bt (?25 · ⭐ 1.1K) - bt - flexible backtesting for Python. MIT

GitHub (?‍? 24 · ? 290 · ? 70 · ? 260 - 15% open · ⏱️ 15.05.2021):
```
git clone https://github.com/pmorissette/bt
```
PyPi (? 9.3K / month · ? 40 · ⏱️ 21.04.2021):
```
pip install bt
```

empyrical (?25 · ⭐ 820 · ?) - Common financial risk and performance metrics. Used by zipline.. Apache-2

GitHub (?‍? 22 · ? 270 · ? 680 · ? 53 - 50% open · ⏱️ 14.10.2020):
```
git clone https://github.com/quantopian/empyrical
```
PyPi (? 51K / month · ? 220 · ⏱️ 13.10.2020):
```
pip install empyrical
```
Conda (? 13K · ⏱️ 14.10.2020):
```
conda install -c conda-forge empyrical
```

IB-insync (?24 · ⭐ 1.5K) - Python sync/async framework for Interactive Brokers API. BSD-2

GitHub (?‍? 28 · ? 440 · ? 330 - 2% open · ⏱️ 08.07.2021):
```
git clone https://github.com/erdewit/ib_insync
```
PyPi (? 7.3K / month · ? 12 · ⏱️ 26.04.2021):
```
pip install ib_insync
```
Conda (? 12K · ⏱️ 25.02.2021):
```
conda install -c conda-forge ib-insync
```

ffn (?24 · ⭐ 940) - ffn - a financial function library for Python. MIT

GitHub (?‍? 26 · ? 200 · ? 140 · ? 95 - 18% open · ⏱️ 24.04.2021):
```
git clone https://github.com/pmorissette/ffn
```
PyPi (? 39K / month · ? 42 · ⏱️ 21.04.2021):
```
pip install ffn
```

TensorTrade (?23 · ⭐ 3.4K) - An open source reinforcement learning framework for training,.. Apache-2

GitHub (?‍? 54 · ? 780 · ? 21 · ? 180 - 12% open · ⏱️ 24.08.2021):
```
git clone https://github.com/tensortrade-org/tensortrade
```
PyPi (? 980 / month · ? 1 · ⏱️ 10.05.2021):
```
pip install tensortrade
```

Enigma Catalyst (?23 · ⭐ 2.3K · ?) - An Algorithmic Trading Library for Crypto-Assets in.. Apache-2

GitHub (?‍? 140 · ? 650 · ? 23 · ? 490 - 27% open · ⏱️ 28.12.2020):
```
git clone https://github.com/enigmampc/catalyst
```
PyPi (? 1.7K / month · ? 2 · ⏱️ 11.11.2018):
```
pip install enigma-catalyst
```

stockstats (?23 · ⭐ 840) - Supply a wrapper ``StockDataFrame`` based on the.. BSD-3

GitHub (?‍? 8 · ? 230 · ? 300 · ? 66 - 50% open · ⏱️ 03.08.2021):
```
git clone https://github.com/jealous/stockstats
```
PyPi (? 20K / month · ? 48 · ⏱️ 17.10.2020):
```
pip install stockstats
```

Qlib (?21 · ⭐ 5.5K) - Qlib is an AI-oriented quantitative investment platform, which aims to.. MIT

GitHub (?‍? 59 · ? 930 · ? 270 · ? 5 · ? 290 - 29% open · ⏱️ 26.08.2021):
```
git clone https://github.com/microsoft/qlib
```
PyPi (? 4.9K / month · ⏱️ 11.07.2021):
```
pip install pyqlib
```

finmarketpy (?20 · ⭐ 2.7K · ?) - Python library for backtesting trading strategies &.. Apache-2

GitHub (?‍? 14 · ? 440 · ? 40 · ? 3 · ? 26 - 88% open · ⏱️ 23.07.2021):
```
git clone https://github.com/cuemacro/finmarketpy
```
PyPi (? 120 / month · ⏱️ 01.06.2021):
```
pip install finmarketpy
```

Crypto Signals (?19 · ⭐ 3.3K) - Github.com/CryptoSignal - #1 Quant Trading & Technical Analysis.. MIT

GitHub (?‍? 28 · ? 900 · ? 240 - 19% open · ⏱️ 28.06.2021):
```
git clone https://github.com/CryptoSignal/crypto-signal
```
Docker Hub (? 140K · ⭐ 7 · ⏱️ 03.09.2020):
```
docker pull shadowreaver/crypto-signal
```

tf-quant-finance (?19 · ⭐ 2.8K) - High-performance TensorFlow library for quantitative.. Apache-2

GitHub (?‍? 33 · ? 370 · ? 35 - 48% open · ⏱️ 25.08.2021):
```
git clone https://github.com/google/tf-quant-finance
```
PyPi (? 350 / month · ⏱️ 22.07.2021):
```
pip install tf-quant-finance
```

Show 8 hidden projects...

pyfolio (?28 · ⭐ 4K · ?) - Portfolio and risk analytics in Python. Apache-2
backtrader (?26 · ⭐ 7.1K) - Python Backtesting library for trading strategies. ❗️GPL-3.0
Alphalens (?24 · ⭐ 2K · ?) - Performance analysis of predictive (alpha) stock factors. Apache-2
FinTA (?24 · ⭐ 1.2K) - Common financial technical indicators implemented in Pandas. ❗️LGPL-3.0
arch (?24 · ⭐ 780) - ARCH models in Python. ❗️NCSA
PyAlgoTrade (?22 · ⭐ 3.5K · ?) - Python Algorithmic Trading Library. Apache-2
Backtesting.py (?19 · ⭐ 1.6K) - Backtest trading strategies in Python. ❗️AGPL-3.0
surpriver (?13 · ⭐ 1.3K · ?) - Find big moving stocks before they move using machine.. ❗️GPL-3.0

Time Series Data

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

Prophet (?29 · ⭐ 13K) - Tool for producing high quality forecasts for time series data that has.. MIT

GitHub (?‍? 130 · ? 3.8K · ? 630 · ? 1.7K - 7% open · ⏱️ 25.08.2021):
```
git clone https://github.com/facebook/prophet
```
PyPi (? 1.1M / month · ? 150 · ⏱️ 05.09.2020):
```
pip install fbprophet
```

pmdarima (?28 · ⭐ 960) - A statistical library designed to fill the void in Python's time series.. MIT

GitHub (?‍? 19 · ? 180 · ? 1.3K · ? 250 - 9% open · ⏱️ 24.07.2021):
```
git clone https://github.com/alkaline-ml/pmdarima
```
PyPi (? 890K / month · ? 12 · ⏱️ 19.04.2021):
```
pip install pmdarima
```

tsfresh (?27 · ⭐ 5.9K) - Automatic extraction of relevant features from time series:. MIT

GitHub (?‍? 79 · ? 900 · ? 470 - 8% open · ⏱️ 09.07.2021):
```
git clone https://github.com/blue-yonder/tsfresh
```
PyPi (? 340K / month · ? 66 · ⏱️ 09.09.2020):
```
pip install tsfresh
```
Conda (? 41K · ⏱️ 07.03.2021):
```
conda install -c conda-forge tsfresh
```

sktime (?26 · ⭐ 4.4K) - A unified framework for machine learning with time series. BSD-3

GitHub (?‍? 110 · ? 610 · ? 64 · ? 220 · ? 640 - 37% open · ⏱️ 26.08.2021):
```
git clone https://github.com/alan-turing-institute/sktime
```
PyPi (? 120K / month · ⏱️ 12.07.2021):
```
pip install sktime
```

tslearn (?26 · ⭐ 1.8K) - A machine learning toolkit dedicated to time-series data. BSD-2

GitHub (?‍? 32 · ? 240 · ? 280 · ? 240 - 28% open · ⏱️ 17.08.2021):
```
git clone https://github.com/tslearn-team/tslearn
```
PyPi (? 170K / month · ? 22 · ⏱️ 16.08.2021):
```
pip install tslearn
```
Conda (? 230K · ⏱️ 16.08.2021):
```
conda install -c conda-forge tslearn
```

Darts (?24 · ⭐ 2.3K) - A python library for easy manipulation and forecasting of time series. Apache-2

GitHub (?‍? 34 · ? 170 · ? 10 · ? 120 - 20% open · ⏱️ 19.08.2021):
```
git clone https://github.com/unit8co/darts
```
PyPi (? 4.5K / month · ⏱️ 19.08.2021):
```
pip install u8darts
```
Docker Hub (? 150 · ⏱️ 19.08.2021):
```
docker pull unit8/darts
```

Streamz (?24 · ⭐ 970) - Real-time stream processing for python. BSD-3

GitHub (?‍? 41 · ? 120 · ? 230 · ? 230 - 41% open · ⏱️ 23.06.2021):
```
git clone https://github.com/python-streamz/streamz
```
PyPi (? 9.5K / month · ? 16 · ⏱️ 14.01.2021):
```
pip install streamz
```
Conda (? 190K · ⏱️ 15.01.2021):
```
conda install -c conda-forge streamz
```

GluonTS (?23 · ⭐ 2.1K) - Probabilistic time series modeling in Python. Apache-2

GitHub (?‍? 78 · ? 440 · ? 630 - 35% open · ⏱️ 26.08.2021):
```
git clone https://github.com/awslabs/gluon-ts
```
PyPi (? 55K / month · ⏱️ 12.08.2021):
```
pip install gluonts
```

STUMPY (?22 · ⭐ 1.9K) - STUMPY is a powerful and scalable Python library for modern time series.. BSD-3

GitHub (?‍? 25 · ? 180 · ? 260 - 11% open · ⏱️ 23.08.2021):
```
git clone https://github.com/TDAmeritrade/stumpy
```
PyPi (? 150K / month · ⏱️ 28.07.2021):
```
pip install stumpy
```
Conda (? 28K · ⏱️ 28.07.2021):
```
conda install -c conda-forge stumpy
```

pytorch-forecasting (?22 · ⭐ 1.3K) - Time series forecasting with PyTorch. MIT

GitHub (?‍? 18 · ? 160 · ? 300 - 31% open · ⏱️ 24.08.2021):
```
git clone https://github.com/jdb78/pytorch-forecasting
```
PyPi (? 16K / month · ⏱️ 04.06.2021):
```
pip install pytorch-forecasting
```

pyts (?20 · ⭐ 1K) - A Python package for time series classification. BSD-3

GitHub (?‍? 9 · ? 110 · ? 140 · ? 51 - 60% open · ⏱️ 26.08.2021):
```
git clone https://github.com/johannfaouzi/pyts
```
PyPi (? 10K / month · ? 4 · ⏱️ 21.03.2020):
```
pip install pyts
```
Conda (? 8.6K · ⏱️ 21.03.2020):
```
conda install -c conda-forge pyts
```

seglearn (?20 · ⭐ 470) - Python module for machine learning time series:. BSD-3

GitHub (?‍? 13 · ? 49 · ? 10 · ? 28 - 17% open · ⏱️ 12.03.2021):
```
git clone https://github.com/dmbee/seglearn
```
PyPi (? 1.1K / month · ? 1 · ⏱️ 13.03.2021):
```
pip install seglearn
```

greykite (?18 · ⭐ 1.3K · ?) - A flexible, intuitive and fast forecasting library. BSD-2

GitHub (?‍? 6 · ? 53 · ? 6 · ? 41 - 26% open · ⏱️ 14.08.2021):
```
git clone https://github.com/linkedin/greykite
```
PyPi (? 8.1K / month · ⏱️ 01.07.2021):
```
pip install greykite
```

atspy (?17 · ⭐ 370 · ?) - AtsPy: Automated Time Series Models in Python (by @firmai). MIT

GitHub (?‍? 5 · ? 74 · ? 3 · ? 20 - 90% open · ⏱️ 12.11.2020):
```
git clone https://github.com/firmai/atspy
```
PyPi (? 1.2K / month · ⏱️ 24.04.2020):
```
pip install atspy
```

Show 8 hidden projects...

PyFlux (?24 · ⭐ 1.9K · ?) - Open source time series library for Python. BSD-3
luminol (?21 · ⭐ 960 · ?) - Anomaly Detection and Correlation library. Apache-2
pydlm (?20 · ⭐ 400 · ?) - A python library for Bayesian time series modeling. BSD-3
matrixprofile-ts (?19 · ⭐ 650 · ?) - A Python library for detecting patterns and anomalies.. Apache-2
Auto TS (?19 · ⭐ 280) - Automatically build ARIMA, SARIMAX, VAR, FB Prophet and XGBoost.. Apache-2
ADTK (?18 · ⭐ 720 · ?) - A Python toolkit for rule-based/unsupervised anomaly detection in time.. MPL-2.0
tick (?18 · ⭐ 360 · ?) - Module for statistical learning, with a particular emphasis on time-.. BSD-3
tsaug (?14 · ⭐ 200 · ?) - A Python package for time series augmentation. Apache-2

Medical Data

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

Lifelines (?29 · ⭐ 1.7K) - Survival analysis in Python. MIT

GitHub (?‍? 98 · ? 430 · ? 640 · ? 810 - 25% open · ⏱️ 18.08.2021):
```
git clone https://github.com/CamDavidsonPilon/lifelines
```
PyPi (? 260K / month · ? 130 · ⏱️ 27.05.2021):
```
pip install lifelines
```
Conda (? 160K · ⏱️ 27.05.2021):
```
conda install -c conda-forge lifelines
```

NIPYPE (?29 · ⭐ 580) - Workflows and interfaces for neuroimaging packages. Apache-2

GitHub (?‍? 220 · ? 470 · ? 700 · ? 1.2K - 28% open · ⏱️ 23.07.2021):
```
git clone https://github.com/nipy/nipype
```
PyPi (? 51K / month · ? 190 · ⏱️ 16.06.2021):
```
pip install nipype
```
Conda (? 440K · ⏱️ 13.07.2021):
```
conda install -c conda-forge nipype
```

NiBabel (?29 · ⭐ 430) - Python package to access a cacophony of neuro-imaging file formats. MIT

GitHub (?‍? 93 · ? 210 · ? 5.1K · ? 420 - 26% open · ⏱️ 09.08.2021):
```
git clone https://github.com/nipy/nibabel
```
PyPi (? 210K / month · ? 1.3K · ⏱️ 28.11.2020):
```
pip install nibabel
```
Conda (? 370K · ⏱️ 29.11.2020):
```
conda install -c conda-forge nibabel
```

DIPY (?28 · ⭐ 460) - DIPY is the paragon 3D/4D+ imaging library in Python. Contains generic.. BSD-3

GitHub (?‍? 120 · ? 310 · ? 420 · ? 780 - 20% open · ⏱️ 22.07.2021):
```
git clone https://github.com/dipy/dipy
```
PyPi (? 11K / month · ? 94 · ⏱️ 06.05.2021):
```
pip install dipy
```
Conda (? 250K · ⏱️ 06.05.2021):
```
conda install -c conda-forge dipy
```

MNE (?27 · ⭐ 1.7K) - MNE: Magnetoencephalography (MEG) and Electroencephalography (EEG) in Python. BSD-3

GitHub (?‍? 260 · ? 950 · ? 1.1K · ? 3.8K - 9% open · ⏱️ 25.08.2021):
```
git clone https://github.com/mne-tools/mne-python
```
PyPi (? 41K / month · ? 200 · ⏱️ 26.08.2021):
```
pip install mne
```
Conda (? 160K · ⏱️ 24.08.2021):
```
conda install -c conda-forge mne
```

Nilearn (?27 · ⭐ 760) - Machine learning for NeuroImaging in Python. BSD-3

GitHub (?‍? 170 · ? 440 · ? 8 · ? 1.2K · ? 1.5K - 17% open · ⏱️ 26.08.2021):
```
git clone https://github.com/nilearn/nilearn
```
PyPi (? 61K / month · ? 300 · ⏱️ 16.06.2021):
```
pip install nilearn
```
Conda (? 110K · ⏱️ 16.06.2021):
```
conda install -c conda-forge nilearn
```

Hail (?26 · ⭐ 740) - Scalable genomic data analysis. MIT

GitHub (?‍? 74 · ? 200 · ? 44 · ? 2K - 2% open · ⏱️ 25.08.2021):
```
git clone https://github.com/hail-is/hail
```
PyPi (? 17K / month · ⏱️ 27.07.2021):
```
pip install hail
```

MONAI (?24 · ⭐ 2.2K) - AI Toolkit for Healthcare Imaging. Apache-2

GitHub (?‍? 74 · ? 420 · ? 100 · ? 1.1K - 11% open · ⏱️ 26.08.2021):
```
git clone https://github.com/Project-MONAI/MONAI
```
PyPi (? 14K / month · ⏱️ 08.07.2021):
```
pip install monai
```

NIPY (?23 · ⭐ 300) - Neuroimaging in Python FMRI analysis package. BSD-3

GitHub (?‍? 63 · ? 120 · ? 150 - 28% open · ⏱️ 29.03.2021):
```
git clone https://github.com/nipy/nipy
```
PyPi (? 1.7K / month · ? 82 · ⏱️ 19.02.2018):
```
pip install nipy
```
Conda (? 86K · ⏱️ 04.05.2020):
```
conda install -c conda-forge nipy
```

DeepVariant (?21 · ⭐ 2.3K) - DeepVariant is an analysis pipeline that uses a deep neural.. BSD-3

GitHub (?‍? 20 · ? 560 · ? 3.5K · ? 430 - 0% open · ⏱️ 09.08.2021):
```
git clone https://github.com/google/deepvariant
```
Conda (? 33K · ⏱️ 30.07.2021):
```
conda install -c bioconda deepvariant
```

MedicalTorch (?16 · ⭐ 740) - A medical imaging framework for Pytorch. Apache-2

GitHub (?‍? 8 · ? 110 · ? 11 · ? 23 - 60% open · ⏱️ 16.04.2021):
```
git clone https://github.com/perone/medicaltorch
```
PyPi (? 230 / month · ⏱️ 24.11.2018):
```
pip install medicaltorch
```

Medical Detection Toolkit (?13 · ⭐ 1K) - The Medical Detection Toolkit contains 2D + 3D.. Apache-2

GitHub (?‍? 3 · ? 260 · ? 120 - 30% open · ⏱️ 31.05.2021):
```
git clone https://github.com/MIC-DKFZ/medicaldetectiontoolkit
```

MedicalNet (?12 · ⭐ 1.2K · ?) - Many studies have shown that the performance on deep learning is.. MIT

GitHub (?‍? 1 · ? 320 · ? 61 - 77% open · ⏱️ 27.08.2020):
```
git clone https://github.com/Tencent/MedicalNet
```

Show 6 hidden projects...

NiftyNet (?22 · ⭐ 1.3K · ?) - [unmaintained] An open-source convolutional neural.. Apache-2
DLTK (?21 · ⭐ 1.3K · ?) - Deep Learning Toolkit for Medical Image Analysis. Apache-2
MedPy (?21 · ⭐ 360 · ?) - Medical image processing in Python. ❗️GPL-3.0
Glow (?21 · ⭐ 170) - An open-source toolkit for large-scale genomic analysis. Apache-2
Brainiak (?19 · ⭐ 250) - Brain Imaging Analysis Kit. Apache-2
DeepNeuro (?14 · ⭐ 110 · ?) - A deep learning python package for neuroimaging data. Made by:. MIT

Tabular Data

Libraries for processing tabular and structured data.

pytorch_tabular (?17 · ⭐ 400) - A standard framework for modelling Deep Learning Models.. MIT

GitHub (?‍? 3 · ? 37 · ? 35 - 45% open · ⏱️ 06.08.2021):
```
git clone https://github.com/manujosephv/pytorch_tabular
```
PyPi (? 1.1K / month · ⏱️ 20.06.2021):
```
pip install pytorch_tabular
```

carefree-learn (?16 · ⭐ 340) - Deep Learning PyTorch. MIT

GitHub (?‍? 1 · ? 28 · ? 2 · ? 81 - 4% open · ⏱️ 13.08.2021):
```
git clone https://github.com/carefree0910/carefree-learn
```
PyPi (? 75 / month · ⏱️ 18.03.2021):
```
pip install carefree-learn
```

deltapy (?13 · ⭐ 370 · ?) - DeltaPy - Tabular Data Augmentation (by @firmai). MIT

GitHub (?‍? 4 · ? 36 · ? 2 · ⏱️ 21.01.2021):
```
git clone https://github.com/firmai/deltapy
```
PyPi (? 77 / month · ⏱️ 09.04.2020):
```
pip install deltapy
```

Optical Character Recognition

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

Tesseract (?30 · ⭐ 3.8K) - Python-tesseract is an optical character recognition (OCR) tool.. Apache-2

GitHub (?‍? 38 · ? 540 · ? 270 - 3% open · ⏱️ 23.08.2021):
```
git clone https://github.com/madmaze/pytesseract
```
PyPi (? 1.4M / month · ? 1.4K · ⏱️ 28.06.2021):
```
pip install pytesseract
```

Conda (? 470K · ⏱️ 05.06.2021):

conda install -c conda-forge pytesseract

EasyOCR (?29 · ⭐ 12K) - Ready-to-use OCR with 80+ supported languages and all popular writing.. Apache-2

GitHub (?‍? 85 · ? 1.5K · ? 460K · ? 480 · ? 390 - 32% open · ⏱️ 26.08.2021):
```
git clone https://github.com/JaidedAI/EasyOCR
```
PyPi (? 45K / month · ⏱️ 20.07.2021):
```
pip install easyocr
```

tesserocr (?28 · ⭐ 1.5K) - A Python wrapper for the tesseract-ocr API. MIT

GitHub (?‍? 26 · ? 200 · ? 540 · ? 220 - 30% open · ⏱️ 19.06.2021):
```
git clone https://github.com/sirfz/tesserocr
```
PyPi (? 69K / month · ? 100 · ⏱️ 19.06.2021):
```
pip install tesserocr
```
Conda (? 56K · ⏱️ 13.01.2021):
```
conda install -c conda-forge tesserocr
```

PaddleOCR (?27 · ⭐ 15K) - Awesome multilingual OCR toolkits based on PaddlePaddle.. Apache-2

GitHub (?‍? 66 · ? 3K · ? 300 · ? 2.7K - 30% open · ⏱️ 25.08.2021):
```
git clone https://github.com/PaddlePaddle/PaddleOCR
```
PyPi (? 34K / month · ⏱️ 10.08.2021):
```
pip install paddleocr
```

OCRmyPDF (?26 · ⭐ 4.7K) - OCRmyPDF adds an OCR text layer to scanned PDF files, allowing them.. MPL-2.0

GitHub (?‍? 55 · ? 460 · ? 730 - 12% open · ⏱️ 22.08.2021):
```
git clone https://github.com/jbarlow83/OCRmyPDF
```
PyPi (? 19K / month · ? 12 · ⏱️ 04.08.2021):
```
pip install ocrmypdf
```

keras-ocr (?21 · ⭐ 900) - A packaged and flexible version of the CRAFT text detector and.. MIT

GitHub (?‍? 10 · ? 220 · ? 100K · ? 140 - 29% open · ⏱️ 18.06.2021):
```
git clone https://github.com/faustomorales/keras-ocr
```
PyPi (? 15K / month · ? 2 · ⏱️ 14.06.2021):
```
pip install keras-ocr
```

attention-ocr (?20 · ⭐ 870 · ?) - A Tensorflow model for text recognition (CNN + seq2seq.. MIT

GitHub (?‍? 27 · ? 230 · ? 18 · ? 150 - 14% open · ⏱️ 31.10.2020):
```
git clone https://github.com/emedvedev/attention-ocr
```
PyPi (? 520 / month · ⏱️ 19.04.2019):
```
pip install aocr
```

doc2text (?19 · ⭐ 1.2K · ?) - Detect text blocks and OCR poorly scanned PDFs in bulk. Python.. MIT

GitHub (?‍? 5 · ? 100 · ? 44 · ? 23 - 60% open · ⏱️ 01.12.2020):
```
git clone https://github.com/jlsutherland/doc2text
```
PyPi (? 430 / month · ⏱️ 06.09.2016):
```
pip install doc2text
```

calamari (?19 · ⭐ 860) - Line based ATR Engine based on OCRopy. Apache-2

GitHub (?‍? 18 · ? 180 · ? 210 - 15% open · ⏱️ 05.08.2021):
```
git clone https://github.com/Calamari-OCR/calamari
```
PyPi (? 820 / month · ? 2 · ⏱️ 13.11.2018):
```
pip install calamari_ocr
```

Show 2 hidden projects...

pdftabextract (?19 · ⭐ 1.9K · ?) - A set of tools for extracting tables from PDF files.. Apache-2
Mozart (?10 · ⭐ 290) - An optical music recognition (OMR) system. Converts sheet music.. Apache-2

Data Containers & Structures

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

pandas (?43 · ⭐ 31K) - Flexible and powerful data analysis / manipulation library for.. BSD-3

GitHub (?‍? 2.8K · ? 13K · ? 120K · ? 520K · ? 21K - 16% open · ⏱️ 25.08.2021):
```
git clone https://github.com/pandas-dev/pandas
```
PyPi (? 83M / month · ? 77K · ⏱️ 15.08.2021):
```
pip install pandas
```
Conda (? 19M · ⏱️ 16.08.2021):
```
conda install -c conda-forge pandas
```

numpy (?38 · ⭐ 18K) - The fundamental package for scientific computing with Python. BSD-3

GitHub (?‍? 1.3K · ? 5.8K · ? 380K · ? 810K · ? 10K - 23% open · ⏱️ 26.08.2021):
```
git clone https://github.com/numpy/numpy
```
PyPi (? 83M / month · ? 170K · ⏱️ 15.08.2021):
```
pip install numpy
```
Conda (? 23M · ⏱️ 16.08.2021):
```
conda install -c conda-forge numpy
```

Arrow (?37 · ⭐ 8.3K) - Apache Arrow is a multi-language toolbox for accelerated data.. Apache-2

GitHub (?‍? 720 · ? 2K · ? 51 · ? 780 - 18% open · ⏱️ 26.08.2021):
```
git clone https://github.com/apache/arrow
```
PyPi (? 31M / month · ? 990 · ⏱️ 28.07.2021):
```
pip install pyarrow
```
Conda (? 730K · ⏱️ 24.06.2021):
```
conda install -c conda-forge arrow
```

h5py (?36 · ⭐ 1.6K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3

GitHub (?‍? 170 · ? 410 · ? 1.3K · ? 130K · ? 1.2K - 17% open · ⏱️ 23.08.2021):
```
git clone https://github.com/h5py/h5py
```
PyPi (? 9.9M / month · ? 23K · ⏱️ 23.08.2021):
```
pip install h5py
```
Conda (? 5.9M · ⏱️ 19.08.2021):
```
conda install -c conda-forge h5py
```

numexpr (?31 · ⭐ 1.6K) - Fast numerical array expression evaluator for Python, NumPy, PyTables,.. MIT

GitHub (?‍? 58 · ? 170 · ? 310 - 17% open · ⏱️ 03.03.2021):
```
git clone https://github.com/pydata/numexpr
```
PyPi (? 1.5M / month · ? 5.5K · ⏱️ 03.03.2021):
```
pip install numexpr
```
Conda (? 2.9M · ⏱️ 05.03.2021):
```
conda install -c conda-forge numexpr
```

Koalas (?30 · ⭐ 2.9K) - Koalas: pandas API on Apache Spark. Apache-2

GitHub (?‍? 51 · ? 320 · ? 1K · ? 110 · ? 600 - 20% open · ⏱️ 26.08.2021):
```
git clone https://github.com/databricks/koalas
```
PyPi (? 3.6M / month · ? 2 · ⏱️ 18.06.2021):
```
pip install koalas
```
Conda (? 98K · ⏱️ 18.06.2021):
```
conda install -c conda-forge koalas
```

xarray (?30 · ⭐ 2.2K) - N-D labeled arrays and datasets in Python. Apache-2

GitHub (?‍? 330 · ? 690 · ? 7.3K · ? 3K - 28% open · ⏱️ 25.08.2021):
```
git clone https://github.com/pydata/xarray
```
PyPi (? 840K / month · ? 1.1K · ⏱️ 23.07.2021):
```
pip install xarray
```
Conda (? 3.8M · ⏱️ 26.07.2021):
```
conda install -c conda-forge xarray
```

Bottleneck (?30 · ⭐ 630 · ?) - Fast NumPy array functions written in C. BSD-2

GitHub (?‍? 21 · ? 73 · ? 25K · ? 210 - 15% open · ⏱️ 24.01.2021):
```
git clone https://github.com/pydata/bottleneck
```
PyPi (? 660K / month · ? 2.9K · ⏱️ 21.02.2020):
```
pip install Bottleneck
```

Conda (? 1.7M · ⏱️ 24.08.2021):

conda install -c conda-forge bottleneck

Modin (?29 · ⭐ 6.4K) - Modin: Speed up your Pandas workflows by changing a single line of.. Apache-2

GitHub (?‍? 81 · ? 450 · ? 200K · ? 440 · ? 2K - 31% open · ⏱️ 26.08.2021):
```
git clone https://github.com/modin-project/modin
```
PyPi (? 130K / month · ? 18 · ⏱️ 21.08.2021):
```
pip install modin
```

TinyDB (?29 · ⭐ 4.5K) - TinyDB is a lightweight document oriented database optimized for your.. MIT

GitHub (?‍? 68 · ? 410 · ? 270 - 4% open · ⏱️ 14.08.2021):
```
git clone https://github.com/msiemens/tinydb
```
PyPi (? 320K / month · ? 1.1K · ⏱️ 17.07.2021):
```
pip install tinydb
```
Conda (? 130K · ⏱️ 14.08.2021):
```
conda install -c conda-forge tinydb
```

PyTables (?29 · ⭐ 1.1K) - A Python package to manage extremely large amounts of data. BSD-3

GitHub (?‍? 98 · ? 200 · ? 160 · ? 620 - 27% open · ⏱️ 19.07.2021):
```
git clone https://github.com/PyTables/PyTables
```
PyPi (? 840K / month · ? 3.8K · ⏱️ 30.10.2019):
```
pip install tables
```
Conda (? 3M · ⏱️ 14.01.2021):
```
conda install -c conda-forge pytables
```

zarr (?28 · ⭐ 750) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT

GitHub (?‍? 47 · ? 130 · ? 820 · ? 460 - 45% open · ⏱️ 26.08.2021):
```
git clone https://github.com/zarr-developers/zarr-python
```
PyPi (? 47K / month · ? 72 · ⏱️ 26.08.2021):
```
pip install zarr
```
Conda (? 890K · ⏱️ 21.05.2021):
```
conda install -c conda-forge zarr
```

swifter (?26 · ⭐ 1.7K) - A package which efficiently applies any function to a pandas.. MIT

GitHub (?‍? 14 · ? 84 · ? 370 · ? 100 - 20% open · ⏱️ 25.06.2021):
```
git clone https://github.com/jmcarpenter2/swifter
```
PyPi (? 90K / month · ? 32 · ⏱️ 25.06.2021):
```
pip install swifter
```
Conda (? 120K · ⏱️ 26.06.2021):
```
conda install -c conda-forge swifter
```

datasketch (?26 · ⭐ 1.6K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT

GitHub (?‍? 18 · ? 220 · ? 18 · ? 310 · ? 120 - 19% open · ⏱️ 02.06.2021):
```
git clone https://github.com/ekzhu/datasketch
```
PyPi (? 330K / month · ? 86 · ⏱️ 23.12.2020):
```
pip install datasketch
```

Vaex (?25 · ⭐ 6.5K) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualize and.. MIT

GitHub (?‍? 51 · ? 500 · ? 220 · ? 860 - 38% open · ⏱️ 25.08.2021):
```
git clone https://github.com/vaexio/vaex
```
PyPi (? 21K / month · ? 4 · ⏱️ 13.08.2021):
```
pip install vaex
```
Conda (? 110K · ⏱️ 18.06.2021):
```
conda install -c conda-forge vaex
```

bcolz (?25 · ⭐ 930 · ?) - A columnar data container that can be compressed. BSD-3

GitHub (?‍? 33 · ? 120 · ? 1.6K · ? 250 - 50% open · ⏱️ 10.09.2020):
```
git clone https://github.com/Blosc/bcolz
```
PyPi (? 27K / month · ? 970 · ⏱️ 13.04.2018):
```
pip install bcolz
```
Conda (? 260K · ⏱️ 05.11.2019):
```
conda install -c conda-forge bcolz
```

polars (?24 · ⭐ 2.2K) - Fast multi-threaded DataFrame library in Rust and Python. MIT

GitHub (?‍? 35 · ? 130 · ? 4 · ? 490 - 12% open · ⏱️ 26.08.2021):
```
git clone https://github.com/pola-rs/polars
```
PyPi (? 11K / month · ⏱️ 26.08.2021):
```
pip install polars
```

Pandaral·lel (?24 · ⭐ 1.7K) - A simple and efficient tool to parallelize Pandas.. BSD-3

GitHub (?‍? 14 · ? 120 · ? 280 · ? 140 - 57% open · ⏱️ 04.02.2021):
```
git clone https://github.com/nalepae/pandarallel
```
PyPi (? 180K / month · ⏱️ 04.02.2021):
```
pip install pandarallel
```

Arctic (?23 · ⭐ 2.4K) - Arctic is a high performance datastore for numeric data. ❗️LGPL-2.1

GitHub (?‍? 71 · ? 460 · ? 160 · ? 130 · ? 520 - 16% open · ⏱️ 23.07.2021):
```
git clone https://github.com/man-group/arctic
```
PyPi (? 4.8K / month · ? 42 · ⏱️ 01.12.2020):
```
pip install arctic
```
Conda (? 15K · ⏱️ 16.12.2019):
```
conda install -c conda-forge arctic
```

datatable (?22 · ⭐ 1.3K) - A Python package for manipulating 2-dimensional tabular data.. MPL-2.0

GitHub (?‍? 29 · ? 120 · ? 1.1K · ? 1.4K - 9% open · ⏱️ 24.08.2021):
```
git clone https://github.com/h2oai/datatable
```
PyPi (? 95K / month · ? 6 · ⏱️ 01.07.2021):
```
pip install datatable
```

Bounter (?17 · ⭐ 920) - Efficient Counter that uses a limited (bounded) amount of memory.. MIT

GitHub (?‍? 8 · ? 48 · ? 24 · ? 21 - 57% open · ⏱️ 24.05.2021):
```
git clone https://github.com/RaRe-Technologies/bounter
```
PyPi (? 140 / month · ? 14 · ⏱️ 17.08.2020):
```
pip install bounter
```

PandaPy (?14 · ⭐ 480 · ?) - PandaPy has the speed of NumPy and the usability of Pandas 10x to.. MIT

GitHub (?‍? 3 · ? 52 · ? 1 · ? 3 - 66% open · ⏱️ 12.11.2020):
```
git clone https://github.com/firmai/pandapy
```
PyPi (? 93 / month · ⏱️ 25.01.2020):
```
pip install pandapy
```

Show 7 hidden projects...

Blaze (?28 · ⭐ 3K · ?) - NumPy and Pandas interface to Big Data. BSD-3
sklearn-pandas (?27 · ⭐ 2.5K) - Pandas integration with sklearn. ❗️Zlib
pandasql (?24 · ⭐ 1K · ?) - sqldf for pandas. MIT
pickleDB (?21 · ⭐ 600 · ?) - pickleDB is an open source key-value store using Python's json.. BSD-3
Pandas Summary (?21 · ⭐ 360 · ?) - An extension to pandas dataframes describe function. MIT
StaticFrame (?21 · ⭐ 240) - Immutable and grow-only Pandas-like DataFrames with a more explicit.. MIT
fletcher (?19 · ⭐ 210) - 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 ( ⭐ 1.7K) - Collection of data-loading and -extraction libraries.

Web Scraping & Crawling

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

? best-of-web-python - Web Scraping ( ⭐ 1.3K) - 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 (?39 · ⭐ 18K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3

GitHub (?‍? 1.1K · ? 4K · ? 57K · ? 4.6K - 11% open · ⏱️ 26.08.2021):
```
git clone https://github.com/celery/celery
```
PyPi (? 4.8M / month · ? 28K · ⏱️ 17.08.2021):
```
pip install celery
```
Conda (? 600K · ⏱️ 29.06.2021):
```
conda install -c conda-forge celery
```

joblib (?35 · ⭐ 2.5K) - Computing with Python functions. BSD-3

GitHub (?‍? 100 · ? 300 · ? 120K · ? 660 - 44% open · ⏱️ 24.08.2021):
```
git clone https://github.com/joblib/joblib
```
PyPi (? 28M / month · ? 6.6K · ⏱️ 09.02.2021):
```
pip install joblib
```
Conda (? 4.9M · ⏱️ 09.02.2021):
```
conda install -c conda-forge joblib
```

luigi (?34 · ⭐ 15K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2

GitHub (?‍? 560 · ? 2.3K · ? 1.5K · ? 940 - 9% open · ⏱️ 26.08.2021):
```
git clone https://github.com/spotify/luigi
```
PyPi (? 790K / month · ? 680 · ⏱️ 23.09.2020):
```
pip install luigi
```
Conda (? 7.9K · ⏱️ 17.04.2021):
```
conda install -c anaconda luigi
```

rq (?34 · ⭐ 7.9K) - Simple job queues for Python. BSD-3

GitHub (?‍? 240 · ? 1.2K · ? 8.6K · ? 900 - 17% open · ⏱️ 26.08.2021):
```
git clone https://github.com/rq/rq
```
PyPi (? 470K / month · ? 3.3K · ⏱️ 30.06.2021):
```
pip install rq
```
Conda (? 59K · ⏱️ 30.06.2021):
```
conda install -c conda-forge rq
```

Beam (?34 · ⭐ 5K) - Unified programming model to define and execute data processing pipelines,.. Apache-2

GitHub (?‍? 1.1K · ? 3.2K · ⏱️ 26.08.2021):
```
git clone https://github.com/apache/beam
```
PyPi (? 4.3M / month · ? 190 · ⏱️ 26.08.2021):
```
pip install apache-beam
```

Airflow (?33 · ⭐ 23K · ?) - Platform to programmatically author, schedule, and monitor.. Apache-2

GitHub (?‍? 2K · ? 9.1K · ? 170K · ? 4.1K - 24% open · ⏱️ 26.08.2021):
```
git clone https://github.com/apache/airflow
```
PyPi (? 3.3M / month · ? 290 · ⏱️ 23.08.2021):
```
pip install apache-airflow
```
Conda (? 380K · ⏱️ 16.07.2021):
```
conda install -c conda-forge airflow
```
Docker Hub (? 36M · ⭐ 280 · ⏱️ 23.08.2021):
```
docker pull apache/airflow
```

Prefect (?31 · ⭐ 6.7K) - The easiest way to automate your data. Apache-2

GitHub (?‍? 240 · ? 640 · ? 410 · ? 1.9K - 19% open · ⏱️ 25.08.2021):
```
git clone https://github.com/PrefectHQ/prefect
```
PyPi (? 160K / month · ? 2 · ⏱️ 17.08.2021):
```
pip install prefect
```
Conda (? 140K · ⏱️ 21.08.2021):
```
conda install -c conda-forge prefect
```

Dagster (?31 · ⭐ 3.7K) - A data orchestrator for machine learning, analytics, and ETL. Apache-2

GitHub (?‍? 150 · ? 430 · ? 220 · ? 3.2K - 21% open · ⏱️ 26.08.2021):
```
git clone https://github.com/dagster-io/dagster
```
PyPi (? 170K / month · ? 4 · ⏱️ 19.08.2021):
```
pip install dagster
```
Conda (? 350K · ⏱️ 24.08.2021):
```
conda install -c conda-forge dagster
```

dbt (?31 · ⭐ 3.4K) - dbt (data build tool) enables data analysts and engineers to transform.. Apache-2

GitHub (?‍? 160 · ? 640 · ? 360 · ? 2.2K - 18% open · ⏱️ 26.08.2021):
```
git clone https://github.com/fishtown-analytics/dbt
```
PyPi (? 490K / month · ? 18 · ⏱️ 19.08.2021):
```
pip install dbt
```
Conda (? 180K · ⏱️ 04.05.2021):
```
conda install -c conda-forge dbt
```

faust (?30 · ⭐ 5.7K · ?) - Python Stream Processing. BSD-3

GitHub (?‍? 91 · ? 480 · ? 830 · ? 480 - 51% open · ⏱️ 09.10.2020):
```
git clone https://github.com/robinhood/faust
```
PyPi (? 490K / month · ? 28 · ⏱️ 25.02.2020):
```
pip install faust
```

Kedro (?29 · ⭐ 4.3K) - A Python framework for creating reproducible, maintainable and modular.. Apache-2

GitHub (?‍? 110 · ? 480 · ? 540 · ? 520 - 7% open · ⏱️ 23.08.2021):
```
git clone https://github.com/quantumblacklabs/kedro
```
PyPi (? 210K / month · ? 16 · ⏱️ 16.06.2021):
```
pip install kedro
```

mrjob (?29 · ⭐ 2.6K · ?) - Run MapReduce jobs on Hadoop or Amazon Web Services. Apache-2

GitHub (?‍? 140 · ? 590 · ? 820 · ? 1.3K - 15% open · ⏱️ 16.11.2020):
```
git clone https://github.com/Yelp/mrjob
```
PyPi (? 120K / month · ? 110 · ⏱️ 17.09.2020):
```
pip install mrjob
```
Conda (? 390K · ⏱️ 24.12.2020):
```
conda install -c conda-forge mrjob
```

mleap (?29 · ⭐ 1.3K · ?) - MLeap: Deploy ML Pipelines to Production. Apache-2

GitHub (?‍? 69 · ? 280 · ? 160 · ? 430 - 20% open · ⏱️ 02.08.2021):
```
git clone https://github.com/combust/mleap
```
PyPi (? 450K / month · ? 32 · ⏱️ 07.05.2021):
```
pip install mleap
```
Conda (? 37K · ⏱️ 10.05.2021):
```
conda install -c conda-forge mleap
```

huey (?28 · ⭐ 3.6K) - a little task queue for python. MIT

GitHub (?‍? 65 · ? 310 · ? 790 · ⏱️ 13.08.2021):
```
git clone https://github.com/coleifer/huey
```
PyPi (? 46K / month · ? 290 · ⏱️ 10.08.2021):
```
pip install huey
```
Conda (? 21K · ⏱️ 16.10.2019):
```
conda install -c conda-forge huey
```

TFX (?27 · ⭐ 1.6K) - TFX is an end-to-end platform for deploying production ML pipelines. Apache-2

GitHub (?‍? 120 · ? 460 · ? 680 - 34% open · ⏱️ 26.08.2021):
```
git clone https://github.com/tensorflow/tfx
```
PyPi (? 1.7M / month · ? 4 · ⏱️ 17.08.2021):
```
pip install tfx
```

petl (?27 · ⭐ 920) - Python Extract Transform and Load Tables of Data. MIT

GitHub (?‍? 47 · ? 150 · ? 500 · ? 420 - 16% open · ⏱️ 11.06.2021):
```
git clone https://github.com/petl-developers/petl
```
PyPi (? 56K / month · ? 110 · ⏱️ 27.03.2021):
```
pip install petl
```
Conda (? 30K · ⏱️ 05.04.2021):
```
conda install -c conda-forge petl
```

Activeloop (?26 · ⭐ 3.5K) - Fastest dataset optimization and management for machine and deep.. MPL-2.0

GitHub (?‍? 80 · ? 270 · ? 130 · ? 280 - 11% open · ⏱️ 26.08.2021):
```
git clone https://github.com/activeloopai/Hub
```
PyPi (? 5.6K / month · ? 52 · ⏱️ 16.08.2021):
```
pip install hub
```

PyFunctional (?26 · ⭐ 1.9K) - Python library for creating data pipelines with chain functional.. MIT

GitHub (?‍? 24 · ? 100 · ? 330 · ? 120 - 2% open · ⏱️ 06.07.2021):
```
git clone https://github.com/EntilZha/PyFunctional
```
PyPi (? 72K / month · ⏱️ 12.01.2021):
```
pip install pyfunctional
```

Great Expectations (?25 · ⭐ 4.9K) - Always know what to expect from your data. Apache-2

GitHub (?‍? 220 · ? 650 · ? 980 - 14% open · ⏱️ 26.08.2021):

git clone https://github.com/great-expectations/great_expectations

PyPi (? 1.3M / month · ? 6 · ⏱️ 23.08.2021):
```
pip install great_expectations
```

streamparse (?24 · ⭐ 1.4K · ?) - Run Python in Apache Storm topologies. Pythonic API, CLI.. Apache-2

GitHub (?‍? 41 · ? 220 · ? 49 · ? 330 - 20% open · ⏱️ 18.12.2020):
```
git clone https://github.com/Parsely/streamparse
```
PyPi (? 3.6K / month · ? 52 · ⏱️ 07.10.2020):
```
pip install streamparse
```

bonobo (?23 · ⭐ 1.5K) - Extract Transform Load for Python 3.5+. Apache-2

GitHub (?‍? 37 · ? 120 · ? 120 · ? 180 - 38% open · ⏱️ 10.03.2021):
```
git clone https://github.com/python-bonobo/bonobo
```
PyPi (? 2.7K / month · ? 52 · ⏱️ 20.07.2019):
```
pip install bonobo
```

arq (?23 · ⭐ 910) - Fast job queuing and RPC in python with asyncio and redis. MIT

GitHub (?‍? 28 · ? 74 · ? 70 · ? 110 - 23% open · ⏱️ 06.07.2021):
```
git clone https://github.com/samuelcolvin/arq
```
PyPi (? 15K / month · ? 8 · ⏱️ 06.07.2021):
```
pip install arq
```

Pypeline (?21 · ⭐ 1.2K) - Concurrent data pipelines in Python . MIT

GitHub (?‍? 10 · ? 73 · ? 52 - 26% open · ⏱️ 13.04.2021):
```
git clone https://github.com/cgarciae/pypeln
```
PyPi (? 14K / month · ? 10 · ⏱️ 05.01.2021):
```
pip install pypeln
```

TaskTiger (?21 · ⭐ 1.1K) - Python task queue using Redis. MIT

GitHub (?‍? 23 · ? 59 · ? 20 · ? 71 - 50% open · ⏱️ 16.08.2021):
```
git clone https://github.com/closeio/tasktiger
```
PyPi (? 2.2K / month · ? 18 · ⏱️ 16.04.2021):
```
pip install tasktiger
```

pdpipe (?21 · ⭐ 620) - Easy pipelines for pandas DataFrames. MIT

GitHub (?‍? 8 · ? 28 · ? 34 · ? 22 - 31% open · ⏱️ 25.08.2021):
```
git clone https://github.com/pdpipe/pdpipe
```
PyPi (? 2.1K / month · ⏱️ 25.08.2021):
```
pip install pdpipe
```

ploomber (?21 · ⭐ 390) - Write maintainable, production-ready pipelines using Jupyter or your.. Apache-2

GitHub (?‍? 7 · ? 13 · ? 13 · ? 320 - 15% open · ⏱️ 23.08.2021):
```
git clone https://github.com/ploomber/ploomber
```
PyPi (? 3.4K / month · ⏱️ 16.08.2021):
```
pip install ploomber
```

dpark (?20 · ⭐ 2.7K · ?) - Python clone of Spark, a MapReduce alike framework in Python. BSD-3

GitHub (?‍? 35 · ? 550 · ? 3 · ⏱️ 25.12.2020):
```
git clone https://github.com/douban/dpark
```
PyPi (? 58 / month · ? 1 · ⏱️ 27.07.2018):
```
pip install dpark
```

Databolt Flow (?19 · ⭐ 920) - Python library for building highly effective data science workflows. MIT

GitHub (?‍? 12 · ? 67 · ? 13 · ? 22 - 40% open · ⏱️ 28.04.2021):
```
git clone https://github.com/d6t/d6tflow
```
PyPi (? 380 / month · ⏱️ 17.03.2021):
```
pip install d6tflow
```

mrq (?19 · ⭐ 850 · ?) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT

GitHub (?‍? 37 · ? 110 · ? 25 · ? 180 - 33% open · ⏱️ 13.12.2020):
```
git clone https://github.com/pricingassistant/mrq
```
PyPi (? 420 / month · ? 12 · ⏱️ 31.08.2018):
```
pip install mrq
```

kale (?19 · ⭐ 420) - Kubeflows superfood for Data Scientists. Apache-2

GitHub (?‍? 10 · ? 75 · ? 140 - 57% open · ⏱️ 19.05.2021):
```
git clone https://github.com/kubeflow-kale/kale
```
PyPi (? 1.7K / month · ⏱️ 19.05.2021):
```
pip install kubeflow-kale
```

spark-deep-learning (?18 · ⭐ 1.9K) - Deep Learning Pipelines for Apache Spark. Apache-2

GitHub (?‍? 16 · ? 460 · ? 17 · ? 100 - 73% open · ⏱️ 19.08.2021):
```
git clone https://github.com/databricks/spark-deep-learning
```

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

GitHub (?‍? 18 · ? 72 · ? 30 - 73% open · ⏱️ 14.08.2020):
```
git clone https://github.com/nerevu/riko
```
PyPi (? 410 / month · ? 1 · ⏱️ 14.08.2020):
```
pip install riko
```

Optimus (?18 · ⭐ 1K) - Agile Data Preparation Workflows madeeasy with Pandas, Dask,.. Apache-2

GitHub (?‍? 25 · ? 200 · ? 220 - 19% open · ⏱️ 25.08.2021):
```
git clone https://github.com/hi-primus/optimus
```
PyPi (? 8K / month · ⏱️ 30.05.2019):
```
pip install optimuspyspark
```

Mara Pipelines (?17 · ⭐ 1.8K) - A lightweight opinionated ETL framework, halfway between plain.. MIT

GitHub (?‍? 16 · ? 83 · ? 7 · ? 23 - 47% open · ⏱️ 08.03.2021):
```
git clone https://github.com/mara/mara-pipelines
```
PyPi (? 80 / month · ⏱️ 23.01.2021):
```
pip install mara-pipelines
```

zenml (?17 · ⭐ 1.3K) - ZenML : MLOps framework to create reproducible ML pipelines for.. Apache-2

GitHub (?‍? 13 · ? 68 · ? 1 · ? 48 - 33% open · ⏱️ 23.08.2021):
```
git clone https://github.com/maiot-io/zenml
```
PyPi (? 260 / month · ⏱️ 10.06.2021):
```
pip install zenml
```

Show 6 hidden projects...

pysparkling (?22 · ⭐ 240) - A pure Python implementation of Apache Spark's RDD and DStream.. MIT
dbnd (?21 · ⭐ 200) - DBND is an agile pipeline framework that helps data engineering teams.. Apache-2
BatchFlow (?19 · ⭐ 160) - BatchFlow helps you conveniently work with random or sequential.. Apache-2
flupy (?19 · ⭐ 160) - Fluent data pipelines for python and your shell. MIT
bodywork-core (?17 · ⭐ 270) - MLOps tool for deploying machine learning projects to.. ❗️AGPL-3.0
Botflow (?16 · ⭐ 1.2K · ?) - Python Fast Dataflow programming framework for Data pipeline work(.. BSD-3

Distributed Machine Learning

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

dask (?34 · ⭐ 8.7K) - Parallel computing with task scheduling. BSD-3

GitHub (?‍? 460 · ? 1.3K · ? 30K · ? 3.9K - 19% open · ⏱️ 25.08.2021):
```
git clone https://github.com/dask/dask
```
PyPi (? 4.9M / month · ? 3.9K · ⏱️ 20.08.2021):
```
pip install dask
```
Conda (? 3.9M · ⏱️ 21.08.2021):
```
conda install -c conda-forge dask
```

Ray (?32 · ⭐ 17K) - An open source framework that provides a simple, universal API for.. Apache-2

GitHub (?‍? 550 · ? 2.9K · ? 7.7K - 23% open · ⏱️ 26.08.2021):
```
git clone https://github.com/ray-project/ray
```
PyPi (? 560K / month · ? 160 · ⏱️ 23.08.2021):
```
pip install ray
```

dask.distributed (?32 · ⭐ 1.2K) - A distributed task scheduler for Dask. BSD-3

GitHub (?‍? 250 · ? 540 · ? 20K · ? 2.4K - 38% open · ⏱️ 26.08.2021):
```
git clone https://github.com/dask/distributed
```
PyPi (? 4.2M / month · ? 1.8K · ⏱️ 20.08.2021):
```
pip install distributed
```

Conda (? 5M · ⏱️ 21.08.2021):

conda install -c conda-forge distributed

horovod (?29 · ⭐ 12K) - Distributed training framework for TensorFlow, Keras, PyTorch, and.. Apache-2

GitHub (?‍? 130 · ? 1.9K · ? 420 · ? 1.9K - 13% open · ⏱️ 25.08.2021):
```
git clone https://github.com/horovod/horovod
```
PyPi (? 45K / month · ? 40 · ⏱️ 10.06.2021):
```
pip install horovod
```

Mesh (?28 · ⭐ 1.1K) - Mesh TensorFlow: Model Parallelism Made Easier. Apache-2

GitHub (?‍? 42 · ? 180 · ? 560 · ? 92 - 85% open · ⏱️ 24.08.2021):
```
git clone https://github.com/tensorflow/mesh
```
PyPi (? 1.3M / month · ? 56 · ⏱️ 24.03.2021):
```
pip install mesh-tensorflow
```

DeepSpeed (?26 · ⭐ 5.4K) - DeepSpeed is a deep learning optimization library that makes.. MIT

GitHub (?‍? 61 · ? 550 · ? 77 · ? 590 - 48% open · ⏱️ 25.08.2021):
```
git clone https://github.com/microsoft/DeepSpeed
```
PyPi (? 54K / month · ⏱️ 17.08.2021):
```
pip install deepspeed
```
Docker Hub (? 9.5K · ⭐ 2 · ⏱️ 05.05.2021):
```
docker pull deepspeed/deepspeed
```

Elephas (?26 · ⭐ 1.5K) - Distributed Deep learning with Keras & Spark. MIT keras

GitHub (?‍? 27 · ? 290 · ? 46 · ? 150 - 16% open · ⏱️ 17.08.2021):
```
git clone https://github.com/maxpumperla/elephas
```
PyPi (? 24K / month · ? 3 · ⏱️ 17.08.2021):
```
pip install elephas
```

petastorm (?26 · ⭐ 1.2K) - Petastorm library enables single machine or distributed training.. Apache-2

GitHub (?‍? 40 · ? 200 · ? 310 · ? 39 · ? 270 - 51% open · ⏱️ 25.08.2021):
```
git clone https://github.com/uber/petastorm
```
PyPi (? 150K / month · ⏱️ 03.08.2021):
```
pip install petastorm
```

mpi4py (?26 · ⭐ 440) - Python bindings for MPI. BSD-3

GitHub (?‍? 17 · ? 68 · ? 1.5K · ? 37 - 16% open · ⏱️ 22.08.2021):
```
git clone https://github.com/mpi4py/mpi4py
```
PyPi (? 130K / month · ? 750 · ⏱️ 14.08.2021):
```
pip install mpi4py
```
Conda (? 740K · ⏱️ 15.08.2021):
```
conda install -c conda-forge mpi4py
```

BigDL (?25 · ⭐ 3.8K) - BigDL: Distributed Deep Learning Framework for Apache Spark. Apache-2

GitHub (?‍? 74 · ? 920 · ? 26 · ? 920 - 20% open · ⏱️ 28.07.2021):
```
git clone https://github.com/intel-analytics/BigDL
```
PyPi (? 2.2K / month · ? 6 · ⏱️ 23.07.2021):
```
pip install bigdl
```

Maven (⏱️ 20.04.2021):

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

TensorFlowOnSpark (?25 · ⭐ 3.7K) - TensorFlowOnSpark brings TensorFlow programs to.. Apache-2

GitHub (?‍? 33 · ? 940 · ? 360 - 3% open · ⏱️ 07.07.2021):
```
git clone https://github.com/yahoo/TensorFlowOnSpark
```
PyPi (? 270K / month · ? 5 · ⏱️ 25.05.2021):
```
pip install tensorflowonspark
```

ipyparallel (?25 · ⭐ 2K) - Interactive Parallel Computing in Python. BSD-3

GitHub (?‍? 100 · ? 810 · ? 1.7K · ? 290 - 21% open · ⏱️ 26.08.2021):
```
git clone https://github.com/ipython/ipyparallel
```
PyPi (? 43K / month · ? 490 · ⏱️ 11.08.2021):
```
pip install ipyparallel
```

Conda (? 500K · ⏱️ 05.08.2021):

conda install -c conda-forge ipyparallel

FairScale (?25 · ⭐ 1.3K) - PyTorch extensions for high performance and large scale training. BSD-3

GitHub (?‍? 40 · ? 100 · ? 64 · ? 200 - 24% open · ⏱️ 18.08.2021):
```
git clone https://github.com/facebookresearch/fairscale
```
PyPi (? 33K / month · ⏱️ 01.08.2021):
```
pip install fairscale
```

dask-ml (?24 · ⭐ 740) - Scalable Machine Learning with Dask. BSD-3

GitHub (?‍? 66 · ? 200 · ? 460 · ? 420 - 47% open · ⏱️ 05.08.2021):
```
git clone https://github.com/dask/dask-ml
```
PyPi (? 47K / month · ? 42 · ⏱️ 03.05.2021):
```
pip install dask-ml
```
Conda (? 240K · ⏱️ 03.05.2021):
```
conda install -c conda-forge dask-ml
```

metrics (?24 · ⭐ 440) - Machine learning metrics for distributed, scalable PyTorch.. Apache-2

GitHub (?‍? 87 · ? 84 · ? 180 · ? 640 · ? 160 - 14% open · ⏱️ 26.08.2021):
```
git clone https://github.com/PyTorchLightning/metrics
```
PyPi (? 3.1K / month · ? 12 · ⏱️ 28.04.2018):
```
pip install metrics
```

analytics-zoo (?23 · ⭐ 2.4K) - Distributed Tensorflow, Keras and PyTorch on Apache.. Apache-2

GitHub (?‍? 100 · ? 680 · ? 2 · ? 1.3K - 42% open · ⏱️ 26.08.2021):
```
git clone https://github.com/intel-analytics/analytics-zoo
```
PyPi (? 1.7K / month · ⏱️ 22.08.2021):
```
pip install analytics-zoo
```

MMLSpark (?22 · ⭐ 2.4K) - Microsoft Machine Learning for Apache Spark. MIT

GitHub (?‍? 69 · ? 540 · ? 460 - 45% open · ⏱️ 25.08.2021):
```
git clone https://github.com/Azure/mmlspark
```
PyPi (? 34K / month · ⏱️ 18.03.2020):
```
pip install mmlspark
```

Submit it (?22 · ⭐ 440) - Python 3.6+ toolbox for submitting jobs to Slurm. MIT

GitHub (?‍? 14 · ? 34 · ? 200 · ? 50 - 44% open · ⏱️ 20.08.2021):
```
git clone https://github.com/facebookincubator/submitit
```
PyPi (? 6.6K / month · ⏱️ 08.04.2021):
```
pip install submitit
```
Conda (? 4K · ⏱️ 10.02.2021):
```
conda install -c conda-forge submitit
```

BytePS (?19 · ⭐ 2.9K) - A high performance and generic framework for distributed DNN training. Apache-2

GitHub (?‍? 19 · ? 400 · ? 250 - 39% open · ⏱️ 11.08.2021):
```
git clone https://github.com/bytedance/byteps
```
PyPi (? 240 / month · ⏱️ 02.08.2021):
```
pip install byteps
```
Docker Hub (? 1.2K · ⏱️ 03.03.2020):
```
docker pull bytepsimage/tensorflow
```

Apache Singa (?19 · ⭐ 2.3K) - a distributed deep learning platform. Apache-2

GitHub (?‍? 76 · ? 660 · ? 1 · ? 78 - 51% open · ⏱️ 10.08.2021):
```
git clone https://github.com/apache/singa
```
Conda (? 290 · ⏱️ 09.08.2021):
```
conda install -c nusdbsystem singa
```
Docker Hub (? 180 · ⭐ 3 · ⏱️ 04.06.2019):
```
docker pull apache/singa
```

Fiber (?19 · ⭐ 930) - Distributed Computing for AI Made Simple. Apache-2

GitHub (?‍? 5 · ? 100 · ? 28 · ? 28 - 71% open · ⏱️ 15.03.2021):
```
git clone https://github.com/uber/fiber
```
PyPi (? 1.1K / month · ? 1 · ⏱️ 09.07.2020):
```
pip install fiber
```

Hivemind (?18 · ⭐ 770) - Decentralized deep learning in PyTorch. Built to train models on.. MIT

GitHub (?‍? 17 · ? 44 · ? 3 · ? 99 - 40% open · ⏱️ 26.08.2021):
```
git clone https://github.com/learning-at-home/hivemind
```
PyPi (? 130 / month · ? 1 · ⏱️ 26.08.2021):
```
pip install hivemind
```

Show 7 hidden projects...

DEAP (?28 · ⭐ 4.4K) - Distributed Evolutionary Algorithms in Python. ❗️LGPL-3.0
TensorFrames (?20 · ⭐ 760 · ?) - [DEPRECATED] Tensorflow wrapper for DataFrames on.. Apache-2
sk-dist (?19 · ⭐ 270) - Distributed scikit-learn meta-estimators in PySpark. Apache-2
somoclu (?19 · ⭐ 230) - Massively parallel self-organizing maps: accelerate training on multicore.. MIT
launchpad (?16 · ⭐ 220 · ?) - Launchpad is a library that simplifies writing.. Apache-2
autodist (?12 · ⭐ 100 · ?) - 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 (?32 · ⭐ 5.1K) - A hyperparameter optimization framework. MIT

GitHub (?‍? 150 · ? 550 · ? 1.8K · ? 880 - 12% open · ⏱️ 24.08.2021):
```
git clone https://github.com/optuna/optuna
```
PyPi (? 690K / month · ? 52 · ⏱️ 03.08.2021):
```
pip install optuna
```
Conda (? 37K · ⏱️ 05.08.2021):
```
conda install -c conda-forge optuna
```

Hyperopt (?31 · ⭐ 5.8K) - Distributed Asynchronous Hyperparameter Optimization in Python. BSD-3

GitHub (?‍? 89 · ? 880 · ? 4.1K · ? 570 - 60% open · ⏱️ 02.08.2021):
```
git clone https://github.com/hyperopt/hyperopt
```
PyPi (? 1.1M / month · ? 500 · ⏱️ 07.10.2020):
```
pip install hyperopt
```
Conda (? 250K · ⏱️ 14.10.2020):
```
conda install -c conda-forge hyperopt
```

scikit-optimize (?30 · ⭐ 2.2K) - Sequential model-based optimization with a `scipy.optimize`.. BSD-3

GitHub (?‍? 74 · ? 400 · ? 1.9K · ? 580 - 35% open · ⏱️ 22.06.2021):
```
git clone https://github.com/scikit-optimize/scikit-optimize
```
PyPi (? 990K / month · ? 160 · ⏱️ 04.09.2020):
```
pip install scikit-optimize
```

Conda (? 380K · ⏱️ 04.09.2020):

conda install -c conda-forge scikit-optimize

AutoKeras (?29 · ⭐ 8.1K) - AutoML library for deep learning. Apache-2

GitHub (?‍? 130 · ? 1.3K · ? 590 · ? 220 · ? 770 - 7% open · ⏱️ 07.08.2021):
```
git clone https://github.com/keras-team/autokeras
```
PyPi (? 13K / month · ? 14 · ⏱️ 16.08.2021):
```
pip install autokeras
```

Keras Tuner (?29 · ⭐ 2.4K) - Hyperparameter tuning for humans. Apache-2

GitHub (?‍? 36 · ? 300 · ? 810 · ? 350 - 47% open · ⏱️ 24.08.2021):
```
git clone https://github.com/keras-team/keras-tuner
```
PyPi (? 1.9M / month · ? 4 · ⏱️ 25.08.2021):
```
pip install keras-tuner
```

NNI (?28 · ⭐ 10K) - An open source AutoML toolkit for automate machine learning lifecycle,.. MIT

GitHub (?‍? 140 · ? 1.4K · ? 140 · ? 1.4K - 15% open · ⏱️ 26.08.2021):
```
git clone https://github.com/microsoft/nni
```
PyPi (? 11K / month · ? 16 · ⏱️ 12.08.2021):
```
pip install nni
```

auto-sklearn (?28 · ⭐ 5.6K) - Automated Machine Learning with scikit-learn. BSD-3

GitHub (?‍? 73 · ? 1K · ? 190 · ? 760 - 13% open · ⏱️ 10.08.2021):
```
git clone https://github.com/automl/auto-sklearn
```
PyPi (? 23K / month · ? 30 · ⏱️ 28.07.2021):
```
pip install auto-sklearn
```

Bayesian Optimization (?28 · ⭐ 5.3K · ?) - A Python implementation of global optimization with.. MIT

GitHub (?‍? 27 · ? 1.1K · ? 65 · ? 860 · ? 210 - 18% open · ⏱️ 19.12.2020):
```
git clone https://github.com/fmfn/BayesianOptimization
```
PyPi (? 140K / month · ? 92 · ⏱️ 16.05.2020):
```
pip install bayesian-optimization
```

featuretools (?27 · ⭐ 5.7K) - An open source python library for automated feature engineering. BSD-3

GitHub (?‍? 53 · ? 740 · ? 820 · ? 640 - 20% open · ⏱️ 25.08.2021):
```
git clone https://github.com/alteryx/featuretools
```
PyPi (? 310K / month · ? 70 · ⏱️ 17.08.2021):
```
pip install featuretools
```

Conda (? 62K · ⏱️ 18.08.2021):

conda install -c conda-forge featuretools

AutoGluon (?26 · ⭐ 3.5K) - AutoGluon: AutoML for Text, Image, and Tabular Data. Apache-2

GitHub (?‍? 60 · ? 460 · ? 62 · ? 530 - 20% open · ⏱️ 25.08.2021):
```
git clone https://github.com/awslabs/autogluon
```
PyPi (? 17K / month · ⏱️ 26.08.2021):
```
pip install autogluon
```

nevergrad (?26 · ⭐ 3.1K) - A Python toolbox for performing gradient-free optimization. MIT

GitHub (?‍? 44 · ? 290 · ? 210 · ? 240 - 41% open · ⏱️ 25.08.2021):
```
git clone https://github.com/facebookresearch/nevergrad
```
PyPi (? 33K / month · ? 14 · ⏱️ 23.08.2021):
```
pip install nevergrad
```
Conda (? 13K · ⏱️ 14.06.2021):
```
conda install -c conda-forge nevergrad
```

Ax (?26 · ⭐ 1.6K) - Adaptive Experimentation Platform. MIT

GitHub (?‍? 100 · ? 170 · ? 190 · ? 290 - 12% open · ⏱️ 25.08.2021):
```
git clone https://github.com/facebook/Ax
```
PyPi (? 63K / month · ? 4 · ⏱️ 11.08.2021):
```
pip install ax-platform
```

SMAC3 (?26 · ⭐ 600) - Sequential Model-based Algorithm Configuration. BSD-3

GitHub (?‍? 38 · ? 170 · ? 330 - 19% open · ⏱️ 06.08.2021):
```
git clone https://github.com/automl/SMAC3
```
PyPi (? 27K / month · ? 58 · ⏱️ 06.08.2021):
```
pip install smac
```

Hyperas (?25 · ⭐ 2.1K · ?) - Keras + Hyperopt: A very simple wrapper for convenient.. MIT

GitHub (?‍? 21 · ? 300 · ? 210 · ? 250 - 35% open · ⏱️ 22.12.2020):
```
git clone https://github.com/maxpumperla/hyperas
```
PyPi (? 27K / month · ? 42 · ⏱️ 28.02.2019):
```
pip install hyperas
```

BoTorch (?25 · ⭐ 2K) - Bayesian optimization in PyTorch. MIT

GitHub (?‍? 59 · ? 210 · ? 150 · ? 200 - 21% open · ⏱️ 25.08.2021):
```
git clone https://github.com/pytorch/botorch
```
PyPi (? 71K / month · ⏱️ 29.06.2021):
```
pip install botorch
```

mljar-supervised (?25 · ⭐ 1.5K) - Automated Machine Learning Pipeline with Feature Engineering.. MIT

GitHub (?‍? 12 · ? 200 · ? 15 · ? 420 - 14% open · ⏱️ 23.08.2021):
```
git clone https://github.com/mljar/mljar-supervised
```
PyPi (? 110K / month · ⏱️ 08.06.2021):
```
pip install mljar-supervised
```

GPyOpt (?24 · ⭐ 760 · ?) - Gaussian Process Optimization using GPy. BSD-3

GitHub (?‍? 49 · ? 230 · ? 210 · ? 290 - 34% open · ⏱️ 05.11.2020):
```
git clone https://github.com/SheffieldML/GPyOpt
```
PyPi (? 18K / month · ? 36 · ⏱️ 19.03.2020):
```
pip install gpyopt
```

Talos (?21 · ⭐ 1.4K) - Hyperparameter Optimization for TensorFlow, Keras and PyTorch. MIT

GitHub (?‍? 19 · ? 240 · ? 130 · ? 390 - 9% open · ⏱️ 27.05.2021):
```
git clone https://github.com/autonomio/talos
```
PyPi (? 1.6K / month · ? 6 · ⏱️ 09.11.2020):
```
pip install talos
```

sklearn-deap (?21 · ⭐ 650) - Use evolutionary algorithms instead of gridsearch in scikit-.. MIT

GitHub (?‍? 22 · ? 110 · ? 25 · ? 54 - 38% open · ⏱️ 30.07.2021):
```
git clone https://github.com/rsteca/sklearn-deap
```
PyPi (? 1.4K / month · ? 2 · ⏱️ 30.07.2021):
```
pip install sklearn-deap
```

Neuraxle (?21 · ⭐ 440) - A Sklearn-like Framework for Hyperparameter Tuning and AutoML in.. Apache-2

GitHub (?‍? 7 · ? 50 · ? 21 · ? 310 - 47% open · ⏱️ 26.07.2021):
```
git clone https://github.com/Neuraxio/Neuraxle
```
PyPi (? 360 / month · ⏱️ 29.06.2021):
```
pip install neuraxle
```

AlphaPy (?16 · ⭐ 620) - Automated Machine Learning [AutoML] with Python, scikit-learn, Keras,.. Apache-2

GitHub (?‍? 3 · ? 140 · ? 3 · ? 38 - 23% open · ⏱️ 08.02.2021):
```
git clone https://github.com/ScottfreeLLC/AlphaPy
```
PyPi (? 150 / month · ⏱️ 29.08.2020):
```
pip install alphapy
```

HyperparameterHunter (?15 · ⭐ 660 · ?) - Easy hyperparameter optimization and automatic result.. MIT

GitHub (?‍? 4 · ? 83 · ? 330 · ? 120 - 30% open · ⏱️ 20.01.2021):
```
git clone https://github.com/HunterMcGushion/hyperparameter_hunter
```
PyPi (? 100 / month · ? 2 · ⏱️ 06.08.2019):
```
pip install hyperparameter-hunter
```

model_search (?12 · ⭐ 3.1K) - AutoML algorithms for model architecture search at scale. Apache-2

GitHub (?‍? 1 · ? 300 · ? 47 - 72% open · ⏱️ 17.03.2021):
```
git clone https://github.com/google/model_search
```

Show 24 hidden projects...

TPOT (?29 · ⭐ 8.2K · ?) - A Python Automated Machine Learning tool that optimizes.. ❗️LGPL-3.0
Orion (?24 · ⭐ 200) - Asynchronous Distributed Hyperparameter Optimization. BSD-3
AdaNet (?22 · ⭐ 3.3K · ?) - Fast and flexible AutoML with learning guarantees. Apache-2
MLBox (?22 · ⭐ 1.2K · ?) - MLBox is a powerful Automated Machine Learning python library. ❗️BSD-1-Clause
optunity (?21 · ⭐ 370 · ?) - optimization routines for hyperparameter tuning. BSD-3
Hyperactive (?21 · ⭐ 290) - An optimization and data collection toolbox for convenient and fast.. MIT
Auto ViML (?21 · ⭐ 280) - Automatically Build Multiple ML Models with a Single Line of Code... Apache-2
lazypredict (?21 · ⭐ 160) - Lazy Predict help build a lot of basic models without much code.. MIT
auto_ml (?20 · ⭐ 1.5K · ?) - [UNMAINTAINED] Automated machine learning for analytics & production. MIT
HpBandSter (?20 · ⭐ 480 · ?) - a distributed Hyperband implementation on Steroids. BSD-3
Test Tube (?19 · ⭐ 690 · ?) - Python library to easily log experiments and parallelize.. MIT
Dragonfly (?19 · ⭐ 590 · ?) - An open source python library for scalable Bayesian optimisation. MIT
Sherpa (?18 · ⭐ 300 · ?) - Hyperparameter optimization that enables researchers to.. ❗️GPL-3.0
Advisor (?17 · ⭐ 1.4K · ?) - Open-source implementation of Google Vizier for hyper parameters.. Apache-2
automl-gs (?16 · ⭐ 1.7K · ?) - 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
Auto Tune Models (?16 · ⭐ 510 · ?) - Auto Tune Models - A multi-tenant, multi-data system for.. MIT
Parfit (?16 · ⭐ 200 · ?) - A package for parallelizing the fit and flexibly scoring of.. MIT
Auptimizer (?14 · ⭐ 170) - An automatic ML model optimization tool. ❗️GPL-3.0
Hypermax (?14 · ⭐ 97 · ?) - Better, faster hyper-parameter optimization. BSD-3
featurewiz (?14 · ⭐ 72) - Use advanced feature engineering strategies and select the best.. Apache-2
ENAS (?13 · ⭐ 2.5K · ?) - PyTorch implementation of Efficient Neural Architecture Search via.. Apache-2
Devol (?11 · ⭐ 930 · ?) - Genetic neural architecture search with Keras. MIT
Hypertunity (?11 · ⭐ 120 · ?) - A toolset for black-box hyperparameter optimisation. Apache-2

Reinforcement Learning

Libraries for building and evaluating reinforcement learning & agent-based systems.

OpenAI Gym (?36 · ⭐ 25K) - A toolkit for developing and comparing reinforcement learning.. MIT

GitHub (?‍? 310 · ? 7.2K · ? 23K · ? 1.4K - 10% open · ⏱️ 25.08.2021):
```
git clone https://github.com/openai/gym
```
PyPi (? 1.7M / month · ? 3.6K · ⏱️ 16.08.2021):
```
pip install gym
```

Dopamine (?29 · ⭐ 9.5K) - Dopamine is a research framework for fast prototyping of.. Apache-2

GitHub (?‍? 14 · ? 1.3K · ? 160 - 49% open · ⏱️ 26.08.2021):
```
git clone https://github.com/google/dopamine
```
PyPi (? 1.4M / month · ? 62 · ⏱️ 29.06.2021):
```
pip install dopamine-rl
```

TF-Agents (?28 · ⭐ 2K) - TF-Agents: A reliable, scalable and easy to use TensorFlow.. Apache-2

GitHub (?‍? 100 · ? 550 · ? 550 · ? 490 - 23% open · ⏱️ 25.08.2021):
```
git clone https://github.com/tensorflow/agents
```
PyPi (? 18K / month · ? 12 · ⏱️ 12.08.2021):
```
pip install tf-agents
```

TensorLayer (?26 · ⭐ 6.7K) - Deep Learning and Reinforcement Learning Library for.. Apache-2

GitHub (?‍? 130 · ? 1.5K · ? 1.3K · ? 450 - 4% open · ⏱️ 10.08.2021):
```
git clone https://github.com/tensorlayer/tensorlayer
```
PyPi (? 2.7K / month · ? 68 · ⏱️ 19.06.2020):
```
pip install tensorlayer
```

Stable Baselines (?26 · ⭐ 3.2K) - A fork of OpenAI Baselines, implementations of reinforcement.. MIT

GitHub (?‍? 110 · ? 630 · ? 920 - 13% open · ⏱️ 25.08.2021):
```
git clone https://github.com/hill-a/stable-baselines
```
PyPi (? 8.9K / month · ? 50 · ⏱️ 06.04.2021):
```
pip install stable-baselines
```

TensorForce (?26 · ⭐ 3K) - Tensorforce: a TensorFlow library for applied reinforcement.. Apache-2

GitHub (?‍? 80 · ? 510 · ? 600 - 1% open · ⏱️ 25.08.2021):
```
git clone https://github.com/tensorforce/tensorforce
```
PyPi (? 1.5K / month · ? 46 · ⏱️ 07.09.2019):
```
pip install tensorforce
```

ViZDoom (?25 · ⭐ 1.2K) - Doom-based AI Research Platform for Reinforcement Learning from Raw.. MIT

GitHub (?‍? 45 · ? 300 · ? 11K · ? 120 · ? 420 - 20% open · ⏱️ 18.08.2021):
```
git clone https://github.com/mwydmuch/ViZDoom
```
PyPi (? 1K / month · ? 24 · ⏱️ 29.10.2020):
```
pip install vizdoom
```

Acme (?24 · ⭐ 2.3K) - A library of reinforcement learning components and agents. Apache-2

GitHub (?‍? 44 · ? 260 · ? 40 · ? 130 - 41% open · ⏱️ 26.08.2021):
```
git clone https://github.com/deepmind/acme
```
PyPi (? 4.2K / month · ⏱️ 26.05.2021):
```
pip install dm-acme
```

garage (?24 · ⭐ 1.3K) - A toolkit for reproducible reinforcement learning research. MIT

GitHub (?‍? 77 · ? 240 · ? 19 · ? 1K - 20% open · ⏱️ 22.06.2021):
```
git clone https://github.com/rlworkgroup/garage
```
PyPi (? 320 / month · ⏱️ 23.03.2021):
```
pip install garage
```

TRFL (?23 · ⭐ 3.1K) - TensorFlow Reinforcement Learning. Apache-2

GitHub (?‍? 13 · ? 370 · ? 58 · ? 22 - 27% open · ⏱️ 16.08.2021):
```
git clone https://github.com/deepmind/trfl
```
PyPi (? 4.3K / month · ? 4 · ⏱️ 16.08.2021):
```
pip install trfl
```

ChainerRL (?23 · ⭐ 980) - ChainerRL is a deep reinforcement learning library built on top of.. MIT

GitHub (?‍? 29 · ? 210 · ? 100 · ? 220 - 33% open · ⏱️ 17.04.2021):
```
git clone https://github.com/chainer/chainerrl
```
PyPi (? 400 / month · ? 14 · ⏱️ 14.02.2020):
```
pip install chainerrl
```

FinRL (?21 · ⭐ 2.5K) - A Deep Reinforcement Learning Framework for Automated Trading in.. MIT

GitHub (?‍? 30 · ? 640 · ? 7 · ? 170 - 36% open · ⏱️ 24.08.2021):
```
git clone https://github.com/AI4Finance-LLC/FinRL
```
PyPi (? 270 / month · ⏱️ 28.02.2021):
```
pip install finrl
```

PARL (?21 · ⭐ 2.2K) - A high-performance distributed training framework for Reinforcement.. Apache-2

GitHub (?‍? 27 · ? 520 · ? 78 · ? 250 - 21% open · ⏱️ 24.08.2021):
```
git clone https://github.com/PaddlePaddle/PARL
```
PyPi (? 840 / month · ⏱️ 08.07.2021):
```
pip install parl
```

Coach (?20 · ⭐ 2K) - Reinforcement Learning Coach by Intel AI Lab enables easy.. Apache-2

GitHub (?‍? 35 · ? 400 · ? 270 - 31% open · ⏱️ 28.06.2021):
```
git clone https://github.com/IntelLabs/coach
```
PyPi (? 220 / month · ? 2 · ⏱️ 10.10.2019):
```
pip install rl_coach
```

PFRL (?20 · ⭐ 690) - PFRL: a PyTorch-based deep reinforcement learning library. MIT

GitHub (?‍? 14 · ? 87 · ? 22 · ? 52 - 42% open · ⏱️ 07.07.2021):
```
git clone https://github.com/pfnet/pfrl
```
PyPi (? 560 / month · ⏱️ 07.07.2021):
```
pip install pfrl
```

RLax (?20 · ⭐ 660) - A library of reinforcement learning building blocks in JAX. Apache-2 jax

GitHub (?‍? 12 · ? 49 · ? 23 · ? 13 - 53% open · ⏱️ 26.08.2021):
```
git clone https://github.com/deepmind/rlax
```
PyPi (? 1.2K / month · ⏱️ 19.02.2020):
```
pip install rlax
```

ReAgent (?17 · ⭐ 3K) - A platform for Reasoning systems (Reinforcement Learning, Contextual.. BSD-3

GitHub (?‍? 110 · ? 430 · ? 120 - 35% open · ⏱️ 25.08.2021):
```
git clone https://github.com/facebookresearch/ReAgent
```

Show 4 hidden projects...

baselines (?27 · ⭐ 12K · ?) - OpenAI Baselines: high-quality implementations of reinforcement.. MIT
keras-rl (?25 · ⭐ 5.1K · ?) - Deep Reinforcement Learning for Keras. MIT
DeepMind Lab (?16 · ⭐ 6.5K) - A customisable 3D platform for agent-based AI research. ❗️GPL-2.0
Maze (?14 · ⭐ 170 · ?) - Maze Applied Reinforcement Learning Framework. ❗️Custom

Recommender Systems

Libraries for building and evaluating recommendation systems.

scikit-surprise (?27 · ⭐ 5K · ?) - A Python scikit for building and analyzing recommender.. BSD-3

GitHub (?‍? 38 · ? 870 · ? 1.2K · ? 340 - 14% open · ⏱️ 05.08.2020):
```
git clone https://github.com/NicolasHug/Surprise
```
PyPi (? 64K / month · ? 48 · ⏱️ 19.07.2020):
```
pip install scikit-surprise
```

Conda (? 190K · ⏱️ 13.10.2020):

conda install -c conda-forge scikit-surprise

implicit (?26 · ⭐ 2.5K) - Fast Python Collaborative Filtering for Implicit Feedback Datasets. MIT

GitHub (?‍? 29 · ? 490 · ? 460 · ? 350 - 23% open · ⏱️ 08.05.2021):
```
git clone https://github.com/benfred/implicit
```
PyPi (? 160K / month · ? 44 · ⏱️ 15.09.2020):
```
pip install implicit
```
Conda (? 290K · ⏱️ 24.11.2020):
```
conda install -c conda-forge implicit
```

lightfm (?25 · ⭐ 3.7K) - A Python implementation of LightFM, a hybrid recommendation algorithm. Apache-2

GitHub (?‍? 44 · ? 600 · ? 540 · ? 430 - 19% open · ⏱️ 07.02.2021):
```
git clone https://github.com/lyst/lightfm
```
PyPi (? 240K / month · ? 56 · ⏱️ 27.11.2020):
```
pip install lightfm
```
Conda (? 100K · ⏱️ 07.02.2021):
```
conda install -c conda-forge lightfm
```

Cornac (?24 · ⭐ 400) - A Comparative Framework for Multimodal Recommender Systems. Apache-2

GitHub (?‍? 13 · ? 74 · ? 57 · ? 59 - 6% open · ⏱️ 13.08.2021):
```
git clone https://github.com/PreferredAI/cornac
```
PyPi (? 5.5K / month · ? 2 · ⏱️ 13.07.2021):
```
pip install cornac
```
Conda (? 170K · ⏱️ 13.07.2021):
```
conda install -c conda-forge cornac
```

TF Ranking (?22 · ⭐ 2.2K) - Learning to Rank in TensorFlow. Apache-2

GitHub (?‍? 20 · ? 390 · ? 260 - 12% open · ⏱️ 22.07.2021):
```
git clone https://github.com/tensorflow/ranking
```
PyPi (? 27K / month · ? 2 · ⏱️ 22.07.2021):
```
pip install tensorflow_ranking
```

RecBole (?22 · ⭐ 1.2K) - A unified, comprehensive and efficient recommendation library. MIT

GitHub (?‍? 40 · ? 190 · ? 170 - 22% open · ⏱️ 11.07.2021):
```
git clone https://github.com/RUCAIBox/RecBole
```
PyPi (? 440 / month · ⏱️ 22.03.2021):
```
pip install recbole
```
Conda (? 620 · ⏱️ 22.03.2021):
```
conda install -c aibox recbole
```

TF Recommenders (?21 · ⭐ 970) - TensorFlow Recommenders is a library for building.. Apache-2

GitHub (?‍? 27 · ? 130 · ? 37 · ? 180 - 53% open · ⏱️ 25.08.2021):
```
git clone https://github.com/tensorflow/recommenders
```
PyPi (? 48K / month · ⏱️ 23.08.2021):
```
pip install tensorflow-recommenders
```

fastFM (?20 · ⭐ 930) - fastFM: A Library for Factorization Machines. BSD-3

GitHub (?‍? 20 · ? 190 · ? 400 · ? 85 · ? 100 - 42% open · ⏱️ 24.03.2021):
```
git clone https://github.com/ibayer/fastFM
```
PyPi (? 890 / month · ? 8 · ⏱️ 23.11.2017):
```
pip install fastfm
```

Recommenders (?19 · ⭐ 11K) - Best Practices on Recommendation Systems. MIT

GitHub (?‍? 100 · ? 1.9K · ? 32 · ? 1 · ? 610 - 24% open · ⏱️ 23.08.2021):
```
git clone https://github.com/microsoft/recommenders
```

Case Recommender (?17 · ⭐ 350) - Case Recommender: A Flexible and Extensible Python.. MIT

GitHub (?‍? 11 · ? 75 · ? 9 · ? 24 - 29% open · ⏱️ 17.06.2021):
```
git clone https://github.com/caserec/CaseRecommender
```
PyPi (? 140 / month · ⏱️ 20.08.2019):
```
pip install caserecommender
```

Show 5 hidden projects...

tensorrec (?21 · ⭐ 1.2K · ?) - A TensorFlow recommendation algorithm and framework in.. Apache-2
recmetrics (?18 · ⭐ 290 · ?) - A library of metrics for evaluating recommender systems. MIT
Spotlight (?17 · ⭐ 2.6K · ?) - Deep recommender models using PyTorch. MIT
lkpy (?17 · ⭐ 180) - Python recommendation toolkit. MIT
OpenRec (?16 · ⭐ 380 · ?) - OpenRec is an open-source and modular library for neural network-.. Apache-2

Privacy Machine Learning

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

PySyft (?27 · ⭐ 7.5K) - A library for answering questions using data you cannot see. Apache-2

GitHub (?‍? 420 · ? 1.7K · ? 3K - 8% open · ⏱️ 24.08.2021):
```
git clone https://github.com/OpenMined/PySyft
```
PyPi (? 2.5K / month · ? 6 · ⏱️ 28.06.2021):
```
pip install syft
```

Opacus (?24 · ⭐ 870) - Training PyTorch models with differential privacy. Apache-2

GitHub (?‍? 31 · ? 130 · ? 40 · ? 45 · ? 93 - 16% open · ⏱️ 12.08.2021):
```
git clone https://github.com/pytorch/opacus
```
PyPi (? 8.2K / month · ⏱️ 23.06.2021):
```
pip install opacus
```

TensorFlow Privacy (?23 · ⭐ 1.5K) - Library for training machine learning models with.. Apache-2

GitHub (?‍? 43 · ? 320 · ? 46 · ? 140 - 43% open · ⏱️ 26.08.2021):
```
git clone https://github.com/tensorflow/privacy
```
PyPi (? 15K / month · ? 2 · ⏱️ 20.08.2021):
```
pip install tensorflow-privacy
```

TFEncrypted (?21 · ⭐ 920 · ?) - A Framework for Encrypted Machine Learning in TensorFlow. Apache-2

GitHub (?‍? 28 · ? 160 · ? 54 · ? 400 - 42% open · ⏱️ 19.08.2020):
```
git clone https://github.com/tf-encrypted/tf-encrypted
```
PyPi (? 890 / month · ? 16 · ⏱️ 21.10.2019):
```
pip install tf-encrypted
```

FATE (?20 · ⭐ 3.4K) - An Industrial Grade Federated Learning Framework. Apache-2

GitHub (?‍? 58 · ? 970 · ? 940 - 34% open · ⏱️ 24.08.2021):
```
git clone https://github.com/FederatedAI/FATE
```

CrypTen (?18 · ⭐ 880) - A framework for Privacy Preserving Machine Learning. MIT

GitHub (?‍? 24 · ? 130 · ? 11 · ? 93 - 29% open · ⏱️ 12.08.2021):
```
git clone https://github.com/facebookresearch/CrypTen
```
PyPi (? 180 / month · ⏱️ 05.02.2020):
```
pip install crypten
```

Workflow & Experiment Tracking

Libraries to organize, track, and visualize machine learning experiments.

Tensorboard (?37 · ⭐ 5.6K) - TensorFlow's Visualization Toolkit. Apache-2

GitHub (?‍? 270 · ? 1.4K · ? 76K · ? 1.6K - 35% open · ⏱️ 24.08.2021):
```
git clone https://github.com/tensorflow/tensorboard
```
PyPi (? 10M / month · ? 3.6K · ⏱️ 06.08.2021):
```
pip install tensorboard
```

Conda (? 2.3M · ⏱️ 23.08.2021):

conda install -c conda-forge tensorboard

mlflow (?33 · ⭐ 10K) - Open source platform for the machine learning lifecycle. Apache-2

GitHub (?‍? 310 · ? 2.2K · ? 2K - 43% open · ⏱️ 26.08.2021):
```
git clone https://github.com/mlflow/mlflow
```
PyPi (? 12M / month · ? 150 · ⏱️ 26.08.2021):
```
pip install mlflow
```
Conda (? 380K · ⏱️ 14.07.2021):
```
conda install -c conda-forge mlflow
```

DVC (?33 · ⭐ 8.5K) - Data Version Control | Git for Data & Models | ML Experiments Management. Apache-2

GitHub (?‍? 240 · ? 800 · ? 34K · ? 1.5K · ? 3.2K - 17% open · ⏱️ 25.08.2021):
```
git clone https://github.com/iterative/dvc
```
PyPi (? 1.2M / month · ? 46 · ⏱️ 20.08.2021):
```
pip install dvc
```
Conda (? 840K · ⏱️ 09.07.2021):
```
conda install -c conda-forge dvc
```

wandb client (?32 · ⭐ 3.2K) - A tool for visualizing and tracking your machine learning.. MIT

GitHub (?‍? 90 · ? 240 · ? 4.2K · ? 1.3K - 29% open · ⏱️ 25.08.2021):
```
git clone https://github.com/wandb/client
```
PyPi (? 450K / month · ? 78 · ⏱️ 10.08.2021):
```
pip install wandb
```

SageMaker SDK (?32 · ⭐ 1.5K · ?) - A library for training and deploying machine learning.. Apache-2

GitHub (?‍? 220 · ? 660 · ? 830 · ? 870 - 29% open · ⏱️ 25.08.2021):
```
git clone https://github.com/aws/sagemaker-python-sdk
```
PyPi (? 960K / month · ? 28 · ⏱️ 25.08.2021):
```
pip install sagemaker
```

tensorboardX (?30 · ⭐ 7.1K) - tensorboard for pytorch (and chainer, mxnet, numpy, ...). MIT

GitHub (?‍? 67 · ? 820 · ? 340 · ? 14K · ? 430 - 15% open · ⏱️ 09.07.2021):
```
git clone https://github.com/lanpa/tensorboardX
```
PyPi (? 1.7M / month · ? 1.3K · ⏱️ 30.06.2021):
```
pip install tensorboardX
```

Conda (? 470K · ⏱️ 10.08.2021):

conda install -c conda-forge tensorboardx

PyCaret (?30 · ⭐ 3.9K) - An open-source, low-code machine learning library in Python. MIT

GitHub (?‍? 60 · ? 870 · ? 440 · ? 1.2K · ? 1K - 15% open · ⏱️ 23.08.2021):
```
git clone https://github.com/pycaret/pycaret
```
PyPi (? 130K / month · ⏱️ 25.07.2021):
```
pip install pycaret
```

AzureML SDK (?30 · ⭐ 2.6K) - Python notebooks with ML and deep learning examples with Azure.. MIT

GitHub (?‍? 57 · ? 1.8K · ? 430 · ? 1.2K - 14% open · ⏱️ 20.08.2021):
```
git clone https://github.com/Azure/MachineLearningNotebooks
```
PyPi (? 780K / month · ? 60 · ⏱️ 25.08.2021):
```
pip install azureml-sdk
```

kaggle (?29 · ⭐ 4.3K) - Official Kaggle API. Apache-2

GitHub (?‍? 36 · ? 830 · ? 6.4K · ? 310 - 57% open · ⏱️ 15.03.2021):
```
git clone https://github.com/Kaggle/kaggle-api
```
PyPi (? 270K / month · ? 560 · ⏱️ 13.03.2021):
```
pip install kaggle
```
Conda (? 68K · ⏱️ 16.03.2021):
```
conda install -c conda-forge kaggle
```

sacred (?28 · ⭐ 3.6K) - Sacred is a tool to help you configure, organize, log and reproduce.. MIT

GitHub (?‍? 93 · ? 320 · ? 1K · ? 520 - 17% open · ⏱️ 20.07.2021):
```
git clone https://github.com/IDSIA/sacred
```
PyPi (? 26K / month · ? 150 · ⏱️ 14.12.2020):
```
pip install sacred
```

Metaflow (?27 · ⭐ 4.6K) - Build and manage real-life data science projects with ease. Apache-2

GitHub (?‍? 36 · ? 400 · ? 190 · ? 350 - 50% open · ⏱️ 25.08.2021):
```
git clone https://github.com/Netflix/metaflow
```
PyPi (? 44K / month · ? 2 · ⏱️ 23.08.2021):
```
pip install metaflow
```
Conda (? 22K · ⏱️ 24.08.2021):
```
conda install -c conda-forge metaflow
```

Catalyst (?27 · ⭐ 2.7K) - Accelerated deep learning R&D. Apache-2

GitHub (?‍? 96 · ? 340 · ? 400 · ? 320 - 4% open · ⏱️ 20.08.2021):
```
git clone https://github.com/catalyst-team/catalyst
```
PyPi (? 11K / month · ? 38 · ⏱️ 29.07.2021):
```
pip install catalyst
```

ClearML (?27 · ⭐ 2.7K) - ClearML - Auto-Magical Suite of tools to streamline your ML.. Apache-2

GitHub (?‍? 34 · ? 380 · ? 370 · ? 68 · ? 370 - 33% open · ⏱️ 25.08.2021):
```
git clone https://github.com/allegroai/clearml
```
PyPi (? 49K / month · ⏱️ 05.08.2021):
```
pip install clearml
```
Docker Hub (? 30K · ⏱️ 05.10.2020):
```
docker pull allegroai/trains
```

snakemake (?26 · ⭐ 1.1K) - This is the development home of the workflow management system.. MIT

GitHub (?‍? 210 · ? 240 · ? 900 · ? 710 - 62% open · ⏱️ 23.08.2021):
```
git clone https://github.com/snakemake/snakemake
```
PyPi (? 17K / month · ? 290 · ⏱️ 12.08.2021):
```
pip install snakemake
```
Conda (? 330K · ⏱️ 12.08.2021):
```
conda install -c bioconda snakemake
```

VisualDL (?25 · ⭐ 4.2K) - Deep Learning Visualization Toolkit. Apache-2

GitHub (?‍? 30 · ? 580 · ? 140 · ? 630 · ? 370 - 11% open · ⏱️ 25.08.2021):
```
git clone https://github.com/PaddlePaddle/VisualDL
```
PyPi (? 35K / month · ? 10 · ⏱️ 23.05.2021):
```
pip install visualdl
```

livelossplot (?25 · ⭐ 1.1K) - Live training loss plot in Jupyter Notebook for Keras,.. MIT

GitHub (?‍? 17 · ? 140 · ? 610 · ? 73 - 4% open · ⏱️ 16.08.2021):
```
git clone https://github.com/stared/livelossplot
```
PyPi (? 71K / month · ? 10 · ⏱️ 03.02.2021):
```
pip install livelossplot
```

ml-metadata (?25 · ⭐ 360) - For recording and retrieving metadata associated with ML.. Apache-2

GitHub (?‍? 13 · ? 74 · ? 1.5K · ? 150 · ? 69 - 24% open · ⏱️ 23.08.2021):
```
git clone https://github.com/google/ml-metadata
```
PyPi (? 1.9M / month · ⏱️ 23.08.2021):
```
pip install ml-metadata
```

TNT (?23 · ⭐ 1.3K · ?) - Simple tools for logging and visualizing, loading and training. BSD-3

GitHub (?‍? 35 · ? 190 · ? 65 - 46% open · ⏱️ 05.01.2021):
```
git clone https://github.com/pytorch/tnt
```
PyPi (? 15K / month · ? 50 · ⏱️ 29.07.2018):
```
pip install torchnet
```

TensorWatch (?22 · ⭐ 3.2K · ?) - Debugging, monitoring and visualization for Python Machine.. MIT

GitHub (?‍? 13 · ? 330 · ? 56 · ? 65 - 76% open · ⏱️ 15.01.2021):
```
git clone https://github.com/microsoft/tensorwatch
```
PyPi (? 18K / month · ? 6 · ⏱️ 04.03.2020):
```
pip install tensorwatch
```

Guild AI (?22 · ⭐ 620) - Experiment tracking, ML developer tools. Apache-2

GitHub (?‍? 18 · ? 44 · ? 37 · ? 280 - 38% open · ⏱️ 18.08.2021):
```
git clone https://github.com/guildai/guildai
```
PyPi (? 5.9K / month · ⏱️ 27.07.2021):
```
pip install guildai
```

Labml (?21 · ⭐ 700 · ?) - Monitor deep learning model training and hardware usage from your mobile.. MIT

GitHub (?‍? 6 · ? 56 · ? 32 · ? 23 - 60% open · ⏱️ 25.08.2021):
```
git clone https://github.com/labmlai/labml
```
PyPi (? 1.1K / month · ⏱️ 20.08.2021):
```
pip install labml
```

Studio.ml (?21 · ⭐ 370 · ?) - Studio: Simplify and expedite model building process. Apache-2

GitHub (?‍? 21 · ? 52 · ? 4 · ? 250 - 22% open · ⏱️ 18.08.2021):
```
git clone https://github.com/studioml/studio
```
PyPi (? 1K / month · ⏱️ 16.08.2021):
```
pip install studioml
```

keepsake (?17 · ⭐ 1.5K) - Version control for machine learning. Apache-2

GitHub (?‍? 16 · ? 57 · ? 190 - 65% open · ⏱️ 07.05.2021):
```
git clone https://github.com/replicate/keepsake
```
PyPi (? 870 / month · ⏱️ 11.03.2021):
```
pip install keepsake
```

aim (?17 · ⭐ 1.4K) - Aim a super-easy way to record, search and compare 1000s of ML training.. Apache-2

GitHub (?‍? 19 · ? 83 · ? 190 - 52% open · ⏱️ 26.08.2021):
```
git clone https://github.com/aimhubio/aim
```
PyPi (? 2.2K / month · ? 2 · ⏱️ 20.07.2021):
```
pip install aim
```

Show 12 hidden projects...

knockknock (?23 · ⭐ 2.2K · ?) - Knock Knock: Get notified when your training ends with only two.. MIT
TensorBoard Logger (?22 · ⭐ 620 · ?) - Log TensorBoard events without touching TensorFlow. MIT
lore (?21 · ⭐ 1.5K · ?) - Lore makes machine learning approachable for Software Engineers and.. MIT
hiddenlayer (?21 · ⭐ 1.5K · ?) - Neural network graphs and training metrics for.. MIT
MXBoard (?19 · ⭐ 330 · ?) - Logging MXNet data for visualization in TensorBoard. Apache-2
quinn (?19 · ⭐ 270) - pyspark methods to enhance developer productivity. Apache-2
gokart (?19 · ⭐ 200) - Gokart solves reproducibility, task dependencies, constraints of good code,.. MIT
datmo (?18 · ⭐ 340 · ?) - Open source production model management tool for data scientists. MIT
SKLL (?16 · ⭐ 520) - SciKit-Learn Laboratory (SKLL) makes it easy to run machine.. ❗️BSD-1-Clause
steppy (?16 · ⭐ 130 · ?) - Lightweight, Python library for fast and reproducible experimentation. MIT
ModelChimp (?15 · ⭐ 120) - Experiment tracking for machine and deep learning projects. BSD-2
traintool (?10 · ⭐ 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 (?35 · ⭐ 11K) - Open standard for machine learning interoperability. Apache-2

GitHub (?‍? 210 · ? 2.1K · ? 16K · ? 3.9K · ? 1.7K - 29% open · ⏱️ 25.08.2021):
```
git clone https://github.com/onnx/onnx
```
PyPi (? 1.8M / month · ? 300 · ⏱️ 02.08.2021):
```
pip install onnx
```
Conda (? 280K · ⏱️ 03.08.2021):
```
conda install -c conda-forge onnx
```

BentoML (?27 · ⭐ 2.8K) - Model Serving Made Easy. Apache-2

GitHub (?‍? 85 · ? 320 · ? 880 · ? 100 · ? 470 - 15% open · ⏱️ 13.08.2021):
```
git clone https://github.com/bentoml/BentoML
```
PyPi (? 11K / month · ? 8 · ⏱️ 13.07.2021):
```
pip install bentoml
```

Core ML Tools (?24 · ⭐ 2.3K) - Core ML tools contain supporting tools for Core ML model.. BSD-3

GitHub (?‍? 120 · ? 380 · ? 3.4K · ? 600 · ? 780 - 50% open · ⏱️ 25.08.2021):
```
git clone https://github.com/apple/coremltools
```
PyPi (? 50K / month · ? 270 · ⏱️ 16.08.2021):
```
pip install coremltools
```

TorchServe (?24 · ⭐ 2K) - Model Serving on PyTorch. Apache-2

GitHub (?‍? 76 · ? 360 · ? 580 · ? 680 - 16% open · ⏱️ 18.08.2021):
```
git clone https://github.com/pytorch/serve
```
PyPi (? 10K / month · ⏱️ 02.08.2021):
```
pip install torchserve
```
Conda (? 12K · ⏱️ 02.08.2021):
```
conda install -c pytorch torchserve
```
Docker Hub (? 110K · ⭐ 6 · ⏱️ 02.08.2021):
```
docker pull pytorch/torchserve
```

cortex (?23 · ⭐ 7.6K) - Containers as a service on AWS. Apache-2

GitHub (?‍? 21 · ? 570 · ? 1.1K - 9% open · ⏱️ 05.08.2021):
```
git clone https://github.com/cortexlabs/cortex
```
PyPi (? 1.4K / month · ⏱️ 05.08.2021):
```
pip install cortex
```

mmdnn (?22 · ⭐ 5.4K · ?) - MMdnn is a set of tools to help users inter-operate among different deep.. MIT

GitHub (?‍? 85 · ? 940 · ? 3.4K · ? 66 · ? 600 - 52% open · ⏱️ 14.08.2020):
```
git clone https://github.com/Microsoft/MMdnn
```
PyPi (? 820 / month · ? 3 · ⏱️ 24.07.2020):
```
pip install mmdnn
```

Hummingbird (?22 · ⭐ 2.5K) - Hummingbird compiles trained ML models into tensor computation for.. MIT

GitHub (?‍? 24 · ? 200 · ? 140 · ? 18 · ? 220 - 22% open · ⏱️ 06.08.2021):
```
git clone https://github.com/microsoft/hummingbird
```
PyPi (? 3.7K / month · ⏱️ 22.06.2021):
```
pip install hummingbird-ml
```

m2cgen (?22 · ⭐ 1.9K) - Transform ML models into a native code (Java, C, Python, Go, JavaScript,.. MIT

GitHub (?‍? 12 · ? 160 · ? 6 · ? 83 - 43% open · ⏱️ 18.08.2021):
```
git clone https://github.com/BayesWitnesses/m2cgen
```
PyPi (? 30K / month · ⏱️ 18.09.2020):
```
pip install m2cgen
```

pytorch2keras (?19 · ⭐ 740) - PyTorch to Keras model convertor. MIT

GitHub (?‍? 13 · ? 120 · ? 24 · ? 120 - 42% open · ⏱️ 06.08.2021):
```
git clone https://github.com/gmalivenko/pytorch2keras
```
PyPi (? 700 / month · ? 1 · ⏱️ 14.05.2020):
```
pip install pytorch2keras
```

tfdeploy (?15 · ⭐ 350 · ?) - Deploy tensorflow graphs for fast evaluation and export to.. BSD-3

GitHub (?‍? 4 · ? 38 · ? 34 - 32% open · ⏱️ 08.01.2021):
```
git clone https://github.com/riga/tfdeploy
```
PyPi (? 98 / month · ? 2 · ⏱️ 30.03.2017):
```
pip install tfdeploy
```

Show 4 hidden projects...

huggingface_hub (?21 · ⭐ 190) - all the open source things related to the Hugging Face Hub. Apache-2
sklearn-porter (?17 · ⭐ 1.1K · ?) - Transpile trained scikit-learn estimators to C, Java,.. MIT
Larq Compute Engine (?17 · ⭐ 160) - Highly optimized inference engine for Binarized.. Apache-2
backprop (?14 · ⭐ 200) - Backprop makes it simple to use, finetune, and deploy state-of-the-.. Apache-2

Model Interpretability

Libraries to visualize, explain, debug, evaluate, and interpret machine learning models.

shap (?34 · ⭐ 14K) - A game theoretic approach to explain the output of any machine learning model. MIT

GitHub (?‍? 160 · ? 2K · ? 3.2K · ? 1.7K - 67% open · ⏱️ 24.08.2021):
```
git clone https://github.com/slundberg/shap
```
PyPi (? 3M / month · ? 140 · ⏱️ 15.01.2021):
```
pip install shap
```
Conda (? 600K · ⏱️ 29.04.2021):
```
conda install -c conda-forge shap
```

Lime (?30 · ⭐ 9K · ?) - Lime: Explaining the predictions of any machine learning classifier. BSD-2

GitHub (?‍? 61 · ? 1.5K · ? 1.5K · ? 540 - 3% open · ⏱️ 29.07.2021):
```
git clone https://github.com/marcotcr/lime
```
PyPi (? 460K / month · ? 130 · ⏱️ 26.06.2020):
```
pip install lime
```
Conda (? 80K · ⏱️ 28.06.2020):
```
conda install -c conda-forge lime
```

pyLDAvis (?29 · ⭐ 1.5K) - Python library for interactive topic model visualization. Port of.. BSD-3

GitHub (?‍? 32 · ? 310 · ? 2.5K · ? 160 - 50% open · ⏱️ 24.03.2021):
```
git clone https://github.com/bmabey/pyLDAvis
```
PyPi (? 280K / month · ? 200 · ⏱️ 24.03.2021):
```
pip install pyldavis
```
Conda (? 28K · ⏱️ 24.03.2021):
```
conda install -c conda-forge pyldavis
```

InterpretML (?28 · ⭐ 4K) - Fit interpretable models. Explain blackbox machine learning. MIT

GitHub (?‍? 27 · ? 500 · ? 110 · ? 230 - 33% open · ⏱️ 10.08.2021):
```
git clone https://github.com/interpretml/interpret
```
PyPi (? 68K / month · ? 2 · ⏱️ 20.07.2021):
```
pip install interpret
```

Captum (?28 · ⭐ 2.6K) - Model interpretability and understanding for PyTorch. BSD-3

GitHub (?‍? 74 · ? 270 · ? 240 · ? 260 - 23% open · ⏱️ 24.08.2021):
```
git clone https://github.com/pytorch/captum
```
PyPi (? 91K / month · ⏱️ 07.07.2021):
```
pip install captum
```

Model Analysis (?27 · ⭐ 1.1K) - Model analysis tools for TensorFlow. Apache-2

GitHub (?‍? 35 · ? 220 · ? 70 - 35% open · ⏱️ 26.08.2021):
```
git clone https://github.com/tensorflow/model-analysis
```
PyPi (? 8.1M / month · ? 20 · ⏱️ 28.07.2021):
```
pip install tensorflow-model-analysis
```

DoWhy (?26 · ⭐ 3.2K) - DoWhy is a Python library for causal inference that supports explicit.. MIT

GitHub (?‍? 44 · ? 460 · ? 24 · ? 58 · ? 130 - 24% open · ⏱️ 02.08.2021):
```
git clone https://github.com/Microsoft/dowhy
```
PyPi (? 63K / month · ⏱️ 03.03.2021):
```
pip install dowhy
```
Conda (? 3.1K · ⏱️ 28.04.2021):
```
conda install -c conda-forge dowhy
```

dtreeviz (?26 · ⭐ 1.6K) - A python library for decision tree visualization and model interpretation. MIT

GitHub (?‍? 16 · ? 210 · ? 200 · ? 100 - 19% open · ⏱️ 25.08.2021):
```
git clone https://github.com/parrt/dtreeviz
```
PyPi (? 160K / month · ? 4 · ⏱️ 05.04.2021):
```
pip install dtreeviz
```

Lucid (?25 · ⭐ 4.3K) - A collection of infrastructure and tools for research in neural.. Apache-2

GitHub (?‍? 40 · ? 590 · ? 580 · ? 170 - 39% open · ⏱️ 19.03.2021):
```
git clone https://github.com/tensorflow/lucid
```
PyPi (? 1K / month · ? 6 · ⏱️ 19.03.2021):
```
pip install lucid
```

Fairness 360 (?25 · ⭐ 1.5K) - A comprehensive set of fairness metrics for datasets and.. Apache-2

GitHub (?‍? 44 · ? 470 · ? 110 · ? 110 - 48% open · ⏱️ 21.07.2021):
```
git clone https://github.com/Trusted-AI/AIF360
```
PyPi (? 5.7K / month · ? 4 · ⏱️ 04.03.2021):
```
pip install aif360
```

shapash (?25 · ⭐ 1.3K) - Shapash makes Machine Learning models transparent and.. Apache-2

GitHub (?‍? 26 · ? 180 · ? 24 · ? 77 - 10% open · ⏱️ 26.08.2021):
```
git clone https://github.com/MAIF/shapash
```
PyPi (? 13K / month · ⏱️ 19.07.2021):
```
pip install shapash
```

arviz (?25 · ⭐ 1.1K) - Exploratory analysis of Bayesian models with Python. Apache-2

GitHub (?‍? 87 · ? 220 · ? 110 · ? 1.3K · ? 630 - 22% open · ⏱️ 26.08.2021):
```
git clone https://github.com/arviz-devs/arviz
```
PyPi (? 290K / month · ? 36 · ⏱️ 21.02.2021):
```
pip install arviz
```
Conda (? 440K · ⏱️ 20.04.2021):
```
conda install -c conda-forge arviz
```

Alibi (?24 · ⭐ 1.1K) - Algorithms for explaining machine learning models. Apache-2

GitHub (?‍? 16 · ? 140 · ? 99 · ? 230 - 44% open · ⏱️ 24.08.2021):
```
git clone https://github.com/SeldonIO/alibi
```
PyPi (? 14K / month · ? 18 · ⏱️ 08.07.2021):
```
pip install alibi
```

yellowbrick (?23 · ⭐ 3.3K) - Visual analysis and diagnostic tools to facilitate machine.. Apache-2

GitHub (?‍? 100 · ? 480 · ? 640 - 14% open · ⏱️ 12.07.2021):
```
git clone https://github.com/DistrictDataLabs/yellowbrick
```
PyPi (? 240K / month · ? 62 · ⏱️ 13.02.2021):
```
pip install yellowbrick
```

checklist (?23 · ⭐ 1.5K) - Beyond Accuracy: Behavioral Testing of NLP models with CheckList. MIT

GitHub (?‍? 10 · ? 130 · ? 22 · ? 80 - 10% open · ⏱️ 09.08.2021):
```
git clone https://github.com/marcotcr/checklist
```
PyPi (? 15K / month · ? 2 · ⏱️ 24.05.2021):
```
pip install checklist
```

keract (?23 · ⭐ 910) - Layers Outputs and Gradients in Keras. Made easy. MIT

GitHub (?‍? 16 · ? 180 · ? 94 · ? 82 - 1% open · ⏱️ 28.07.2021):
```
git clone https://github.com/philipperemy/keract
```
PyPi (? 1.7K / month · ? 5 · ⏱️ 19.06.2021):
```
pip install keract
```

CausalNex (?21 · ⭐ 1.2K) - A Python library that helps data scientists to infer.. Apache-2

GitHub (?‍? 20 · ? 140 · ? 14 · ? 110 - 31% open · ⏱️ 21.08.2021):
```
git clone https://github.com/quantumblacklabs/causalnex
```
PyPi (? 3.2K / month · ⏱️ 11.05.2021):
```
pip install causalnex
```

Explainability 360 (?21 · ⭐ 920) - Interpretability and explainability of data and machine.. Apache-2

GitHub (?‍? 27 · ? 180 · ? 28 · ? 53 - 56% open · ⏱️ 02.05.2021):
```
git clone https://github.com/Trusted-AI/AIX360
```
PyPi (? 820 / month · ? 1 · ⏱️ 28.10.2020):
```
pip install aix360
```

tf-explain (?21 · ⭐ 850) - Interpretability Methods for tf.keras models with Tensorflow 2.x. MIT

GitHub (?‍? 15 · ? 81 · ? 85 · ? 82 - 41% open · ⏱️ 22.06.2021):
```
git clone https://github.com/sicara/tf-explain
```
PyPi (? 1.5K / month · ? 2 · ⏱️ 16.02.2021):
```
pip install tf-explain
```

TreeInterpreter (?21 · ⭐ 680) - Package for interpreting scikit-learn's decision tree.. BSD-3

GitHub (?‍? 11 · ? 130 · ? 160 · ? 28 - 85% open · ⏱️ 28.02.2021):
```
git clone https://github.com/andosa/treeinterpreter
```
PyPi (? 240K / month · ? 18 · ⏱️ 10.01.2021):
```
pip install treeinterpreter
```

explainerdashboard (?21 · ⭐ 620) - Quickly build Explainable AI dashboards that show the inner.. MIT

GitHub (?‍? 12 · ? 80 · ? 37 · ? 120 - 8% open · ⏱️ 08.07.2021):
```
git clone https://github.com/oegedijk/explainerdashboard
```
PyPi (? 7.9K / month · ⏱️ 08.07.2021):
```
pip install explainerdashboard
```

random-forest-importances (?21 · ⭐ 470 · ?) - Code to compute permutation and drop-column.. MIT

GitHub (?‍? 14 · ? 100 · ? 76 · ? 32 - 12% open · ⏱️ 30.01.2021):
```
git clone https://github.com/parrt/random-forest-importances
```
PyPi (? 21K / month · ? 4 · ⏱️ 28.01.2021):
```
pip install rfpimp
```

sklearn-evaluation (?21 · ⭐ 310) - Machine learning model evaluation made easy: plots,.. MIT

GitHub (?‍? 6 · ? 28 · ? 29 · ? 37 - 21% open · ⏱️ 10.07.2021):
```
git clone https://github.com/edublancas/sklearn-evaluation
```
PyPi (? 1.3K / month · ? 2 · ⏱️ 26.06.2021):
```
pip install sklearn-evaluation
```

fairlearn (?20 · ⭐ 1K) - A Python package to assess and improve fairness of machine learning.. MIT

GitHub (?‍? 51 · ? 240 · ? 290 - 42% open · ⏱️ 26.08.2021):
```
git clone https://github.com/fairlearn/fairlearn
```
PyPi (? 28K / month · ? 2 · ⏱️ 07.07.2021):
```
pip install fairlearn
```
Conda (? 14K · ⏱️ 07.07.2021):
```
conda install -c conda-forge fairlearn
```

DiCE (?20 · ⭐ 620) - Generate Diverse Counterfactual Explanations for any machine.. MIT

GitHub (?‍? 11 · ? 81 · ? 77 - 41% open · ⏱️ 24.08.2021):
```
git clone https://github.com/interpretml/DiCE
```
PyPi (? 22K / month · ⏱️ 24.08.2021):
```
pip install dice-ml
```

aequitas (?20 · ⭐ 410) - Bias and Fairness Audit Toolkit. MIT

GitHub (?‍? 16 · ? 77 · ? 77 · ? 58 - 63% open · ⏱️ 27.05.2021):
```
git clone https://github.com/dssg/aequitas
```
PyPi (? 890 / month · ? 6 · ⏱️ 16.12.2020):
```
pip install aequitas
```

What-If Tool (?19 · ⭐ 570) - Source code/webpage/demos for the What-If Tool. Apache-2

GitHub (?‍? 19 · ? 110 · ? 82 - 48% open · ⏱️ 17.03.2021):
```
git clone https://github.com/PAIR-code/what-if-tool
```
PyPi (? 9.7K / month · ⏱️ 19.01.2021):
```
pip install witwidget
```
NPM (? 2.4K / month · ⏱️ 19.01.2021):
```
npm install wit-widget
```

deeplift (?19 · ⭐ 560 · ?) - Public facing deeplift repo. MIT

GitHub (?‍? 11 · ? 130 · ? 49 · ? 76 - 38% open · ⏱️ 11.11.2020):
```
git clone https://github.com/kundajelab/deeplift
```
PyPi (? 590 / month · ? 4 · ⏱️ 11.11.2020):
```
pip install deeplift
```

LIT (?18 · ⭐ 2.6K) - The Language Interpretability Tool: Interactively analyze NLP models for.. Apache-2

GitHub (?‍? 14 · ? 260 · ? 6 · ? 110 - 59% open · ⏱️ 05.04.2021):
```
git clone https://github.com/PAIR-code/lit
```
PyPi (? 330 / month · ⏱️ 05.04.2021):
```
pip install lit-nlp
```

iNNvestigate (?18 · ⭐ 880) - A toolbox to iNNvestigate neural networks' predictions!. BSD-2

GitHub (?‍? 19 · ? 190 · ? 230 - 31% open · ⏱️ 03.08.2021):
```
git clone https://github.com/albermax/innvestigate
```
PyPi (? 390 / month · ? 1 · ⏱️ 14.11.2020):
```
pip install innvestigate
```

XAI (?18 · ⭐ 680) - XAI - An eXplainability toolbox for machine learning. MIT

GitHub (?‍? 3 · ? 100 · ? 11 · ? 7 - 57% open · ⏱️ 23.04.2021):
```
git clone https://github.com/EthicalML/xai
```
PyPi (? 370 / month · ? 6 · ⏱️ 21.04.2019):
```
pip install xai
```

tcav (?18 · ⭐ 480) - Code for the TCAV ML interpretability project. Apache-2

GitHub (?‍? 19 · ? 110 · ? 9 · ? 54 - 3% open · ⏱️ 07.08.2021):
```
git clone https://github.com/tensorflow/tcav
```
PyPi (? 88 / month · ? 2 · ⏱️ 23.02.2021):
```
pip install tcav
```

ecco (?17 · ⭐ 870) - Visualize and explore NLP language models. Ecco creates interactive.. BSD-3

GitHub (?‍? 3 · ? 52 · ? 2 · ? 3 · ? 20 - 55% open · ⏱️ 02.08.2021):
```
git clone https://github.com/jalammar/ecco
```
PyPi (? 310 / month · ⏱️ 02.08.2021):
```
pip install ecco
```

FlashTorch (?16 · ⭐ 620) - Visualization toolkit for neural networks in PyTorch! Demo --. MIT

GitHub (?‍? 2 · ? 71 · ? 7 · ? 32 - 31% open · ⏱️ 27.04.2021):
```
git clone https://github.com/MisaOgura/flashtorch
```
PyPi (? 190 / month · ⏱️ 29.05.2020):
```
pip install flashtorch
```

Anchor (?14 · ⭐ 660) - Code for High-Precision Model-Agnostic Explanations paper. BSD-2

GitHub (?‍? 8 · ? 88 · ? 66 - 27% open · ⏱️ 19.04.2021):
```
git clone https://github.com/marcotcr/anchor
```
PyPi (? 880 / month · ⏱️ 26.06.2020):
```
pip install anchor_exp
```

Show 15 hidden projects...

eli5 (?27 · ⭐ 2.4K · ?) - A library for debugging/inspecting machine learning classifiers and.. MIT
scikit-plot (?26 · ⭐ 2.1K · ?) - An intuitive library to add plotting functionality to.. MIT
keras-vis (?24 · ⭐ 2.9K · ?) - Neural network visualization toolkit for keras. MIT
DALEX (?20 · ⭐ 880) - moDel Agnostic Language for Exploration and eXplanation. ❗️GPL-3.0
imodels (?20 · ⭐ 250) - Interpretable ML package for concise, transparent, and accurate predictive.. MIT
Skater (?19 · ⭐ 1K · ?) - Python Library for Model Interpretation/Explanations. ❗️UPL-1.0
responsible-ai-widgets (?19 · ⭐ 250) - This project provides responsible AI user interfaces.. MIT
fairness-indicators (?19 · ⭐ 220) - Tensorflow's Fairness Evaluation and Visualization.. Apache-2
model-card-toolkit (?18 · ⭐ 210) - a tool that leverages rich metadata and lineage.. Apache-2
LOFO (?16 · ⭐ 340 · ?) - Leave One Feature Out Importance. MIT
interpret-text (?15 · ⭐ 260) - A library that incorporates state-of-the-art explainers for.. MIT
ExplainX.ai (?15 · ⭐ 220) - Explainable AI framework for data scientists. Explain & debug any.. MIT
contextual-ai (?14 · ⭐ 72 · ?) - Contextual AI adds explainability to different stages of.. Apache-2
Attribution Priors (?13 · ⭐ 85) - Tools for training explainable models using.. MIT
bias-detector (?13 · ⭐ 34 · ?) - 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 ( ⭐ 2.4K) - Benchmarks of approximate nearest neighbor libraries in Python.

Annoy (?30 · ⭐ 8.9K) - Approximate Nearest Neighbors in C++/Python optimized for memory usage.. Apache-2

GitHub (?‍? 71 · ? 930 · ? 1.7K · ? 330 - 11% open · ⏱️ 17.08.2021):
```
git clone https://github.com/spotify/annoy
```
PyPi (? 690K / month · ? 360 · ⏱️ 18.09.2020):
```
pip install annoy
```

Faiss (?29 · ⭐ 14K) - A library for efficient similarity search and clustering of dense vectors. MIT

GitHub (?‍? 87 · ? 2.3K · ? 450 · ? 1.6K - 11% open · ⏱️ 25.08.2021):
```
git clone https://github.com/facebookresearch/faiss
```
PyPi (? 29K / month · ? 6 · ⏱️ 11.08.2021):
```
pip install pymilvus
```
Conda (? 160K · ⏱️ 19.04.2021):
```
conda install -c conda-forge faiss
```

NMSLIB (?28 · ⭐ 2.5K) - Non-Metric Space Library (NMSLIB): An efficient similarity search.. Apache-2

GitHub (?‍? 45 · ? 360 · ? 450 · ? 380 - 14% open · ⏱️ 14.07.2021):
```
git clone https://github.com/nmslib/nmslib
```
PyPi (? 94K / month · ? 52 · ⏱️ 03.02.2021):
```
pip install nmslib
```
Conda (? 39K · ⏱️ 08.01.2021):
```
conda install -c conda-forge nmslib
```

Milvus (?26 · ⭐ 7.5K) - An open-source vector database for embedding similarity search and AI.. Apache-2

GitHub (?‍? 150 · ? 1K · ? 3.2K - 10% open · ⏱️ 26.08.2021):
```
git clone https://github.com/milvus-io/milvus
```
PyPi (? 29K / month · ? 6 · ⏱️ 11.08.2021):
```
pip install pymilvus
```
Docker Hub (? 460K · ⭐ 14 · ⏱️ 11.08.2021):
```
docker pull milvusdb/milvus
```

hnswlib (?26 · ⭐ 1.7K) - Header-only C++/python library for fast approximate nearest neighbors. Apache-2

GitHub (?‍? 46 · ? 300 · ? 150 · ? 220 - 47% open · ⏱️ 30.06.2021):
```
git clone https://github.com/nmslib/hnswlib
```
PyPi (? 41K / month · ? 2 · ⏱️ 30.06.2021):
```
pip install hnswlib
```

PyNNDescent (?26 · ⭐ 470) - A Python nearest neighbor descent for approximate nearest neighbors. BSD-2

GitHub (?‍? 15 · ? 60 · ? 720 · ? 75 - 44% open · ⏱️ 27.07.2021):
```
git clone https://github.com/lmcinnes/pynndescent
```
PyPi (? 650K / month · ? 6 · ⏱️ 06.07.2021):
```
pip install pynndescent
```

Conda (? 230K · ⏱️ 06.07.2021):

conda install -c conda-forge pynndescent

NGT (?20 · ⭐ 770) - Nearest Neighbor Search with Neighborhood Graph and Tree for High-.. Apache-2

GitHub (?‍? 12 · ? 78 · ? 81 - 8% open · ⏱️ 15.07.2021):
```
git clone https://github.com/yahoojapan/NGT
```
PyPi (? 13K / month · ? 6 · ⏱️ 23.09.2020):
```
pip install ngt
```

N2 (?19 · ⭐ 480) - TOROS N2 - lightweight approximate Nearest Neighbor library which runs fast.. Apache-2

GitHub (?‍? 18 · ? 52 · ? 17 · ? 39 - 43% open · ⏱️ 20.05.2021):
```
git clone https://github.com/kakao/n2
```
PyPi (? 1.8K / month · ? 4 · ⏱️ 16.10.2020):
```
pip install n2
```

Show 3 hidden projects...

Magnitude (?22 · ⭐ 1.5K · ?) - A fast, efficient universal vector embedding utility package. MIT
NearPy (?20 · ⭐ 680 · ?) - Python framework for fast (approximated) nearest neighbour search in.. MIT
PySparNN (?11 · ⭐ 880 · ?) - 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.

Pyro (?29 · ⭐ 7.1K) - Deep universal probabilistic programming with Python and PyTorch. Apache-2

GitHub (?‍? 110 · ? 850 · ? 520 · ? 880 - 18% open · ⏱️ 20.08.2021):
```
git clone https://github.com/pyro-ppl/pyro
```
PyPi (? 63K / month · ? 36 · ⏱️ 07.07.2021):
```
pip install pyro-ppl
```

PyMC3 (?29 · ⭐ 6K) - Probabilistic Programming in Python: Bayesian Modeling and Probabilistic.. Apache-2

GitHub (?‍? 320 · ? 1.4K · ? 170 · ? 2.9K · ? 2.4K - 9% open · ⏱️ 24.08.2021):
```
git clone https://github.com/pymc-devs/pymc3
```
PyPi (? 280K / month · ? 290 · ⏱️ 24.08.2021):
```
pip install pymc3
```
Conda (? 310K · ⏱️ 24.08.2021):
```
conda install -c conda-forge pymc3
```

tensorflow-probability (?29 · ⭐ 3.4K) - Probabilistic reasoning and statistical analysis in.. Apache-2

GitHub (?‍? 420 · ? 900 · ? 1.1K - 44% open · ⏱️ 26.08.2021):
```
git clone https://github.com/tensorflow/probability
```
PyPi (? 3.8M / month · ? 250 · ⏱️ 18.06.2021):
```
pip install tensorflow-probability
```

Conda (? 42K · ⏱️ 21.06.2021):

conda install -c conda-forge tensorflow-probability

GPyTorch (?29 · ⭐ 2.5K) - A highly efficient and modular implementation of Gaussian Processes.. MIT

GitHub (?‍? 85 · ? 360 · ? 360 · ? 960 - 22% open · ⏱️ 23.08.2021):
```
git clone https://github.com/cornellius-gp/gpytorch
```
PyPi (? 81K / month · ? 8 · ⏱️ 24.06.2021):
```
pip install gpytorch
```

hmmlearn (?29 · ⭐ 2.3K) - Hidden Markov Models in Python, with scikit-learn like API. BSD-3

GitHub (?‍? 34 · ? 660 · ? 1.1K · ? 360 - 15% open · ⏱️ 26.08.2021):
```
git clone https://github.com/hmmlearn/hmmlearn
```
PyPi (? 110K / month · ? 210 · ⏱️ 18.07.2021):
```
pip install hmmlearn
```
Conda (? 96K · ⏱️ 18.07.2021):
```
conda install -c conda-forge hmmlearn
```

filterpy (?29 · ⭐ 1.9K) - Python Kalman filtering and optimal estimation library. Implements.. MIT

GitHub (?‍? 36 · ? 440 · ? 990 · ? 190 - 18% open · ⏱️ 04.05.2021):
```
git clone https://github.com/rlabbe/filterpy
```
PyPi (? 620K / month · ? 210 · ⏱️ 10.10.2018):
```
pip install filterpy
```
Conda (? 66K · ⏱️ 05.05.2020):
```
conda install -c conda-forge filterpy
```

pomegranate (?27 · ⭐ 2.7K) - Fast, flexible and easy to use probabilistic modelling in Python. MIT

GitHub (?‍? 63 · ? 500 · ? 510 · ? 630 - 9% open · ⏱️ 26.07.2021):
```
git clone https://github.com/jmschrei/pomegranate
```
PyPi (? 52K / month · ? 56 · ⏱️ 29.03.2021):
```
pip install pomegranate
```

Conda (? 69K · ⏱️ 01.11.2020):

conda install -c conda-forge pomegranate

GPflow (?27 · ⭐ 1.5K) - Gaussian processes in TensorFlow. Apache-2

GitHub (?‍? 71 · ? 400 · ? 280 · ? 720 - 14% open · ⏱️ 06.07.2021):
```
git clone https://github.com/GPflow/GPflow
```
PyPi (? 5.7K / month · ? 34 · ⏱️ 29.04.2021):
```
pip install gpflow
```
Conda (? 9.5K · ⏱️ 06.11.2018):
```
conda install -c conda-forge gpflow
```

SALib (?26 · ⭐ 510) - Sensitivity Analysis Library in Python. Contains Sobol, Morris, FAST, and.. MIT

GitHub (?‍? 32 · ? 160 · ? 260 - 18% open · ⏱️ 14.08.2021):
```
git clone https://github.com/SALib/SALib
```
PyPi (? 79K / month · ? 44 · ⏱️ 12.08.2021):
```
pip install salib
```
Conda (? 68K · ⏱️ 12.08.2021):
```
conda install -c conda-forge salib
```

pgmpy (?25 · ⭐ 1.9K) - Python Library for learning (Structure and Parameter) and inference.. MIT

GitHub (?‍? 97 · ? 580 · ? 96 · ? 260 · ? 760 - 29% open · ⏱️ 24.08.2021):
```
git clone https://github.com/pgmpy/pgmpy
```
PyPi (? 38K / month · ? 12 · ⏱️ 30.06.2021):
```
pip install pgmpy
```

pandas-ta (?25 · ⭐ 1.5K) - Technical Analysis Indicators - Pandas TA is an easy to use.. MIT

GitHub (?‍? 44 · ? 370 · ? 210 · ? 260 - 12% open · ⏱️ 28.07.2021):
```
git clone https://github.com/twopirllc/pandas-ta
```
PyPi (? 32K / month · ⏱️ 28.07.2021):
```
pip install pandas-ta
```

Orbit (?20 · ⭐ 650) - A Python package for Bayesian forecasting with object-oriented design.. Apache-2

GitHub (?‍? 12 · ? 48 · ? 4 · ? 250 - 16% open · ⏱️ 25.08.2021):
```
git clone https://github.com/uber/orbit
```
PyPi (? 4.2K / month · ⏱️ 02.08.2021):
```
pip install orbit-ml
```

pyhsmm (?20 · ⭐ 500 · ?) - Bayesian inference in HSMMs and HMMs. MIT

GitHub (?‍? 13 · ? 160 · ? 21 · ? 99 - 39% open · ⏱️ 24.08.2020):
```
git clone https://github.com/mattjj/pyhsmm
```
PyPi (? 220 / month · ? 8 · ⏱️ 10.05.2017):
```
pip install pyhsmm
```

bambi (?18 · ⭐ 660) - BAyesian Model-Building Interface (Bambi) in Python. MIT

GitHub (?‍? 20 · ? 61 · ? 13 · ? 190 - 12% open · ⏱️ 24.08.2021):
```
git clone https://github.com/bambinos/bambi
```
PyPi (? 690 / month · ? 3 · ⏱️ 24.08.2021):
```
pip install bambi
```

Baal (?18 · ⭐ 380) - Library to enable Bayesian active learning in your research or labeling.. Apache-2

GitHub (?‍? 10 · ? 35 · ? 9 · ? 49 - 24% open · ⏱️ 16.08.2021):
```
git clone https://github.com/ElementAI/baal
```
PyPi (? 290 / month · ⏱️ 06.08.2021):
```
pip install baal
```

Show 8 hidden projects...

patsy (?29 · ⭐ 790 · ?) - Describing statistical models in Python using symbolic formulas. BSD-2
pingouin (?26 · ⭐ 780) - Statistical package in Python based on Pandas. ❗️GPL-3.0
Edward (?25 · ⭐ 4.6K · ?) - A probabilistic programming language in TensorFlow. Deep.. Apache-2
PyStan (?23 · ⭐ 100) - PyStan, a Python interface to Stan, a platform for statistical modeling... ISC
scikit-posthocs (?21 · ⭐ 220) - Multiple Pairwise Comparisons (Post Hoc) Tests in Python. MIT
Funsor (?20 · ⭐ 180) - Functional tensors for probabilistic programming. Apache-2
ZhuSuan (?14 · ⭐ 2.1K · ?) - A probabilistic programming library for Bayesian deep learning,.. MIT
Lea (?10 · ?) - Discrete probability distributions in Python. ❗️GPL-3.0

Adversarial Robustness

Libraries for testing the robustness of machine learning models against attacks with adversarial/malicious examples.

CleverHans (?27 · ⭐ 5.2K) - An adversarial example library for constructing attacks,.. MIT

GitHub (?‍? 130 · ? 1.3K · ? 250 · ? 440 - 5% open · ⏱️ 24.07.2021):
```
git clone https://github.com/cleverhans-lab/cleverhans
```
PyPi (? 840 / month · ? 16 · ⏱️ 24.07.2021):
```
pip install cleverhans
```

Foolbox (?26 · ⭐ 2K) - A Python toolbox to create adversarial examples that fool neural networks.. MIT

GitHub (?‍? 32 · ? 360 · ? 230 · ? 330 - 17% open · ⏱️ 05.06.2021):
```
git clone https://github.com/bethgelab/foolbox
```
PyPi (? 1.7K / month · ? 18 · ⏱️ 23.02.2021):
```
pip install foolbox
```

TextAttack (?26 · ⭐ 1.6K) - TextAttack is a Python framework for adversarial attacks, data.. MIT

GitHub (?‍? 40 · ? 200 · ? 28 · ? 140 - 30% open · ⏱️ 21.08.2021):
```
git clone https://github.com/QData/TextAttack
```
PyPi (? 13K / month · ⏱️ 03.08.2021):
```
pip install textattack
```

ART (?23 · ⭐ 2.4K) - Adversarial Robustness Toolbox (ART) - Python Library for Machine Learning.. MIT

GitHub (?‍? 81 · ? 680 · ? 150 · ? 570 - 11% open · ⏱️ 25.08.2021):
```
git clone https://github.com/Trusted-AI/adversarial-robustness-toolbox
```

PyPi (? 3.7K / month · ⏱️ 12.07.2021):

pip install adversarial-robustness-toolbox

robustness (?19 · ⭐ 580) - A library for experimenting with, training and evaluating neural.. MIT

GitHub (?‍? 12 · ? 110 · ? 59 · ? 62 - 14% open · ⏱️ 04.03.2021):
```
git clone https://github.com/MadryLab/robustness
```
PyPi (? 1.4K / month · ? 2 · ⏱️ 01.12.2020):
```
pip install robustness
```

AdvBox (?18 · ⭐ 1.1K) - Advbox is a toolbox to generate adversarial examples that fool neural.. Apache-2

GitHub (?‍? 19 · ? 240 · ? 37 - 21% open · ⏱️ 03.05.2021):
```
git clone https://github.com/advboxes/AdvBox
```
PyPi (? 48 / month · ⏱️ 05.12.2018):
```
pip install advbox
```

Show 3 hidden projects...

advertorch (?20 · ⭐ 910) - A Toolbox for Adversarial Robustness Research. ❗️GPL-3.0
textflint (?15 · ⭐ 490 · ?) - Unified Multilingual Robustness Evaluation Toolkit for.. ❗️GPL-3.0
Adversary (?14 · ⭐ 350 · ?) - Tool to generate adversarial text examples and test machine.. MIT

GPU Utilities

Libraries that require and make use of CUDA/GPU system capabilities to optimize data handling and machine learning tasks.

CuPy (?32 · ⭐ 5.3K) - NumPy & SciPy for GPU. MIT

GitHub (?‍? 270 · ? 490 · ? 18K · ? 800 · ? 1.5K - 21% open · ⏱️ 26.08.2021):
```
git clone https://github.com/cupy/cupy
```
PyPi (? 75K / month · ? 190 · ⏱️ 26.08.2021):
```
pip install cupy
```
Conda (? 850K · ⏱️ 07.08.2021):
```
conda install -c conda-forge cupy
```
Docker Hub (? 52K · ⭐ 6 · ⏱️ 26.08.2021):
```
docker pull cupy/cupy
```

gpustat (?28 · ⭐ 2.5K) - A simple command-line utility for querying and monitoring GPU status. MIT

GitHub (?‍? 12 · ? 200 · ? 1.1K · ? 76 - 28% open · ⏱️ 05.08.2021):
```
git clone https://github.com/wookayin/gpustat
```
PyPi (? 600K / month · ? 58 · ⏱️ 02.01.2021):
```
pip install gpustat
```
Conda (? 68K · ⏱️ 24.11.2020):
```
conda install -c conda-forge gpustat
```

PyCUDA (?25 · ⭐ 1.2K) - CUDA integration for Python, plus shiny features. MIT

GitHub (?‍? 74 · ? 240 · ? 970 · ? 200 - 27% open · ⏱️ 27.07.2021):
```
git clone https://github.com/inducer/pycuda
```
PyPi (? 29K / month · ? 290 · ⏱️ 03.04.2021):
```
pip install pycuda
```

Apex (?23 · ⭐ 5.7K) - A PyTorch Extension: Tools for easy mixed precision and distributed.. BSD-3

GitHub (?‍? 83 · ? 780 · ? 680 · ? 880 - 56% open · ⏱️ 20.08.2021):
```
git clone https://github.com/NVIDIA/apex
```

Conda (? 60K · ⏱️ 22.04.2021):

conda install -c conda-forge nvidia-apex

scikit-cuda (?23 · ⭐ 850) - Python interface to GPU-powered libraries. BSD-3

GitHub (?‍? 45 · ? 160 · ? 140 · ? 210 - 22% open · ⏱️ 13.07.2021):
```
git clone https://github.com/lebedov/scikit-cuda
```
PyPi (? 1K / month · ? 70 · ⏱️ 27.05.2019):
```
pip install scikit-cuda
```

ArrayFire (?22 · ⭐ 3.6K) - ArrayFire: a general purpose GPU library. BSD-3

GitHub (?‍? 82 · ? 480 · ? 1.4K · ? 1.5K - 16% open · ⏱️ 18.08.2021):
```
git clone https://github.com/arrayfire/arrayfire
```
PyPi (? 500 / month · ? 8 · ⏱️ 05.03.2021):
```
pip install arrayfire
```

cuDF (?20 · ⭐ 4.1K) - cuDF - GPU DataFrame Library. Apache-2

GitHub (?‍? 220 · ? 540 · ? 4K - 15% open · ⏱️ 26.08.2021):
```
git clone https://github.com/rapidsai/cudf
```
PyPi (? 900 / month · ? 4 · ⏱️ 01.06.2020):
```
pip install cudf
```

cuML (?18 · ⭐ 2.3K) - cuML - RAPIDS Machine Learning Library. Apache-2

GitHub (?‍? 130 · ? 350 · ? 1.9K - 33% open · ⏱️ 25.08.2021):
```
git clone https://github.com/rapidsai/cuml
```
PyPi (? 540 / month · ⏱️ 01.06.2020):
```
pip install cuml
```

DALI (?17 · ⭐ 3.4K) - A GPU-accelerated library containing highly optimized building blocks.. Apache-2

GitHub (?‍? 62 · ? 420 · ? 1K - 16% open · ⏱️ 26.08.2021):
```
git clone https://github.com/NVIDIA/DALI
```

Vulkan Kompute (?17 · ⭐ 470) - General purpose GPU compute framework for cross vendor.. Apache-2

GitHub (?‍? 14 · ? 38 · ? 75 · ? 2 · ? 150 - 36% open · ⏱️ 24.08.2021):
```
git clone https://github.com/EthicalML/vulkan-kompute
```
PyPi (? 120 / month · ⏱️ 14.03.2021):
```
pip install kp
```

BlazingSQL (?16 · ⭐ 1.6K) - BlazingSQL is a lightweight, GPU accelerated, SQL engine for.. Apache-2

GitHub (?‍? 47 · ? 150 · ? 720 - 18% open · ⏱️ 20.08.2021):
```
git clone https://github.com/BlazingDB/blazingsql
```

Conda (? 930 · ⏱️ 11.11.2019):

conda install -c blazingsql blazingsql-protocol

cuGraph (?16 · ⭐ 790) - cuGraph - RAPIDS Graph Analytics Library. Apache-2

GitHub (?‍? 65 · ? 150 · ? 710 - 15% open · ⏱️ 25.08.2021):
```
git clone https://github.com/rapidsai/cugraph
```
PyPi (? 82 / month · ⏱️ 01.06.2020):
```
pip install cugraph
```

cuSignal (?14 · ⭐ 520) - GPU accelerated signal processing. Apache-2

GitHub (?‍? 33 · ? 72 · ? 120 - 12% open · ⏱️ 23.08.2021):
```
git clone https://github.com/rapidsai/cusignal
```

Show 5 hidden projects...

GPUtil (?23 · ⭐ 750 · ?) - A Python module for getting the GPU status from NVIDA GPUs using.. MIT
py3nvml (?23 · ⭐ 190) - Python 3 Bindings for NVML library. Get NVIDIA GPU status inside your.. BSD-3
nvidia-ml-py3 (?20 · ⭐ 67 · ?) - Python 3 Bindings for the NVIDIA Management Library. BSD-3
SpeedTorch (?16 · ⭐ 620 · ?) - Library for faster pinned CPU - GPU transfer in Pytorch. MIT
ipyexperiments (?16 · ⭐ 140) - jupyter/ipython experiment containers for GPU and.. Apache-2

Tensorflow Utilities

Libraries that extend TensorFlow with additional capabilities.

TF Addons (?34 · ⭐ 1.4K) - Useful extra functionality for TensorFlow 2.x maintained by.. Apache-2

GitHub (?‍? 170 · ? 480 · ? 4K · ? 890 - 24% open · ⏱️ 25.08.2021):
```
git clone https://github.com/tensorflow/addons
```
PyPi (? 9M / month · ? 18 · ⏱️ 19.08.2021):
```
pip install tensorflow-addons
```

tensor2tensor (?33 · ⭐ 12K) - Library of deep learning models and datasets designed to.. Apache-2

GitHub (?‍? 230 · ? 2.9K · ? 1K · ? 1.2K - 45% open · ⏱️ 21.08.2021):
```
git clone https://github.com/tensorflow/tensor2tensor
```
PyPi (? 1.3M / month · ? 160 · ⏱️ 17.06.2020):
```
pip install tensor2tensor
```

tensorflow-hub (?33 · ⭐ 2.9K) - A library for transfer learning by reusing parts of.. Apache-2

GitHub (?‍? 76 · ? 1.5K · ? 8.1K · ? 630 - 5% open · ⏱️ 26.08.2021):
```
git clone https://github.com/tensorflow/hub
```
PyPi (? 4.9M / month · ? 310 · ⏱️ 14.04.2021):
```
pip install tensorflow-hub
```

Conda (? 56K · ⏱️ 18.04.2021):

conda install -c conda-forge tensorflow-hub

TensorFlow Datasets (?30 · ⭐ 3K) - TFDS is a collection of datasets ready to use with.. Apache-2

GitHub (?‍? 220 · ? 1.1K · ? 1.1K - 45% open · ⏱️ 25.08.2021):
```
git clone https://github.com/tensorflow/datasets
```
PyPi (? 2.3M / month · ? 100 · ⏱️ 28.07.2021):
```
pip install tensorflow-datasets
```

Keras-Preprocessing (?29 · ⭐ 980) - Utilities for working with image data, text data, and.. MIT

GitHub (?‍? 50 · ? 420 · ? 190 - 48% open · ⏱️ 04.02.2021):
```
git clone https://github.com/keras-team/keras-preprocessing
```
PyPi (? 6.6M / month · ? 2.7K · ⏱️ 14.05.2020):
```
pip install keras-preprocessing
```

Conda (? 1.1M · ⏱️ 15.01.2021):

conda install -c conda-forge keras-preprocessing

TensorFlow Transform (?29 · ⭐ 880) - Input pipeline framework. Apache-2

GitHub (?‍? 27 · ? 170 · ? 520 · ? 160 - 11% open · ⏱️ 25.08.2021):
```
git clone https://github.com/tensorflow/transform
```
PyPi (? 9.6M / month · ? 84 · ⏱️ 25.08.2021):
```
pip install tensorflow-transform
```

TF Model Optimization (?28 · ⭐ 1.1K) - A toolkit to optimize ML models for deployment for.. Apache-2

GitHub (?‍? 58 · ? 250 · ? 1.1K · ? 220 - 41% open · ⏱️ 26.08.2021):
```
git clone https://github.com/tensorflow/model-optimization
```
PyPi (? 150K / month · ? 6 · ⏱️ 18.06.2021):
```
pip install tensorflow-model-optimization
```

TensorFlow Cloud (?26 · ⭐ 300) - The TensorFlow Cloud repository provides APIs that.. Apache-2

GitHub (?‍? 24 · ? 53 · ? 92 · ? 75 - 65% open · ⏱️ 24.08.2021):
```
git clone https://github.com/tensorflow/cloud
```
PyPi (? 1.6M / month · ⏱️ 17.06.2021):
```
pip install tensorflow-cloud
```

efficientnet (?25 · ⭐ 1.9K) - Implementation of EfficientNet model. Keras and.. Apache-2

GitHub (?‍? 10 · ? 420 · ? 190K · ? 720 · ? 110 - 51% open · ⏱️ 16.07.2021):
```
git clone https://github.com/qubvel/efficientnet
```
PyPi (? 64K / month · ? 4 · ⏱️ 15.09.2020):
```
pip install efficientnet
```

Neural Structured Learning (?25 · ⭐ 850) - Training neural models with structured signals. Apache-2

GitHub (?‍? 29 · ? 150 · ? 100 · ? 58 - 6% open · ⏱️ 25.08.2021):
```
git clone https://github.com/tensorflow/neural-structured-learning
```
PyPi (? 120K / month · ⏱️ 18.08.2020):
```
pip install neural-structured-learning
```

TensorFlow I/O (?24 · ⭐ 490) - Dataset, streaming, and file system extensions.. Apache-2

GitHub (?‍? 76 · ? 180 · ? 450 - 32% open · ⏱️ 26.08.2021):
```
git clone https://github.com/tensorflow/io
```
PyPi (? 200K / month · ⏱️ 12.08.2021):
```
pip install tensorflow-io
```

TensorNets (?20 · ⭐ 990 · ?) - High level network definitions with pre-trained weights in.. MIT

GitHub (?‍? 6 · ? 180 · ? 40 · ? 58 - 27% open · ⏱️ 02.01.2021):
```
git clone https://github.com/taehoonlee/tensornets
```
PyPi (? 360 / month · ? 4 · ⏱️ 31.03.2020):
```
pip install tensornets
```

Saliency (?20 · ⭐ 710) - Framework-agnostic implementation for state-of-the-art saliency.. Apache-2

GitHub (?‍? 14 · ? 160 · ? 18 · ? 40 - 35% open · ⏱️ 28.07.2021):
```
git clone https://github.com/PAIR-code/saliency
```
PyPi (? 330 / month · ? 2 · ⏱️ 03.05.2021):
```
pip install saliency
```

TF Compression (?18 · ⭐ 520) - Data compression in TensorFlow. Apache-2

GitHub (?‍? 10 · ? 180 · ⏱️ 12.06.2021):

git clone https://github.com/tensorflow/compression

PyPi (? 940 / month · ? 1 · ⏱️ 14.05.2021):
```
pip install tensorflow-compression
```

Show 1 hidden projects...

tffm (?19 · ⭐ 770 · ?) - TensorFlow implementation of an arbitrary order Factorization Machine. MIT

Sklearn Utilities

Libraries that extend scikit-learn with additional capabilities.

imbalanced-learn (?31 · ⭐ 5.4K) - A Python Package to Tackle the Curse of Imbalanced.. MIT

GitHub (?‍? 58 · ? 1.1K · ? 6.8K · ? 480 - 8% open · ⏱️ 25.05.2021):
```
git clone https://github.com/scikit-learn-contrib/imbalanced-learn
```
PyPi (? 1.8M / month · ? 280 · ⏱️ 18.02.2021):
```
pip install imbalanced-learn
```

Conda (? 150K · ⏱️ 18.02.2021):

conda install -c conda-forge imbalanced-learn

MLxtend (?31 · ⭐ 3.6K) - A library of extension and helper modules for Python's data.. BSD-3

GitHub (?‍? 85 · ? 710 · ? 4K · ? 390 - 24% open · ⏱️ 19.07.2021):
```
git clone https://github.com/rasbt/mlxtend
```
PyPi (? 1.1M / month · ? 190 · ⏱️ 26.11.2020):
```
pip install mlxtend
```
Conda (? 180K · ⏱️ 26.11.2020):
```
conda install -c conda-forge mlxtend
```

fancyimpute (?25 · ⭐ 990 · ?) - Multivariate imputation and matrix completion.. Apache-2

GitHub (?‍? 11 · ? 160 · ? 1.1K · ? 110 - 3% open · ⏱️ 26.08.2021):
```
git clone https://github.com/iskandr/fancyimpute
```
PyPi (? 6.3K / month · ? 42 · ⏱️ 26.08.2021):
```
pip install fancyimpute
```

sklearn-contrib-lightning (?24 · ⭐ 1.5K) - Large-scale linear classification, regression and.. BSD-3

GitHub (?‍? 17 · ? 190 · ? 71 · ? 86 · ? 90 - 55% open · ⏱️ 15.06.2021):
```
git clone https://github.com/scikit-learn-contrib/lightning
```
PyPi (? 4.4K / month · ? 10 · ⏱️ 15.06.2021):
```
pip install sklearn-contrib-lightning
```

Conda (? 150K · ⏱️ 20.12.2020):

conda install -c conda-forge sklearn-contrib-lightning

scikit-opt (?23 · ⭐ 2.5K) - Genetic Algorithm, Particle Swarm Optimization, Simulated.. MIT

GitHub (?‍? 13 · ? 580 · ? 41 · ? 110 - 19% open · ⏱️ 10.08.2021):
```
git clone https://github.com/guofei9987/scikit-opt
```
PyPi (? 1.1K / month · ? 3 · ⏱️ 28.06.2021):
```
pip install scikit-opt
```

scikit-lego (?21 · ⭐ 570) - Extra blocks for scikit-learn pipelines. MIT

GitHub (?‍? 47 · ? 75 · ? 29 · ? 220 - 11% open · ⏱️ 03.07.2021):
```
git clone https://github.com/koaning/scikit-lego
```
PyPi (? 18K / month · ⏱️ 03.07.2021):
```
pip install scikit-lego
```

Conda (? 14K · ⏱️ 03.07.2021):

conda install -c conda-forge scikit-lego

combo (?21 · ⭐ 540) - (AAAI' 20) A Python Toolbox for Machine Learning Model.. BSD-2 xgboost

GitHub (?‍? 1 · ? 90 · ? 380 · ? 12 - 75% open · ⏱️ 15.03.2021):
```
git clone https://github.com/yzhao062/combo
```
PyPi (? 56K / month · ⏱️ 23.12.2020):
```
pip install combo
```

DESlib (?20 · ⭐ 340) - A Python library for dynamic classifier and ensemble selection. BSD-3

GitHub (?‍? 13 · ? 73 · ? 22 · ? 140 - 9% open · ⏱️ 09.04.2021):
```
git clone https://github.com/scikit-learn-contrib/DESlib
```
PyPi (? 2.2K / month · ⏱️ 08.02.2021):
```
pip install deslib
```

scikit-tda (?20 · ⭐ 300) - Topological Data Analysis for Python. MIT

GitHub (?‍? 3 · ? 35 · ? 21 · ? 16 - 75% open · ⏱️ 03.08.2021):
```
git clone https://github.com/scikit-tda/scikit-tda
```
PyPi (? 3.8K / month · ⏱️ 03.08.2021):
```
pip install scikit-tda
```

iterative-stratification (?19 · ⭐ 580 · ?) - scikit-learn cross validators for iterative.. BSD-3

GitHub (?‍? 4 · ? 52 · ? 160 · ? 14 - 21% open · ⏱️ 12.09.2020):
```
git clone https://github.com/trent-b/iterative-stratification
```
PyPi (? 6.9K / month · ? 14 · ⏱️ 12.08.2018):
```
pip install iterative-stratification
```

Show 7 hidden projects...

category_encoders (?26 · ⭐ 1.7K · ?) - A library of sklearn compatible categorical variable.. BSD-3
sklearn-crfsuite (?24 · ⭐ 380 · ?) - scikit-learn inspired API for CRFsuite. MIT
scikit-multilearn (?23 · ⭐ 670 · ?) - A scikit-learn based module for multi-label et. al... BSD-2
skope-rules (?21 · ⭐ 410 · ?) - machine learning with logical rules in Python. ❗️BSD-1-Clause
skggm (?16 · ⭐ 180 · ?) - Scikit-learn compatible estimation of general graphical models. MIT
celer (?16 · ⭐ 120) - Fast solver for L1-type problems: Lasso, sparse Logisitic regression,.. BSD-3
dabl (?16 · ⭐ 100) - Data Analysis Baseline Library. BSD-3

Pytorch Utilities

Libraries that extend Pytorch with additional capabilities.

EfficientNet-PyTorch (?27 · ⭐ 6.4K) - A PyTorch implementation of EfficientNet and.. Apache-2

GitHub (?‍? 24 · ? 1.2K · ? 730K · ? 260 - 47% open · ⏱️ 15.04.2021):
```
git clone https://github.com/lukemelas/EfficientNet-PyTorch
```
PyPi (? 170K / month · ? 14 · ⏱️ 15.04.2021):
```
pip install efficientnet-pytorch
```

pytorch-summary (?26 · ⭐ 3.2K) - Model summary in PyTorch similar to `model.summary()` in.. MIT

GitHub (?‍? 11 · ? 360 · ? 3.2K · ? 160 - 76% open · ⏱️ 10.05.2021):
```
git clone https://github.com/sksq96/pytorch-summary
```
PyPi (? 90K / month · ? 120 · ⏱️ 26.09.2018):
```
pip install torchsummary
```

pytorch-optimizer (?26 · ⭐ 2K) - torch-optimizer -- collection of optimizers for.. Apache-2

GitHub (?‍? 21 · ? 190 · ? 290 · ? 44 - 40% open · ⏱️ 06.07.2021):
```
git clone https://github.com/jettify/pytorch-optimizer
```
PyPi (? 50K / month · ⏱️ 01.01.2021):
```
pip install torch_optimizer
```

PML (?25 · ⭐ 3.6K) - The easiest way to use deep metric learning in your application. Modular,.. MIT

GitHub (?‍? 19 · ? 450 · ? 120 · ? 290 - 16% open · ⏱️ 03.08.2021):
```
git clone https://github.com/KevinMusgrave/pytorch-metric-learning
```
PyPi (? 11K / month · ⏱️ 17.08.2021):
```
pip install pytorch-metric-learning
```

Conda (? 3.7K · ⏱️ 10.05.2021):

conda install -c metric-learning pytorch-metric-learning

torchdiffeq (?24 · ⭐ 3.6K) - Differentiable ODE solvers with full GPU support and.. MIT

GitHub (?‍? 19 · ? 620 · ? 130 · ? 150 - 17% open · ⏱️ 27.07.2021):
```
git clone https://github.com/rtqichen/torchdiffeq
```
PyPi (? 6K / month · ⏱️ 02.06.2021):
```
pip install torchdiffeq
```

SRU (?24 · ⭐ 2K) - Training RNNs as Fast as CNNs (https://arxiv.org/abs/1709.02755). MIT

GitHub (?‍? 21 · ? 290 · ? 16 · ? 120 - 44% open · ⏱️ 19.05.2021):
```
git clone https://github.com/asappresearch/sru
```
PyPi (? 3.8K / month · ? 2 · ⏱️ 17.06.2021):
```
pip install sru
```

Torchmeta (?24 · ⭐ 1.4K) - A collection of extensions and data-loaders for few-shot learning.. MIT

GitHub (?‍? 12 · ? 160 · ? 58 · ? 110 - 30% open · ⏱️ 31.07.2021):
```
git clone https://github.com/tristandeleu/pytorch-meta
```
PyPi (? 2.2K / month · ⏱️ 19.03.2021):
```
pip install torchmeta
```

EfficientNets (?23 · ⭐ 1.4K) - Pretrained EfficientNet, EfficientNet-Lite, MixNet,.. Apache-2

GitHub (?‍? 5 · ? 180 · ? 68 · ⏱️ 08.07.2021):

git clone https://github.com/rwightman/gen-efficientnet-pytorch

PyPi (? 5.8K / month · ⏱️ 08.07.2021):
```
pip install geffnet
```

accelerate (?22 · ⭐ 1.8K) - A simple way to train and use PyTorch models with multi-.. Apache-2

GitHub (?‍? 20 · ? 85 · ? 130 · ? 90 - 28% open · ⏱️ 10.08.2021):
```
git clone https://github.com/huggingface/accelerate
```
PyPi (? 29K / month · ⏱️ 10.08.2021):
```
pip install accelerate
```

reformer-pytorch (?22 · ⭐ 1.6K) - Reformer, the efficient Transformer, in Pytorch. MIT

GitHub (?‍? 10 · ? 210 · ? 110 - 9% open · ⏱️ 25.08.2021):
```
git clone https://github.com/lucidrains/reformer-pytorch
```
PyPi (? 11K / month · ⏱️ 25.08.2021):
```
pip install reformer-pytorch
```

Higher (?22 · ⭐ 1.2K) - higher is a pytorch library allowing users to obtain higher.. Apache-2

GitHub (?‍? 9 · ? 84 · ? 72 · ? 85 - 42% open · ⏱️ 21.06.2021):
```
git clone https://github.com/facebookresearch/higher
```
PyPi (? 40K / month · ⏱️ 14.07.2020):
```
pip install higher
```

lightning-flash (?22 · ⭐ 890) - Collection of tasks for fast prototyping, baselining,.. Apache-2

GitHub (?‍? 40 · ? 87 · ? 19 · ? 250 - 33% open · ⏱️ 26.08.2021):
```
git clone https://github.com/PyTorchLightning/lightning-flash
```
PyPi (? 1.2K / month · ⏱️ 22.06.2021):
```
pip install lightning-flash
```

torch-scatter (?22 · ⭐ 740) - PyTorch Extension Library of Optimized Scatter Operations. MIT

GitHub (?‍? 17 · ? 83 · ? 210 - 35% open · ⏱️ 24.08.2021):
```
git clone https://github.com/rusty1s/pytorch_scatter
```
PyPi (? 24K / month · ? 32 · ⏱️ 29.07.2021):
```
pip install torch-scatter
```

PyTorch Sparse (?22 · ⭐ 460) - PyTorch Extension Library of Optimized Autograd Sparse.. MIT

GitHub (?‍? 17 · ? 58 · ? 140 - 43% open · ⏱️ 26.08.2021):
```
git clone https://github.com/rusty1s/pytorch_sparse
```
PyPi (? 17K / month · ? 34 · ⏱️ 29.07.2021):
```
pip install torch-sparse
```

TabNet (?21 · ⭐ 1.2K) - PyTorch implementation of TabNet paper :.. MIT

GitHub (?‍? 18 · ? 240 · ? 170 - 21% open · ⏱️ 27.05.2021):
```
git clone https://github.com/dreamquark-ai/tabnet
```
PyPi (? 19K / month · ⏱️ 02.02.2021):
```
pip install pytorch-tabnet
```

Pytorch Toolbelt (?20 · ⭐ 1.1K) - PyTorch extensions for fast R&D prototyping and Kaggle.. MIT

GitHub (?‍? 6 · ? 78 · ? 20 - 15% open · ⏱️ 12.08.2021):
```
git clone https://github.com/BloodAxe/pytorch-toolbelt
```
PyPi (? 13K / month · ? 2 · ⏱️ 12.08.2021):
```
pip install pytorch_toolbelt
```

Performer Pytorch (?19 · ⭐ 700) - An implementation of Performer, a linear attention-based.. MIT

GitHub (?‍? 4 · ? 92 · ? 27 · ? 66 - 40% open · ⏱️ 21.08.2021):
```
git clone https://github.com/lucidrains/performer-pytorch
```
PyPi (? 1.3K / month · ⏱️ 21.08.2021):
```
pip install performer-pytorch
```

Lambda Networks (?17 · ⭐ 1.5K · ?) - Implementation of LambdaNetworks, a new approach to.. MIT

GitHub (?‍? 3 · ? 150 · ? 3 · ? 27 - 44% open · ⏱️ 18.11.2020):
```
git clone https://github.com/lucidrains/lambda-networks
```
PyPi (? 220 / month · ⏱️ 18.11.2020):
```
pip install lambda-networks
```

Tensor Sensor (?17 · ⭐ 580) - The goal of this library is to generate more helpful.. MIT

GitHub (?‍? 2 · ? 28 · ? 2 · ? 18 - 27% open · ⏱️ 26.05.2021):
```
git clone https://github.com/parrt/tensor-sensor
```
PyPi (? 3.2K / month · ⏱️ 26.05.2021):
```
pip install tensor-sensor
```

tinygrad (?16 · ⭐ 5K) - You like pytorch? You like micrograd? You love tinygrad!. MIT

GitHub (?‍? 50 · ? 550 · ? 1 · ? 85 - 24% open · ⏱️ 06.08.2021):
```
git clone https://github.com/geohot/tinygrad
```

torchsde (?16 · ⭐ 810) - Differentiable SDE solvers with GPU support and efficient.. Apache-2

GitHub (?‍? 5 · ? 85 · ? 7 · ? 39 - 17% open · ⏱️ 26.07.2021):
```
git clone https://github.com/google-research/torchsde
```

madgrad (?16 · ⭐ 730) - MADGRAD Optimization Method. MIT

GitHub (?‍? 1 · ? 50 · ? 13 · ? 9 - 22% open · ⏱️ 20.08.2021):
```
git clone https://github.com/facebookresearch/madgrad
```
PyPi (? 3K / month · ⏱️ 01.04.2021):
```
pip install madgrad
```

Tez (?16 · ⭐ 650) - Tez is a super-simple and lightweight Trainer for PyTorch. It also.. Apache-2

GitHub (?‍? 1 · ? 91 · ? 9 · ? 24 - 62% open · ⏱️ 16.08.2021):
```
git clone https://github.com/abhishekkrthakur/tez
```
PyPi (? 1.1K / month · ⏱️ 16.08.2021):
```
pip install tez
```

Pywick (?16 · ⭐ 330) - High-level batteries-included neural network training library for.. MIT

GitHub (?‍? 4 · ? 36 · ? 4 · ? 13 - 23% open · ⏱️ 17.05.2021):
```
git clone https://github.com/achaiah/pywick
```
PyPi (? 56 / month · ⏱️ 20.01.2020):
```
pip install pywick
```

Torch-Struct (?13 · ⭐ 970) - Fast, general, and tested differentiable structured prediction.. MIT

GitHub (?‍? 13 · ? 72 · ? 43 - 41% open · ⏱️ 09.05.2021):
```
git clone https://github.com/harvardnlp/pytorch-struct
```

Show 6 hidden projects...

pretrainedmodels (?30 · ⭐ 8.1K · ?) - Pretrained ConvNets for pytorch: NASNet, ResNeXt,.. BSD-3
Poutyne (?20 · ⭐ 480) - A simplified framework and utilities for PyTorch. ❗️LGPL-3.0
AdaBound (?19 · ⭐ 2.9K · ?) - An optimizer that trains as fast as Adam and as good as SGD. Apache-2
Antialiased CNNs (?17 · ⭐ 1.4K · ?) - pip install antialiased-cnns to improve stability and.. ❗️CC BY-NC-SA 4.0
TorchDrift (?17 · ⭐ 170 · ?) - Drift Detection for your PyTorch Models. Apache-2
micrograd (?14 · ⭐ 1.8K · ?) - A tiny scalar-valued autograd engine and a neural net library.. MIT

Database Clients

Libraries for connecting to, operating, and querying databases.

? best-of-python - DB Clients ( ⭐ 1.7K) - Collection of database clients for python.

Others

scipy (?42 · ⭐ 8.5K) - Ecosystem of open-source software for mathematics, science, and engineering. BSD-3

GitHub (?‍? 1.2K · ? 3.8K · ? 320K · ? 390K · ? 7.8K - 22% open · ⏱️ 26.08.2021):
```
git clone https://github.com/scipy/scipy
```
PyPi (? 30M / month · ? 87K · ⏱️ 02.08.2021):
```
pip install scipy
```
Conda (? 17M · ⏱️ 19.08.2021):
```
conda install -c conda-forge scipy
```

SymPy (?36 · ⭐ 8.3K · ?) - A computer algebra system written in pure Python. BSD-3

GitHub (?‍? 1.1K · ? 3.4K · ? 430K · ? 35K · ? 12K - 35% open · ⏱️ 26.08.2021):
```
git clone https://github.com/sympy/sympy
```
PyPi (? 2.5M / month · ? 6.4K · ⏱️ 09.04.2021):
```
pip install sympy
```
Conda (? 1.6M · ⏱️ 10.04.2021):
```
conda install -c conda-forge sympy
```

Autograd (?29 · ⭐ 5.4K) - Efficiently computes derivatives of numpy code. MIT

GitHub (?‍? 51 · ? 750 · ? 2.3K · ? 380 - 42% open · ⏱️ 03.03.2021):
```
git clone https://github.com/HIPS/autograd
```
PyPi (? 1.3M / month · ? 340 · ⏱️ 25.07.2019):
```
pip install autograd
```
Conda (? 180K · ⏱️ 25.07.2019):
```
conda install -c conda-forge autograd
```

Datasette (?29 · ⭐ 5.4K) - An open source multi-tool for exploring and publishing data. Apache-2

GitHub (?‍? 57 · ? 320 · ? 32 · ? 480 · ? 1.1K - 24% open · ⏱️ 25.08.2021):
```
git clone https://github.com/simonw/datasette
```
PyPi (? 120K / month · ? 70 · ⏱️ 09.08.2021):
```
pip install datasette
```

Streamlit (?28 · ⭐ 16K · ?) - Streamlit The fastest way to build data apps in Python. Apache-2

GitHub (?‍? 120 · ? 1.4K · ? 110 · ? 1.9K - 29% open · ⏱️ 24.08.2021):
```
git clone https://github.com/streamlit/streamlit
```
PyPi (? 460K / month · ? 34 · ⏱️ 19.08.2021):
```
pip install streamlit
```

PyOD (?28 · ⭐ 4.8K) - (JMLR'19) A Python Toolbox for Scalable Outlier Detection (Anomaly.. BSD-2

GitHub (?‍? 28 · ? 950 · ? 800 · ? 220 - 53% open · ⏱️ 19.08.2021):
```
git clone https://github.com/yzhao062/pyod
```
PyPi (? 250K / month · ? 6 · ⏱️ 15.08.2021):
```
pip install pyod
```

Gradio (?28 · ⭐ 3.4K) - Wrap UIs around any model, share with anyone. Apache-2

GitHub (?‍? 26 · ? 210 · ? 270 · ? 160 - 10% open · ⏱️ 25.08.2021):
```
git clone https://github.com/gradio-app/gradio
```
PyPi (? 13K / month · ? 2 · ⏱️ 24.08.2021):
```
pip install gradio
```

carla (?27 · ⭐ 6.4K) - Open-source simulator for autonomous driving research. MIT

GitHub (?‍? 130 · ? 1.9K · ? 82 · ? 3.4K - 11% open · ⏱️ 02.08.2021):
```
git clone https://github.com/carla-simulator/carla
```
PyPi (? 1.7K / month · ? 4 · ⏱️ 02.08.2021):
```
pip install carla
```

DeepChem (?27 · ⭐ 3.1K) - Democratizing Deep-Learning for Drug Discovery, Quantum Chemistry,.. MIT

GitHub (?‍? 170 · ? 1K · ? 50 · ? 1.3K - 31% open · ⏱️ 24.08.2021):
```
git clone https://github.com/deepchem/deepchem
```
PyPi (? 5.3K / month · ? 4 · ⏱️ 24.08.2021):
```
pip install deepchem
```

hdbscan (?27 · ⭐ 2K) - A high performance implementation of HDBSCAN clustering. BSD-3

GitHub (?‍? 69 · ? 340 · ? 960 · ? 380 - 61% open · ⏱️ 07.04.2021):
```
git clone https://github.com/scikit-learn-contrib/hdbscan
```
PyPi (? 390K / month · ? 120 · ⏱️ 03.02.2021):
```
pip install hdbscan
```
Conda (? 800K · ⏱️ 14.02.2021):
```
conda install -c conda-forge hdbscan
```

Pythran (?27 · ⭐ 1.6K) - Ahead of Time compiler for numeric kernels. BSD-3

GitHub (?‍? 60 · ? 150 · ? 61 · ? 710 - 15% open · ⏱️ 24.08.2021):
```
git clone https://github.com/serge-sans-paille/pythran
```
PyPi (? 50K / month · ? 26 · ⏱️ 14.07.2021):
```
pip install pythran
```
Conda (? 190K · ⏱️ 22.07.2021):
```
conda install -c conda-forge pythran
```

agate (?27 · ⭐ 1.1K) - A Python data analysis library that is optimized for humans instead of.. MIT

GitHub (?‍? 49 · ? 130 · ? 610 · ? 680 - 7% open · ⏱️ 15.07.2021):
```
git clone https://github.com/wireservice/agate
```
PyPi (? 720K / month · ? 240 · ⏱️ 15.07.2021):
```
pip install agate
```
Conda (? 69K · ⏱️ 16.07.2021):
```
conda install -c conda-forge agate
```

TabPy (?26 · ⭐ 1.1K) - Execute Python code on the fly and display results in Tableau visualizations:. MIT

GitHub (?‍? 43 · ? 420 · ? 71 · ? 280 - 5% open · ⏱️ 12.08.2021):
```
git clone https://github.com/tableau/TabPy
```
PyPi (? 14K / month · ⏱️ 20.08.2021):
```
pip install tabpy
```

PaddleHub (?25 · ⭐ 6.9K) - Awesome pre-trained models toolkit based on.. Apache-2

GitHub (?‍? 44 · ? 1.4K · ? 550 · ? 440 · ? 910 - 33% open · ⏱️ 26.08.2021):
```
git clone https://github.com/PaddlePaddle/PaddleHub
```
PyPi (? 6.9K / month · ⏱️ 27.04.2021):
```
pip install paddlehub
```

Trax (?25 · ⭐ 6.4K) - Trax Deep Learning with Clear Code and Speed. Apache-2

GitHub (?‍? 71 · ? 630 · ? 33 · ? 200 - 39% open · ⏱️ 24.08.2021):
```
git clone https://github.com/google/trax
```
PyPi (? 4.2K / month · ⏱️ 21.05.2021):
```
pip install trax
```

causalml (?25 · ⭐ 2.2K) - Uplift modeling and causal inference with machine learning.. Apache-2

GitHub (?‍? 27 · ? 320 · ? 29 · ? 210 - 23% open · ⏱️ 02.08.2021):
```
git clone https://github.com/uber/causalml
```
PyPi (? 41K / month · ⏱️ 02.08.2021):
```
pip install causalml
```

PennyLane (?25 · ⭐ 980) - PennyLane is a cross-platform Python library for differentiable.. Apache-2

GitHub (?‍? 66 · ? 290 · ? 59 · ? 480 - 26% open · ⏱️ 26.08.2021):
```
git clone https://github.com/PennyLaneAI/PennyLane
```
PyPi (? 8.2K / month · ? 20 · ⏱️ 17.08.2021):
```
pip install pennylane
```

kmodes (?25 · ⭐ 890) - Python implementations of the k-modes and k-prototypes clustering.. MIT

GitHub (?‍? 18 · ? 350 · ? 730 · ? 130 - 14% open · ⏱️ 15.07.2021):
```
git clone https://github.com/nicodv/kmodes
```
PyPi (? 180K / month · ? 26 · ⏱️ 13.02.2021):
```
pip install kmodes
```

pyclustering (?25 · ⭐ 860) - pyclustring is a Python, C++ data mining library. BSD-3

GitHub (?‍? 26 · ? 200 · ? 360 · ? 220 · ? 640 - 8% open · ⏱️ 12.02.2021):
```
git clone https://github.com/annoviko/pyclustering
```
PyPi (? 44K / month · ? 36 · ⏱️ 25.11.2020):
```
pip install pyclustering
```

Conda (? 28K · ⏱️ 14.07.2021):

conda install -c conda-forge pyclustering

metric-learn (?24 · ⭐ 1.2K) - Metric learning algorithms in Python. MIT

GitHub (?‍? 19 · ? 220 · ? 160 · ? 160 - 31% open · ⏱️ 26.04.2021):
```
git clone https://github.com/scikit-learn-contrib/metric-learn
```
PyPi (? 120K / month · ? 18 · ⏱️ 02.07.2020):
```
pip install metric-learn
```

pycm (?24 · ⭐ 1.1K) - Multi-class confusion matrix library in Python. MIT

GitHub (?‍? 15 · ? 98 · ? 110 · ? 170 - 6% open · ⏱️ 11.08.2021):
```
git clone https://github.com/sepandhaghighi/pycm
```
PyPi (? 21K / month · ? 10 · ⏱️ 11.08.2021):
```
pip install pycm
```

pyopencl (?24 · ⭐ 840) - OpenCL integration for Python, plus shiny features. MIT

GitHub (?‍? 88 · ? 210 · ? 550 · ? 290 - 21% open · ⏱️ 16.08.2021):
```
git clone https://github.com/inducer/pyopencl
```
PyPi (? 11K / month · ? 240 · ⏱️ 07.07.2021):
```
pip install pyopencl
```
Conda (? 490K · ⏱️ 07.07.2021):
```
conda install -c conda-forge pyopencl
```

PySwarms (?24 · ⭐ 820) - A research toolkit for particle swarm optimization in Python. MIT

GitHub (?‍? 43 · ? 260 · ? 130 · ? 200 - 8% open · ⏱️ 23.06.2021):
```
git clone https://github.com/ljvmiranda921/pyswarms
```
PyPi (? 17K / month · ⏱️ 03.01.2021):
```
pip install pyswarms
```

pyjanitor (?24 · ⭐ 730) - Clean APIs for data cleaning. Python implementation of R package Janitor. MIT

GitHub (?‍? 92 · ? 130 · ? 100 · ? 410 - 24% open · ⏱️ 23.08.2021):
```
git clone https://github.com/pyjanitor-devs/pyjanitor
```
PyPi (? 9.6K / month · ? 4 · ⏱️ 16.07.2021):
```
pip install pyjanitor
```
Conda (? 100K · ⏱️ 16.07.2021):
```
conda install -c conda-forge pyjanitor
```

findspark (?24 · ⭐ 410) - Find pyspark to make it importable. BSD-3

GitHub (?‍? 14 · ? 66 · ? 1.9K · ? 20 - 55% open · ⏱️ 14.06.2021):
```
git clone https://github.com/minrk/findspark
```
PyPi (? 1.5M / month · ? 200 · ⏱️ 08.06.2020):
```
pip install findspark
```
Conda (? 570K · ⏱️ 06.07.2018):
```
conda install -c conda-forge findspark
```

modAL (?23 · ⭐ 1.4K · ?) - A modular active learning framework for Python. MIT

GitHub (?‍? 14 · ? 210 · ? 16 · ? 96 · ? 110 - 53% open · ⏱️ 07.01.2021):
```
git clone https://github.com/modAL-python/modAL
```
PyPi (? 3.1K / month · ? 8 · ⏱️ 07.01.2021):
```
pip install modAL
```

tensorly (?23 · ⭐ 1.1K) - TensorLy: Tensor Learning in Python. BSD-2

GitHub (?‍? 46 · ? 210 · ? 160 · ? 160 - 24% open · ⏱️ 26.08.2021):
```
git clone https://github.com/tensorly/tensorly
```
PyPi (? 5.6K / month · ? 20 · ⏱️ 14.04.2021):
```
pip install tensorly
```
Conda (? 160K · ⏱️ 07.12.2020):
```
conda install -c conda-forge tensorly
```

Mars (?22 · ⭐ 2.2K) - Mars is a tensor-based unified framework for large-scale data.. Apache-2

GitHub (?‍? 31 · ? 270 · ? 870 - 15% open · ⏱️ 26.08.2021):
```
git clone https://github.com/mars-project/mars
```
PyPi (? 6.4K / month · ⏱️ 23.08.2021):
```
pip install pymars
```

gplearn (?22 · ⭐ 990) - Genetic Programming in Python, with a scikit-learn inspired API. BSD-3

GitHub (?‍? 10 · ? 170 · ? 180 · ? 160 - 24% open · ⏱️ 01.07.2021):
```
git clone https://github.com/trevorstephens/gplearn
```
PyPi (? 2.5K / month · ? 14 · ⏱️ 01.06.2019):
```
pip install gplearn
```

alibi-detect (?22 · ⭐ 820) - Algorithms for outlier, adversarial and drift detection. Apache-2

GitHub (?‍? 9 · ? 90 · ? 33 · ? 160 - 46% open · ⏱️ 24.08.2021):
```
git clone https://github.com/SeldonIO/alibi-detect
```
PyPi (? 10K / month · ? 2 · ⏱️ 17.08.2021):
```
pip install alibi-detect
```

Prince (?22 · ⭐ 690 · ?) - Python factor analysis library (PCA, CA, MCA, MFA, FAMD). MIT

GitHub (?‍? 9 · ? 120 · ? 140 · ? 99 - 33% open · ⏱️ 11.01.2021):
```
git clone https://github.com/MaxHalford/prince
```
PyPi (? 17K / month · ? 6 · ⏱️ 06.10.2020):
```
pip install prince
```

scikit-rebate (?21 · ⭐ 330) - A scikit-learn-compatible Python implementation of ReBATE, a.. MIT

GitHub (?‍? 13 · ? 60 · ? 140 · ? 32 - 40% open · ⏱️ 15.02.2021):
```
git clone https://github.com/EpistasisLab/scikit-rebate
```
PyPi (? 3.2K / month · ? 62 · ⏱️ 20.03.2021):
```
pip install skrebate
```

AstroML (?20 · ⭐ 770) - Machine learning, statistics, and data mining for astronomy and.. BSD-2

GitHub (?‍? 30 · ? 270 · ? 140 - 38% open · ⏱️ 07.04.2021):
```
git clone https://github.com/astroML/astroML
```
PyPi (? 1.2K / month · ? 29 · ⏱️ 23.03.2020):
```
pip install astroML
```
Conda (? 25K · ⏱️ 16.02.2020):
```
conda install -c conda-forge astroml
```

Feature Engine (?20 · ⭐ 600) - Feature engineering package with sklearn like functionality. BSD-3

GitHub (?‍? 24 · ? 170 · ⏱️ 06.08.2021):

git clone https://github.com/solegalli/feature_engine

PyPi (? 30K / month · ? 2 · ⏱️ 06.08.2021):
```
pip install feature_engine
```

Conda (? 4.7K · ⏱️ 06.08.2021):

conda install -c conda-forge feature_engine

AugLy (?19 · ⭐ 3.8K · ?) - A data augmentations library for audio, image, text, and video. MIT

GitHub (?‍? 9 · ? 180 · ? 6 · ? 40 - 27% open · ⏱️ 15.08.2021):
```
git clone https://github.com/facebookresearch/AugLy
```
PyPi (? 1.4K / month · ⏱️ 20.07.2021):
```
pip install augly
```

StreamAlert (?19 · ⭐ 2.6K) - StreamAlert is a serverless, realtime data analysis framework.. Apache-2

GitHub (?‍? 31 · ? 320 · ? 340 - 24% open · ⏱️ 10.02.2021):
```
git clone https://github.com/airbnb/streamalert
```

River (?19 · ⭐ 1.9K) - Online machine learning in Python. BSD-3

GitHub (?‍? 66 · ? 230 · ? 33 · ? 340 - 8% open · ⏱️ 24.08.2021):
```
git clone https://github.com/online-ml/river
```

apricot (?19 · ⭐ 330) - apricot implements submodular optimization for the purpose of selecting.. MIT

GitHub (?‍? 3 · ? 32 · ? 9 · ? 20 · ? 20 - 15% open · ⏱️ 12.08.2021):
```
git clone https://github.com/jmschrei/apricot
```
PyPi (? 550 / month · ⏱️ 28.09.2020):
```
pip install apricot-select
```

opyrator (?18 · ⭐ 2.4K · ?) - Turns your machine learning code into microservices with web API,.. MIT

GitHub (?‍? 4 · ? 100 · ? 24 · ? 27 - 51% open · ⏱️ 06.05.2021):
```
git clone https://github.com/ml-tooling/opyrator
```
PyPi (? 530 / month · ⏱️ 04.05.2021):
```
pip install opyrator
```

baikal (?18 · ⭐ 580) - A graph-based functional API for building complex scikit-learn pipelines. BSD-3

GitHub (?‍? 2 · ? 29 · ? 3 · ? 20 - 30% open · ⏱️ 11.04.2021):
```
git clone https://github.com/alegonz/baikal
```
PyPi (? 730 / month · ⏱️ 15.11.2020):
```
pip install baikal
```

Conda (? 990K · ⏱️ 31.01.2021):

conda install -c conda-forge cython-blis

BioPandas (?18 · ⭐ 370) - Working with molecular structures in pandas DataFrames. BSD-3

GitHub (?‍? 8 · ? 85 · ? 38 - 42% open · ⏱️ 30.07.2021):
```
git clone https://github.com/rasbt/biopandas
```
PyPi (? 940 / month · ? 6 · ⏱️ 03.03.2021):
```
pip install biopandas
```
Conda (? 84K · ⏱️ 08.08.2020):
```
conda install -c conda-forge biopandas
```

avalanche (?17 · ⭐ 570) - Avalanche: an End-to-End Library for Continual Learning. MIT

GitHub (?‍? 38 · ? 84 · ? 390 - 15% open · ⏱️ 23.08.2021):
```
git clone https://github.com/ContinualAI/avalanche
```

traingenerator (?11 · ⭐ 1.1K) - A web app to generate template code for machine learning. MIT

GitHub (?‍? 3 · ? 140 · ? 12 - 75% open · ⏱️ 29.04.2021):
```
git clone https://github.com/jrieke/traingenerator
```

Show 14 hidden projects...

pysc2 (?26 · ⭐ 7.3K · ?) - StarCraft II Learning Environment. Apache-2
Cython BLIS (?26 · ⭐ 170) - Fast matrix-multiplication as a self-contained Python library no.. BSD-3
minisom (?24 · ⭐ 900) - MiniSom is a minimalistic implementation of the Self Organizing.. ❗️CC-BY-3.0
datalad (?24 · ⭐ 250) - Keep code, data, containers under control with git and git-annex. MIT
cleanlab (?21 · ⭐ 2.1K) - The standard package for machine learning with noisy labels and.. ❗️AGPL-3.0
mlens (?20 · ⭐ 700 · ?) - ML-Ensemble high performance ensemble learning. MIT
impyute (?20 · ⭐ 290 · ?) - Data imputations library to preprocess datasets with missing data. MIT
SUOD (?20 · ⭐ 280 · ?) - (MLSys' 21) An Acceleration System for Large-scare Unsupervised.. BSD-2
vecstack (?19 · ⭐ 630 · ?) - Python package for stacking (machine learning technique). MIT
rrcf (?19 · ⭐ 320 · ?) - Implementation of the Robust Random Cut Forest algorithm for anomaly.. MIT
pandas-ml (?19 · ⭐ 280 · ?) - pandas, scikit-learn, xgboost and seaborn integration. BSD-3
pykale (?14 · ⭐ 260) - Knowledge-Aware machine LEarning (KALE) from multiple sources in Python. MIT
dstack (?13 · ⭐ 180) - An open-source tool to rapidly develop data applications with Python. Apache-2
nylon (?12 · ⭐ 71 · ?) - An intelligent, flexible grammar of machine learning. MIT

Related Resources

Papers With Code: Discover ML papers, code, and evaluation tables.
Sotabench: Discover & compare open-source ML models.
Google Dataset Search: Dataset search engine by Google.
Dataset List: List of the biggest ML datasets from across the web.
Awesome Public Datasets: A topic-centric list of open datasets.
Best-of lists: Discover other best-of lists with awesome open-source projects on all kinds of topics.
best-of-python-dev: A ranked list of awesome python developer tools and libraries.
best-of-web-python: A ranked list of awesome python libraries for web development.

Contribution

Contributions are encouraged and always welcome! If you like to add or update projects, choose one of the following ways:

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Best-of Machine Learning with Python

Explanation

Machine Learning Frameworks

Data Visualization

Text Data & NLP

Image Data

Graph Data

Audio Data

Geospatial Data

Financial Data

Time Series Data

Medical Data

Tabular Data

Optical Character Recognition

Data Containers & Structures

Data Loading & Extraction

Web Scraping & Crawling

Data Pipelines & Streaming

Distributed Machine Learning

Hyperparameter Optimization & AutoML

Reinforcement Learning

Recommender Systems

Privacy Machine Learning

Workflow & Experiment Tracking

Model Serialization & Deployment

Model Interpretability

Vector Similarity Search (ANN)

Probabilistics & Statistics

Adversarial Robustness

GPU Utilities

Tensorflow Utilities

Sklearn Utilities

Pytorch Utilities

Database Clients

Others

Related Resources

Contribution

License

Pytorch implementation of various Attention Mechanisms, MLP, Re-parameter, Convolution, which is helpful to further understand papers

A TUI (Text User Interface) framework for Python inspired by modern web development

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