Best of Machine Learning with Python

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

This curated list contains 610 awesome open-source projects with a total of 2M stars grouped into 31 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!

Machine Learning Frameworks 38 projects
Data Visualization 30 projects
Text Data & NLP 60 projects
Image Data 31 projects
Graph Data 21 projects
Audio Data 14 projects
Geospatial Data 20 projects
Financial Data 17 projects
Time Series Data 12 projects
Medical Data 18 projects
Data Containers & Structures 26 projects
Data Loading & Extraction 14 projects
Web Scraping & Crawling 17 projects
Data Pipelines & Streaming 26 projects
Distributed Machine Learning 17 projects
Hyperparameter Optimization & AutoML 38 projects
Reinforcement Learning 16 projects
Recommender Systems 10 projects
Privacy Machine Learning 4 projects
Workflow & Experiment Tracking 23 projects
Model Serialization & Conversion 6 projects
Model Interpretability 24 projects
Vector Similarity Search (ANN) 8 projects
Probabilistic Methods 12 projects
Adversarial Robustness 6 projects
GPU Utilities 16 projects
Tensorflow Utilities 5 projects
Pytorch Utilities 7 projects
Database Clients 34 projects
System Monitoring & Profiling 13 projects
Others 31 projects

Explanation

🥇🥈🥉 Combined project-quality score
⭐️ Star count from Github
🐣 New project (less than 6 month old)
💤 Inactive project (6 month no activity)
💀 Dead project (12 month no activity)
❗️ 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

Machine Learning Frameworks

General-purpose machine learning and deep learning frameworks.

Tensorflow (🥇44 · ⭐ 140K) - An Open Source Machine Learning Framework for Everyone. Apache-2

GitHub (👨‍💻 2.9K · 🔀 80K · 📦 63K · 📋 23K - 14% open · ⏱️ 23.01.2020):
```
 git clone https://github.com/tensorflow/tensorflow
```
PyPi (📥 5.5M / month · 📦 23K · ⏱️ 23.12.2019):
```
 pip install tensorflow
```
Conda (⏱️ 22.10.2019):
```
 conda install -c anaconda tensorflow
```

scikit-learn (🥇41 · ⭐ 39K) - scikit-learn: machine learning in Python. BSD-3

GitHub (👨‍💻 1.8K · 🔀 19K · 📥 150 · 📦 89K · 📋 7.7K - 26% open · ⏱️ 22.01.2020):
```
 git clone https://github.com/scikit-learn/scikit-learn
```
PyPi (📥 13M / month · 📦 38K · ⏱️ 02.01.2020):
```
 pip install scikit-learn
```

Conda (⏱️ 09.01.2020):

 conda install -c anaconda scikit-learn

PyTorch (🥇39 · ⭐ 36K) - Tensors and Dynamic neural networks in Python with strong GPU acceleration. BSD-3

GitHub (👨‍💻 1.8K · 🔀 8.8K · 📦 22K · 📋 13K - 35% open · ⏱️ 23.01.2020):
```
 git clone https://github.com/pytorch/pytorch
```
PyPi (📥 920K / month · 📦 6.7K · ⏱️ 15.01.2020):
```
 pip install torch
```

Keras (🥇37 · ⭐ 47K) - Deep Learning for humans. MIT

GitHub (👨‍💻 890 · 🔀 17K · 📦 41K · 📋 9.8K - 28% open · ⏱️ 06.11.2019):
```
 git clone https://github.com/keras-team/keras
```
PyPi (📥 2M / month · 📦 15K · ⏱️ 17.09.2019):
```
 pip install keras
```
Conda (⏱️ 08.10.2018):
```
 conda install -c anaconda keras
```

PySpark (🥈36 · ⭐ 25K) - Apache Spark Python API. Apache-2

GitHub (👨‍💻 2.2K · 🔀 21K · 📦 280 · ⏱️ 23.01.2020):
```
 git clone https://github.com/apache/spark
```
PyPi (📥 2.6M / month · 📦 760 · ⏱️ 07.05.2019):
```
 pip install pyspark
```

StatsModels (🥈36 · ⭐ 4.6K) - Statsmodels: statistical modeling and econometrics in Python. BSD-3

GitHub (👨‍💻 250 · 🔀 1.8K · 📥 16 · 📦 18K · 📋 3.8K - 48% open · ⏱️ 23.01.2020):
```
 git clone https://github.com/statsmodels/statsmodels
```
PyPi (📥 1.7M / month · 📦 6.7K · ⏱️ 15.01.2020):
```
 pip install statsmodels
```
Conda (⏱️ 30.07.2019):
```
 conda install -c anaconda statsmodels
```

Theano (🥈35 · ⭐ 9.1K) - Theano is a Python library that allows you to define, optimize, and evaluate.. BSD-3

GitHub (👨‍💻 380 · 🔀 2.5K · 📦 7K · 📋 2.7K - 24% open · ⏱️ 15.01.2020):
```
 git clone https://github.com/Theano/Theano
```
PyPi (📥 320K / month · 📦 4.8K · ⏱️ 15.01.2019):
```
 pip install theano
```
Conda (⏱️ 12.09.2019):
```
 conda install -c anaconda theano
```

MXNet (🥈34 · ⭐ 18K) - Lightweight, Portable, Flexible Distributed/Mobile Deep Learning with Dynamic,.. Apache-2

GitHub (👨‍💻 870 · 🔀 6.5K · 📥 62K · 📦 770 · 📋 8.7K - 18% open · ⏱️ 23.01.2020):
```
 git clone https://github.com/apache/incubator-mxnet
```
PyPi (📥 160K / month · 📦 440 · ⏱️ 22.01.2020):
```
 pip install mxnet
```
Conda (⏱️ 02.08.2019):
```
 conda install -c anaconda mxnet
```

XGBoost (🥈33 · ⭐ 18K) - Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT or GBM).. Apache-2

GitHub (👨‍💻 420 · 🔀 7.2K · 📥 1.3K · 📦 5.2K · 📋 3.2K - 6% open · ⏱️ 23.01.2020):
```
 git clone https://github.com/dmlc/xgboost
```
PyPi (📥 2.4M / month · 📦 800 · ⏱️ 20.05.2019):
```
 pip install xgboost
```

LightGBM (🥈33 · ⭐ 10K) - A fast, distributed, high performance gradient boosting (GBT, GBDT, GBRT, GBM or.. MIT

GitHub (👨‍💻 150 · 🔀 2.7K · 📥 43K · 📦 2.1K · 📋 1.5K - 2% open · ⏱️ 20.01.2020):
```
 git clone https://github.com/microsoft/LightGBM
```
PyPi (📥 1.4M / month · 📦 560 · ⏱️ 29.11.2019):
```
 pip install lightgbm
```
Conda (⏱️ 17.11.2019):
```
 conda install -c anaconda lightgbm
```

Fastai (🥈32 · ⭐ 17K) - The fastai deep learning library, plus lessons and tutorials. Apache-2

GitHub (👨‍💻 540 · 🔀 5.9K · 📦 2.2K · 📋 970 - 0% open · ⏱️ 23.01.2020):
```
 git clone https://github.com/fastai/fastai
```
PyPi (📥 39K / month · 📦 180 · ⏱️ 28.12.2019):
```
 pip install fastai
```

Chainer (🥈32 · ⭐ 5.3K) - A flexible framework of neural networks for deep learning. MIT

GitHub (👨‍💻 320 · 🔀 1.3K · 📦 1.1K · 📋 2.2K - 12% open · ⏱️ 16.01.2020):
```
 git clone https://github.com/chainer/chainer
```
PyPi (📥 28K / month · 📦 740 · ⏱️ 16.01.2020):
```
 pip install chainer
```

Vowpal Wabbit (🥈31 · ⭐ 6.8K) - Vowpal Wabbit is a machine learning system which pushes the frontier of.. BSD-3

GitHub (👨‍💻 280 · 🔀 1.6K · 📦 27 · 📋 840 - 14% open · ⏱️ 23.01.2020):
```
 git clone https://github.com/VowpalWabbit/vowpal_wabbit
```
PyPi (📥 480K / month · 📦 7 · ⏱️ 07.12.2019):
```
 pip install vowpalwabbit
```

Catboost (🥈30 · ⭐ 4.8K) - A fast, scalable, high performance Gradient Boosting on Decision Trees.. Apache-2

GitHub (👨‍💻 510 · 🔀 690 · 📥 27K · 📋 1K - 18% open · ⏱️ 23.01.2020):
```
 git clone https://github.com/catboost/catboost
```
PyPi (📥 200K / month · 📦 81 · ⏱️ 25.12.2019):
```
 pip install catboost
```

TFlearn (🥈29 · ⭐ 9.4K · 💤) - Deep learning library featuring a higher-level API for TensorFlow. MIT

GitHub (👨‍💻 130 · 🔀 2.3K · 📦 1.9K · 📋 900 - 61% open · ⏱️ 10.01.2019):
```
 git clone https://github.com/tflearn/tflearn
```
PyPi (📥 46K / month · 📦 330 · ⏱️ 18.06.2017):
```
 pip install tflearn
```

PaddlePaddle (🥉28 · ⭐ 11K) - PArallel Distributed Deep LEarning: Machine Learning Framework from.. Apache-2

GitHub (👨‍💻 370 · 🔀 2.8K · 📥 15K · 📋 10K - 17% open · ⏱️ 23.01.2020):
```
 git clone https://github.com/PaddlePaddle/Paddle
```
PyPi (📥 3.4K / month · 📦 8 · ⏱️ 15.01.2020):
```
 pip install paddlepaddle
```

tensorpack (🥉28 · ⭐ 5.2K) - A Neural Net Training Interface on TensorFlow, with focus on speed +.. Apache-2

GitHub (👨‍💻 53 · 🔀 1.6K · 📥 67 · 📦 310 · 📋 1.2K - 0% open · ⏱️ 22.01.2020):
```
 git clone https://github.com/tensorpack/tensorpack
```
PyPi (📥 6.6K / month · 📦 48 · ⏱️ 01.09.2019):
```
 pip install tensorpack
```

CNTK (🥉27 · ⭐ 17K) - Microsoft Cognitive Toolkit (CNTK), an open source deep-learning toolkit. MIT

GitHub (👨‍💻 260 · 🔀 4.4K · 📥 13K · 📋 3.3K - 24% open · ⏱️ 06.08.2019):
```
 git clone https://github.com/microsoft/CNTK
```
PyPi (📥 3.1K / month · 📦 14 · ⏱️ 19.04.2019):
```
 pip install cntk
```

Turi Create (🥉27 · ⭐ 9.3K) - Turi Create simplifies the development of custom machine learning models. BSD-3

GitHub (👨‍💻 74 · 🔀 920 · 📥 1.4K · 📦 130 · 📋 1.5K - 33% open · ⏱️ 23.01.2020):
```
 git clone https://github.com/apple/turicreate
```
PyPi (📥 44K / month · 📦 34 · ⏱️ 18.12.2019):
```
 pip install turicreate
```

Sonnet (🥉27 · ⭐ 8.1K) - TensorFlow-based neural network library. Apache-2

GitHub (👨‍💻 37 · 🔀 1.2K · 📦 200 · 📋 130 - 16% open · ⏱️ 22.01.2020):
```
 git clone https://github.com/deepmind/sonnet
```
PyPi (📥 14K / month · 📦 80 · ⏱️ 06.09.2019):
```
 pip install dm-sonnet
```

Ignite (🥉27 · ⭐ 2.5K) - High-level library to help with training neural networks in PyTorch. BSD-3

GitHub (👨‍💻 48 · 🔀 250 · 📦 230 · 📋 320 - 10% open · ⏱️ 22.01.2020):
```
 git clone https://github.com/pytorch/ignite
```
PyPi (📥 14K / month · 📦 62 · ⏱️ 22.01.2020):
```
 pip install pytorch-ignite
```

pytorch-lightning (🥉26 · ⭐ 3.4K) - The lightweight PyTorch wrapper for ML researchers. Scale your.. Apache-2

GitHub (👨‍💻 77 · 🔀 340 · 📦 76 · 📋 380 - 20% open · ⏱️ 23.01.2020):
```
 git clone https://github.com/PyTorchLightning/pytorch-lightning
```
PyPi (📥 7.7K / month · 📦 7 · ⏱️ 21.01.2020):
```
 pip install pytorch-lightning
```

mlpack (🥉25 · ⭐ 3.1K) - mlpack: a scalable C++ machine learning library --. BSD-3

GitHub (👨‍💻 220 · 🔀 1.1K · 📋 1.1K - 10% open · ⏱️ 18.01.2020):
```
 git clone https://github.com/mlpack/mlpack
```
PyPi (📥 160 / month · ⏱️ 27.11.2019):
```
 pip install mlpack
```

dyNET (🥉25 · ⭐ 3K) - DyNet: The Dynamic Neural Network Toolkit. Apache-2

GitHub (👨‍💻 150 · 🔀 660 · 📦 110 · 📋 890 - 26% open · ⏱️ 10.01.2020):
```
 git clone https://github.com/clab/dynet
```
PyPi (📥 6K / month · 📦 28 · ⏱️ 18.09.2018):
```
 pip install dyNET
```

skorch (🥉25 · ⭐ 2.8K) - A scikit-learn compatible neural network library that wraps pytorch. BSD-3

GitHub (👨‍💻 26 · 🔀 210 · 📦 86 · 📋 270 - 17% open · ⏱️ 16.12.2019):
```
 git clone https://github.com/skorch-dev/skorch
```
PyPi (📥 4.9K / month · 📦 13 · ⏱️ 29.11.2019):
```
 pip install skorch
```

Neural Network Libraries (🥉25 · ⭐ 2.3K) - Neural Network Libraries. Apache-2

GitHub (👨‍💻 44 · 🔀 280 · 📥 270 · 📋 43 - 62% open · ⏱️ 21.01.2020):
```
 git clone https://github.com/sony/nnabla
```
PyPi (📥 1.7K / month · 📦 34 · ⏱️ 23.01.2020):
```
 pip install nnabla
```

Ludwig (🥉24 · ⭐ 6.3K) - Ludwig is a toolbox built on top of TensorFlow that allows to train and test.. Apache-2

GitHub (👨‍💻 59 · 🔀 690 · 📦 37 · 📋 370 - 22% open · ⏱️ 16.01.2020):
```
 git clone https://github.com/uber/ludwig
```
PyPi (📥 1.8K / month · 📦 2 · ⏱️ 24.07.2019):
```
 pip install ludwig
```

xLearn (🥉24 · ⭐ 2.6K) - High performance, easy-to-use, and scalable machine learning (ML) package,.. Apache-2

GitHub (👨‍💻 29 · 🔀 450 · 📥 850 · 📦 18 · 📋 260 - 59% open · ⏱️ 12.11.2019):
```
 git clone https://github.com/aksnzhy/xlearn
```
PyPi (📥 2.8K / month · 📦 1 · ⏱️ 04.12.2018):
```
 pip install xlearn
```

NeuPy (🥉22 · ⭐ 600) - NeuPy is a Tensorflow based python library for prototyping and building neural networks. MIT

GitHub (👨‍💻 6 · 🔀 120 · 📦 74 · 📋 250 - 8% open · ⏱️ 02.09.2019):
```
 git clone https://github.com/itdxer/neupy
```
PyPi (📥 1.1K / month · 📦 10 · ⏱️ 04.04.2019):
```
 pip install neupy
```

SHOGUN (🥉20 · ⭐ 2.6K) - The Shogun Machine Learning Toolbox. BSD-3

GitHub (👨‍💻 220 · 🔀 940 · 📋 1.4K - 38% open · ⏱️ 05.01.2020):
```
 git clone https://github.com/shogun-toolbox/shogun
```
PyPi (⏱️ 23.10.2018):
```
 pip install shogun-ml
```

Torchbearer (🥉20 · ⭐ 520) - torchbearer: A model fitting library for PyTorch. MIT

GitHub (👨‍💻 13 · 🔀 53 · 📦 18 · 📋 240 - 2% open · ⏱️ 16.01.2020):
```
 git clone https://github.com/pytorchbearer/torchbearer
```
PyPi (📥 300 / month · 📦 3 · ⏱️ 17.09.2019):
```
 pip install torchbearer
```

ThunderSVM (🥉19 · ⭐ 1.1K) - ThunderSVM: A Fast SVM Library on GPUs and CPUs. Apache-2

GitHub (👨‍💻 28 · 🔀 160 · 📥 100 · 📋 160 - 24% open · ⏱️ 01.01.2020):
```
 git clone https://github.com/Xtra-Computing/thundersvm
```
PyPi (📥 140 / month · ⏱️ 06.05.2019):
```
 pip install thundersvm
```

ThunderGBM (🥉17 · ⭐ 480) - ThunderGBM: Fast GBDTs and Random Forests on GPUs. Apache-2

GitHub (👨‍💻 10 · 🔀 62 · 📋 32 - 31% open · ⏱️ 24.12.2019):
```
 git clone https://github.com/Xtra-Computing/thundergbm
```
PyPi (📥 60 / month · ⏱️ 25.10.2019):
```
 pip install thundergbm
```

Neural Tangents (🥉17 · ⭐ 390) - Fast and Easy Infinite Neural Networks in Python. Apache-2

GitHub (👨‍💻 8 · 🔀 44 · 📦 2 · 📋 15 - 40% open · ⏱️ 20.01.2020):
```
 git clone https://github.com/google/neural-tangents
```
PyPi (📥 200 / month · ⏱️ 16.01.2020):
```
 pip install neural-tangents
```

StarSpace (🥉14 · ⭐ 3.2K) - Learning embeddings for classification, retrieval and ranking. MIT

GitHub (👨‍💻 17 · 🔀 420 · 📋 180 - 18% open · ⏱️ 13.12.2019):
```
 git clone https://github.com/facebookresearch/StarSpace
```

Show 3 hidden projects...

NuPIC (🥉24 · ⭐ 6.1K) - Numenta Platform for Intelligent Computing is an implementation of Hierarchical.. ❗️AGPL-3.0

GitHub (👨‍💻 120 · 🔀 1.6K · 📦 64 · 📋 1.8K - 24% open · ⏱️ 23.10.2019):
```
 git clone https://github.com/numenta/nupic
```
PyPi (📥 850 / month · 📦 37 · ⏱️ 01.06.2018):
```
 pip install nupic
```

MindsDB (🥉21 · ⭐ 2.1K) - Machine Learning in one line of code. ❗️GPL-3.0

GitHub (👨‍💻 30 · 🔀 270 · 📋 160 - 11% open · ⏱️ 22.01.2020):
```
 git clone https://github.com/mindsdb/mindsdb
```
PyPi (📥 1.5K / month · 📦 3 · ⏱️ 19.03.2019):
```
 pip install mindsdb
```

ktrain (🥉20 · ⭐ 120) - ktrain is a Python library that makes deep learning and AI more accessible and.. MIT

GitHub (👨‍💻 4 · 🔀 33 · 📦 13 · 📋 45 - 11% open · ⏱️ 22.01.2020):
```
 git clone https://github.com/amaiya/ktrain
```
PyPi (📥 3K / month · 📦 1 · ⏱️ 22.01.2020):
```
 pip install ktrain
```

Data Visualization

General-purpose and task-specific data visualization libraries.

Matplotlib (🥇38 · ⭐ 11K) - matplotlib: plotting with Python. ❗️Python-2.0

GitHub (👨‍💻 1K · 🔀 4.6K · 📦 170K · 📋 6.5K - 23% open · ⏱️ 23.01.2020):
```
 git clone https://github.com/matplotlib/matplotlib
```
PyPi (📥 7M / month · 📦 76K · ⏱️ 21.11.2019):
```
 pip install matplotlib
```

Bokeh (🥇37 · ⭐ 13K) - Interactive Data Visualization in the browser, from Python. BSD-3

GitHub (👨‍💻 460 · 🔀 3.2K · 📦 17K · 📋 5.7K - 8% open · ⏱️ 23.01.2020):
```
 git clone https://github.com/bokeh/bokeh
```
PyPi (📥 770K / month · 📦 5.9K · ⏱️ 07.08.2019):
```
 pip install bokeh
```

Seaborn (🥇33 · ⭐ 6.8K) - Statistical data visualization using matplotlib. BSD-3

GitHub (👨‍💻 120 · 🔀 1.1K · 📦 36K · 📋 1.5K - 6% open · ⏱️ 22.01.2020):
```
 git clone https://github.com/mwaskom/seaborn
```
PyPi (📥 1.2M / month · 📦 13K · ⏱️ 22.01.2020):
```
 pip install seaborn
```

Plotly (🥇33 · ⭐ 6K) - An open-source, interactive graphing library for Python (includes Plotly Express). MIT

GitHub (👨‍💻 110 · 🔀 1.3K · 📦 2 · 📋 1.2K - 32% open · ⏱️ 22.01.2020):
```
 git clone https://github.com/plotly/plotly.py
```
PyPi (📥 1.8M / month · 📦 5K · ⏱️ 22.01.2020):
```
 pip install plotly
```
NPM (📥 5.8K / month · 📦 4 · ⏱️ 22.01.2020):
```
 npm install plotlywidget
```

wordcloud (🥈31 · ⭐ 6.5K) - A little word cloud generator in Python. MIT

GitHub (👨‍💻 44 · 🔀 1.7K · 📦 3.6K · 📋 390 - 17% open · ⏱️ 08.01.2020):
```
 git clone https://github.com/amueller/word_cloud
```
PyPi (📥 200K / month · 📦 1.1K · ⏱️ 22.11.2019):
```
 pip install wordcloud
```

pyecharts (🥈30 · ⭐ 7.9K) - Python Echarts Plotting Library. MIT

GitHub (👨‍💻 25 · 🔀 1.8K · 📦 800 · 📋 1.1K - 3% open · ⏱️ 10.01.2020):
```
 git clone https://github.com/pyecharts/pyecharts
```
PyPi (📥 19K / month · 📦 280 · ⏱️ 03.01.2020):
```
 pip install pyecharts
```

pandas-profiling (🥈29 · ⭐ 4.2K) - Create HTML profiling reports from pandas DataFrame objects. MIT

GitHub (👨‍💻 42 · 🔀 570 · 📦 820 · 📋 230 - 26% open · ⏱️ 18.01.2020):
```
 git clone https://github.com/pandas-profiling/pandas-profiling
```
PyPi (📥 64K / month · 📦 160 · ⏱️ 08.01.2020):
```
 pip install pandas-profiling
```

Conda:

 conda install -c conda-forge pandas-profiling

Cufflinks (🥈29 · ⭐ 1.5K) - Productivity Tools for Plotly + Pandas. MIT

GitHub (👨‍💻 34 · 🔀 370 · 📦 870 · 📋 170 - 35% open · ⏱️ 07.01.2020):
```
 git clone https://github.com/santosjorge/cufflinks
```
PyPi (📥 120K / month · 📦 120 · ⏱️ 23.10.2019):
```
 pip install cufflinks
```

VisPy (🥈28 · ⭐ 2.2K) - High-performance interactive 2D/3D data visualization library. BSD-3

GitHub (👨‍💻 130 · 🔀 480 · 📦 230 · 📋 1K - 31% open · ⏱️ 20.01.2020):
```
 git clone https://github.com/vispy/vispy
```
PyPi (📥 19K / month · 📦 120 · ⏱️ 27.11.2019):
```
 pip install vispy
```
NPM (📥 61 / month · ⏱️ 27.07.2019):
```
 npm install vispy
```

datashader (🥈28 · ⭐ 2.1K) - Reveal everything even in your largest datasets, by turning them into images. BSD-3

GitHub (👨‍💻 30 · 🔀 280 · 📦 280 · 📋 420 - 34% open · ⏱️ 21.01.2020):
```
 git clone https://github.com/holoviz/datashader
```
PyPi (📥 9K / month · 📦 35 · ⏱️ 21.01.2020):
```
 pip install datashader
```

Conda:

 conda install -c conda-forge datashader

HoloViews (🥈28 · ⭐ 1.5K) - With Holoviews, your data visualizes itself. BSD-3

GitHub (👨‍💻 81 · 🔀 230 · 📋 2.2K - 28% open · ⏱️ 17.01.2020):
```
 git clone https://github.com/holoviz/holoviews
```
PyPi (📥 34K / month · 📦 170 · ⏱️ 22.11.2019):
```
 pip install holoviews
```
NPM (📥 2K / month · ⏱️ 01.07.2019):
```
 npm install @pyviz/jupyterlab_pyviz
```

UMAP (🥈27 · ⭐ 3.6K) - Uniform Manifold Approximation and Projection. BSD-3

GitHub (👨‍💻 50 · 🔀 350 · 📋 250 - 40% open · ⏱️ 13.01.2020):
```
 git clone https://github.com/lmcinnes/umap
```
PyPi (📥 32K / month · 📦 230 · ⏱️ 14.08.2019):
```
 pip install umap-learn
```

bqplot (🥈27 · ⭐ 2.6K) - Plotting library for IPython/Jupyter notebooks. Apache-2

GitHub (👨‍💻 45 · 🔀 380 · 📦 17 · 📋 430 - 43% open · ⏱️ 20.01.2020):
```
 git clone https://github.com/bloomberg/bqplot
```
PyPi (📥 14K / month · 📦 110 · ⏱️ 25.12.2019):
```
 pip install bqplot
```
NPM (📥 4.2K / month · 📦 10 · ⏱️ 25.12.2019):
```
 npm install bqplot
```

missingno (🥉26 · ⭐ 2K) - Missing data visualization module for Python. MIT

GitHub (👨‍💻 9 · 🔀 240 · 📦 710 · 📋 82 - 9% open · ⏱️ 19.11.2019):
```
 git clone https://github.com/ResidentMario/missingno
```
PyPi (📥 66K / month · 📦 29 · ⏱️ 29.06.2018):
```
 pip install missingno
```

Perspective (🥉24 · ⭐ 2.2K) - Streaming pivot visualization via WebAssembly. Apache-2

GitHub (👨‍💻 42 · 🔀 180 · 📦 29 · 📋 180 - 11% open · ⏱️ 16.01.2020):
```
 git clone https://github.com/finos/perspective
```
PyPi (📥 470 / month · 📦 4 · ⏱️ 19.12.2019):
```
 pip install perspective-python
```

NPM (📥 340 / month · ⏱️ 08.01.2020):

 npm install @finos/perspective-jupyterlab

PyVista (🥉24 · ⭐ 310) - 3D plotting and mesh analysis through a streamlined interface for the.. MIT

GitHub (👨‍💻 22 · 🔀 62 · 📦 49 · 📋 220 - 30% open · ⏱️ 23.01.2020):
```
 git clone https://github.com/pyvista/pyvista
```
PyPi (📥 2.5K / month · 📦 13 · ⏱️ 17.12.2019):
```
 pip install pyvista
```

facets-overview (🥉23 · ⭐ 6K) - Visualizations for machine learning datasets. Apache-2

GitHub (👨‍💻 24 · 🔀 740 · 📦 12 · 📋 120 - 45% open · ⏱️ 09.01.2020):
```
 git clone https://github.com/pair-code/facets
```
PyPi (📥 2.7K / month · ⏱️ 24.07.2019):
```
 pip install facets-overview
```

HyperTools (🥉23 · ⭐ 1.5K) - A Python toolbox for gaining geometric insights into high-dimensional data. MIT

GitHub (👨‍💻 19 · 🔀 140 · 📦 45 · 📋 180 - 35% open · ⏱️ 20.12.2019):
```
 git clone https://github.com/ContextLab/hypertools
```
PyPi (📥 380 / month · 📦 9 · ⏱️ 18.12.2019):
```
 pip install hypertools
```

pythreejs (🥉23 · ⭐ 580) - A Jupyter - Three.js bridge. BSD-3

GitHub (👨‍💻 23 · 🔀 120 · 📦 10 · 📋 170 - 25% open · ⏱️ 17.01.2020):
```
 git clone https://github.com/jupyter-widgets/pythreejs
```
PyPi (📥 9.7K / month · 📦 13 · ⏱️ 04.07.2019):
```
 pip install pythreejs
```
NPM (📥 2.2K / month · 📦 8 · ⏱️ 04.07.2019):
```
 npm install jupyter-threejs
```

vega (🥉23 · ⭐ 250) - IPython/Jupyter notebook module for Vega and Vega-Lite. BSD-3

GitHub (👨‍💻 9 · 🔀 35 · 📦 460 · 📋 81 - 12% open · ⏱️ 20.01.2020):
```
 git clone https://github.com/vega/ipyvega
```
PyPi (📥 12K / month · 📦 100 · ⏱️ 29.07.2019):
```
 pip install vega
```
Conda:
```
 conda install -c conda-forge vega
```

hvPlot (🥉23 · ⭐ 240) - A high-level plotting API for pandas, dask, xarray, and networkx built on HoloViews. BSD-3

GitHub (👨‍💻 16 · 🔀 37 · 📦 140 · 📋 240 - 35% open · ⏱️ 23.12.2019):
```
 git clone https://github.com/holoviz/hvplot
```
PyPi (📥 8.3K / month · 📦 13 · ⏱️ 10.10.2019):
```
 pip install hvplot
```

Chartify (🥉22 · ⭐ 2.4K) - Python library that makes it easy for data scientists to create charts. Apache-2

GitHub (👨‍💻 12 · 🔀 190 · 📦 38 · 📋 67 - 59% open · ⏱️ 27.11.2019):
```
 git clone https://github.com/spotify/chartify
```
PyPi (📥 7.7K / month · 📦 4 · ⏱️ 27.11.2019):
```
 pip install chartify
```

openTSNE (🥉21 · ⭐ 570) - Extensible, parallel implementations of t-SNE. BSD-3

GitHub (👨‍💻 7 · 🔀 59 · 📦 31 · 📋 44 - 13% open · ⏱️ 06.01.2020):
```
 git clone https://github.com/pavlin-policar/openTSNE
```
PyPi (📥 2.9K / month · 📦 2 · ⏱️ 04.09.2019):
```
 pip install opentsne
```
Conda:
```
 conda install -c conda-forge opentsne
```

Pandas-Bokeh (🥉21 · ⭐ 320) - Bokeh Plotting Backend for Pandas and GeoPandas. MIT

GitHub (👨‍💻 11 · 🔀 32 · 📦 44 · 📋 37 - 29% open · ⏱️ 19.11.2019):
```
 git clone https://github.com/PatrikHlobil/Pandas-Bokeh
```
PyPi (📥 7.7K / month · 📦 4 · ⏱️ 19.11.2019):
```
 pip install pandas-bokeh
```

PyWaffle (🥉20 · ⭐ 240) - Make Waffle Charts in Python. MIT

GitHub (👨‍💻 6 · 🔀 35 · 📦 10 · 📋 11 - 27% open · ⏱️ 02.01.2020):
```
 git clone https://github.com/gyli/PyWaffle
```
PyPi (📥 560 / month · ⏱️ 06.10.2019):
```
 pip install pywaffle
```

pdvega (🥉16 · ⭐ 330 · 💤) - Interactive plotting for Pandas using Vega-Lite. MIT

GitHub (👨‍💻 9 · 🔀 30 · 📦 29 · 📋 25 - 64% open · ⏱️ 29.03.2019):
```
 git clone https://github.com/altair-viz/pdvega
```
PyPi (📥 240 / month · 📦 2 · ⏱️ 01.02.2018):
```
 pip install pdvega
```

Show 4 hidden projects...

Altair (🥉26 · ⭐ 240 · 💀) - Declarative statistical visualization library for Python. BSD-3

GitHub (👨‍💻 50 · 🔀 19 · ⏱️ 18.05.2018):
```
 git clone https://github.com/ellisonbg/altair
```
PyPi (📥 120K / month · 📦 370 · ⏱️ 14.01.2020):
```
 pip install altair
```

pivottablejs (🥉19 · ⭐ 350 · 💀) - Dragndrop Pivot Tables and Charts for Jupyter/IPython Notebook, care of.. MIT

GitHub (👨‍💻 3 · 🔀 39 · 📦 70 · 📋 48 - 25% open · ⏱️ 04.12.2018):
```
 git clone https://github.com/nicolaskruchten/jupyter_pivottablejs
```
PyPi (📥 1.7K / month · 📦 14 · ⏱️ 15.01.2018):
```
 pip install pivottablejs
```

nx-altair (🥉13 · ⭐ 110) - Draw NetworkX graphs with Altair. MIT

GitHub (👨‍💻 3 · 🔀 13 · 📋 6 - 66% open · ⏱️ 16.09.2019):
```
 git clone https://github.com/Zsailer/nx_altair
```
PyPi (📥 230 / month · ⏱️ 29.11.2018):
```
 pip install nx-altair
```

nptsne (🥉12 · ⭐ 19) - nptsne is a numpy compatible python binary package that offers a number of APIs.. Apache-2

GitHub (👨‍💻 3 · 🔀 1 · ⏱️ 07.11.2019):
```
 git clone https://github.com/biovault/nptsne
```
PyPi (📥 43 / month · ⏱️ 07.11.2019):
```
 pip install nptsne
```

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.

spaCy (🥇36 · ⭐ 16K) - Industrial-strength Natural Language Processing (NLP) with Python and Cython. MIT

GitHub (👨‍💻 450 · 🔀 2.7K · 📥 2.6K · 📦 9K · 📋 3.6K - 4% open · ⏱️ 20.01.2020):
```
 git clone https://github.com/explosion/spaCy
```
PyPi (📥 790K / month · 📦 2.9K · ⏱️ 21.11.2019):
```
 pip install spacy
```

nltk (🥇33 · ⭐ 8.6K) - Suite of libraries and programs for symbolic and statistical natural language.. Apache-2

GitHub (👨‍💻 350 · 🔀 2.3K · 📦 47K · 📋 1.4K - 18% open · ⏱️ 21.01.2020):
```
 git clone https://github.com/nltk/nltk
```
PyPi (📥 2.5M / month · 📦 18K · ⏱️ 20.08.2019):
```
 pip install nltk
```

transformers (🥇32 · ⭐ 21K) - Transformers: State-of-the-art Natural Language Processing for.. Apache-2

GitHub (👨‍💻 250 · 🔀 4.7K · 📥 920 · 📦 530 · 📋 2K - 22% open · ⏱️ 23.01.2020):
```
 git clone https://github.com/huggingface/transformers
```
PyPi (📥 120K / month · 📦 64 · ⏱️ 13.12.2019):
```
 pip install transformers
```

Rasa (🥇31 · ⭐ 7.6K) - Open source machine learning framework to automate text- and voice-based.. Apache-2

GitHub (👨‍💻 330 · 🔀 2.4K · 📦 280 · 📋 3.7K - 7% open · ⏱️ 23.01.2020):
```
 git clone https://github.com/RasaHQ/rasa
```
PyPi (📥 18K / month · 📦 32 · ⏱️ 18.12.2019):
```
 pip install rasa
```

AllenNLP (🥇30 · ⭐ 7.9K) - An open-source NLP research library, built on PyTorch. Apache-2

GitHub (👨‍💻 190 · 🔀 1.7K · 📦 620 · 📋 1.7K - 9% open · ⏱️ 22.01.2020):
```
 git clone https://github.com/allenai/allennlp
```
PyPi (📥 14K / month · 📦 120 · ⏱️ 25.09.2019):
```
 pip install allennlp
```

fastText (🥈29 · ⭐ 20K) - Library for fast text representation and classification. MIT

GitHub (👨‍💻 52 · 🔀 3.9K · 📦 590 · 📋 860 - 35% open · ⏱️ 03.01.2020):
```
 git clone https://github.com/facebookresearch/fastText
```
PyPi (📥 98K / month · 📦 190 · ⏱️ 27.06.2019):
```
 pip install fasttext
```

TextBlob (🥈29 · ⭐ 6.8K) - Simple, Pythonic, text processing--Sentiment analysis, part-of-speech tagging, noun.. MIT

GitHub (👨‍💻 31 · 🔀 870 · 📥 72 · 📦 5.2K · 📋 200 - 27% open · ⏱️ 15.01.2020):
```
 git clone https://github.com/sloria/TextBlob
```
PyPi (📥 130K / month · 📦 1.9K · ⏱️ 24.02.2019):
```
 pip install textblob
```

sentencepiece (🥈29 · ⭐ 3.5K) - Unsupervised text tokenizer for Neural Network-based text generation. Apache-2

GitHub (👨‍💻 33 · 🔀 420 · 📥 3.5K · 📦 980 · 📋 260 - 16% open · ⏱️ 15.12.2019):
```
 git clone https://github.com/google/sentencepiece
```
PyPi (📥 260K / month · 📦 120 · ⏱️ 15.12.2019):
```
 pip install sentencepiece
```

flair (🥈28 · ⭐ 8K) - A very simple framework for state-of-the-art Natural Language Processing (NLP). MIT

GitHub (👨‍💻 98 · 🔀 940 · 📦 230 · 📋 940 - 40% open · ⏱️ 23.01.2020):
```
 git clone https://github.com/flairNLP/flair
```
PyPi (📥 10K / month · 📦 24 · ⏱️ 30.05.2019):
```
 pip install flair
```

fairseq (🥈28 · ⭐ 6.8K) - Facebook AI Research Sequence-to-Sequence Toolkit written in Python. MIT

GitHub (👨‍💻 180 · 🔀 1.6K · 📦 49 · 📋 1.1K - 9% open · ⏱️ 23.01.2020):
```
 git clone https://github.com/pytorch/fairseq
```
PyPi (📥 5K / month · 📦 20 · ⏱️ 04.12.2019):
```
 pip install fairseq
```

torchtext (🥈28 · ⭐ 2.1K) - Data loaders and abstractions for text and NLP. BSD-3

GitHub (👨‍💻 81 · 🔀 490 · 📦 1.5K · 📋 400 - 39% open · ⏱️ 21.01.2020):
```
 git clone https://github.com/pytorch/text
```
PyPi (📥 31K / month · 📦 680 · ⏱️ 15.01.2020):
```
 pip install torchtext
```

textacy (🥈28 · ⭐ 1.4K) - NLP, before and after spaCy. Apache-2

GitHub (👨‍💻 26 · 🔀 190 · 📦 330 · 📋 210 - 16% open · ⏱️ 03.09.2019):
```
 git clone https://github.com/chartbeat-labs/textacy
```
PyPi (📥 11K / month · 📦 56 · ⏱️ 03.09.2019):
```
 pip install textacy
```

inflect (🥈28 · ⭐ 370) - Correctly generate plurals, ordinals, indefinite articles; convert numbers to words. MIT

GitHub (👨‍💻 22 · 🔀 54 · 📋 52 - 28% open · ⏱️ 23.01.2020):
```
 git clone https://github.com/jazzband/inflect
```
PyPi (📥 530K / month · 📦 1.4K · ⏱️ 21.12.2019):
```
 pip install inflect
```

OpenNMT (🥈27 · ⭐ 3.8K) - Open Source Neural Machine Translation in PyTorch. MIT

GitHub (👨‍💻 150 · 🔀 1.4K · 📦 15 · 📋 1K - 5% open · ⏱️ 16.01.2020):
```
 git clone https://github.com/OpenNMT/OpenNMT-py
```
PyPi (📥 1.4K / month · 📦 2 · ⏱️ 13.12.2019):
```
 pip install OpenNMT-py
```

Dedupe (🥈27 · ⭐ 2.5K) - A python library for accurate and scalable fuzzy matching, record deduplication and.. MIT

GitHub (👨‍💻 52 · 🔀 360 · 📥 20 · 📦 130 · 📋 560 - 8% open · ⏱️ 12.01.2020):
```
 git clone https://github.com/dedupeio/dedupe
```
PyPi (📥 30K / month · 📦 78 · ⏱️ 27.07.2019):
```
 pip install dedupe
```

phonenumbers (🥈27 · ⭐ 2.4K) - Python port of Google's libphonenumber. Apache-2

GitHub (👨‍💻 20 · 🔀 290 · 📋 100 - 3% open · ⏱️ 16.01.2020):
```
 git clone https://github.com/daviddrysdale/python-phonenumbers
```
PyPi (📥 690K / month · 📦 2.3K · ⏱️ 16.01.2020):
```
 pip install phonenumbers
```

DeepPavlov (🥈26 · ⭐ 3.9K) - An open source library for deep learning end-to-end dialog systems and.. Apache-2

GitHub (👨‍💻 44 · 🔀 700 · 📦 72 · 📋 380 - 23% open · ⏱️ 29.11.2019):
```
 git clone https://github.com/deepmipt/DeepPavlov
```
PyPi (📥 3K / month · 📦 4 · ⏱️ 28.11.2019):
```
 pip install deeppavlov
```

ftfy (🥈26 · ⭐ 2.6K) - Fixes mojibake and other glitches in Unicode text, after the fact. MIT

GitHub (👨‍💻 16 · 🔀 83 · 📦 1.5K · 📋 78 - 7% open · ⏱️ 18.12.2019):
```
 git clone https://github.com/LuminosoInsight/python-ftfy
```
PyPi (📥 180K / month · 📦 630 · ⏱️ 07.08.2019):
```
 pip install ftfy
```

GluonNLP (🥈26 · ⭐ 1.9K) - Toolkit that enables easy text preprocessing, datasets loading and neural.. Apache-2

GitHub (👨‍💻 60 · 🔀 440 · 📦 77 · 📋 420 - 48% open · ⏱️ 14.01.2020):
```
 git clone https://github.com/dmlc/gluon-nlp
```
PyPi (📥 20K / month · 📦 11 · ⏱️ 15.01.2020):
```
 pip install gluonnlp
```

jellyfish (🥈26 · ⭐ 1.2K) - a python library for doing approximate and phonetic matching of strings. BSD-2

GitHub (👨‍💻 18 · 🔀 110 · 📦 1.1K · 📋 96 - 22% open · ⏱️ 09.01.2020):
```
 git clone https://github.com/jamesturk/jellyfish
```
PyPi (📥 290K / month · 📦 530 · ⏱️ 10.01.2019):
```
 pip install jellyfish
```

Sumy (🥈25 · ⭐ 2.2K) - Module for automatic summarization of text documents and HTML pages. Apache-2

GitHub (👨‍💻 19 · 🔀 380 · 📦 350 · 📋 81 - 14% open · ⏱️ 28.12.2019):
```
 git clone https://github.com/miso-belica/sumy
```
PyPi (📥 9.4K / month · 📦 180 · ⏱️ 19.05.2019):
```
 pip install sumy
```

CLTK (🥈25 · ⭐ 570) - The Classical Language Toolkit. MIT

GitHub (👨‍💻 98 · 🔀 280 · 📥 5 · 📦 96 · 📋 440 - 23% open · ⏱️ 17.11.2019):
```
 git clone https://github.com/cltk/cltk
```
PyPi (📥 1.8K / month · 📦 68 · ⏱️ 16.11.2019):
```
 pip install cltk
```

stanfordnlp (🥉24 · ⭐ 2.7K) - Official Stanford NLP Python Library for Many Human Languages. Apache-2

GitHub (👨‍💻 18 · 🔀 360 · 📦 120 · 📋 160 - 19% open · ⏱️ 23.10.2019):
```
 git clone https://github.com/stanfordnlp/stanfordnlp
```
PyPi (📥 13K / month · 📦 10 · ⏱️ 16.05.2019):
```
 pip install stanfordnlp
```

pytorch-nlp (🥉24 · ⭐ 1.6K) - Basic Utilities for PyTorch Natural Language Processing (NLP). BSD-3

GitHub (👨‍💻 14 · 🔀 180 · 📦 45 · 📋 52 - 19% open · ⏱️ 31.12.2019):
```
 git clone https://github.com/PetrochukM/PyTorch-NLP
```
PyPi (📥 3.3K / month · 📦 5 · ⏱️ 04.11.2019):
```
 pip install pytorch-nlp
```

TextDistance (🥉24 · ⭐ 1.6K) - Compute distance between sequences. 30+ algorithms, pure python implementation,.. MIT

GitHub (👨‍💻 6 · 🔀 130 · 📥 33 · 📦 92 · 📋 36 - 33% open · ⏱️ 14.11.2019):
```
 git clone https://github.com/life4/textdistance
```
PyPi (📥 66K / month · 📦 14 · ⏱️ 06.08.2019):
```
 pip install textdistance
```

pyahocorasick (🥉24 · ⭐ 430) - Python module (C extension and plain python) implementing Aho-Corasick.. BSD-3

GitHub (👨‍💻 17 · 🔀 63 · 📦 180 · 📋 84 - 25% open · ⏱️ 13.12.2019):
```
 git clone https://github.com/WojciechMula/pyahocorasick
```
PyPi (📥 84K / month · 📦 64 · ⏱️ 14.01.2019):
```
 pip install pyahocorasick
```

PyText (🥉23 · ⭐ 5.7K) - A natural language modeling framework based on PyTorch. BSD-3

GitHub (👨‍💻 94 · 🔀 670 · 📥 82 · 📦 15 · 📋 170 - 59% open · ⏱️ 21.01.2020):
```
 git clone https://github.com/facebookresearch/pytext
```
PyPi (📥 780 / month · 📦 1 · ⏱️ 05.12.2019):
```
 pip install pytext-nlp
```

Snips NLU (🥉23 · ⭐ 3.1K) - Snips Python library to extract meaning from text. Apache-2

GitHub (👨‍💻 17 · 🔀 360 · 📋 230 - 17% open · ⏱️ 15.01.2020):
```
 git clone https://github.com/snipsco/snips-nlu
```
PyPi (📥 4.5K / month · 📦 8 · ⏱️ 15.01.2020):
```
 pip install snips-nlu
```

MatchZoo (🥉23 · ⭐ 2.9K) - Facilitating the design, comparison and sharing of deep text matching models. Apache-2

GitHub (👨‍💻 35 · 🔀 760 · 📦 4 · 📋 430 - 6% open · ⏱️ 24.10.2019):
```
 git clone https://github.com/NTMC-Community/MatchZoo
```
PyPi (📥 520 / month · ⏱️ 24.10.2019):
```
 pip install matchzoo
```

Texar (🥉23 · ⭐ 1.8K) - Toolkit for Machine Learning, Natural Language Processing, and Text.. Apache-2

GitHub (👨‍💻 38 · 🔀 280 · 📦 4 · 📋 140 - 13% open · ⏱️ 02.01.2020):
```
 git clone https://github.com/asyml/texar
```
PyPi (📥 280 / month · 📦 2 · ⏱️ 19.11.2019):
```
 pip install texar
```

TensorFlow Text (🥉23 · ⭐ 530) - Making text a first-class citizen in TensorFlow. Apache-2

GitHub (👨‍💻 19 · 🔀 51 · 📦 32 · 📋 48 - 37% open · ⏱️ 21.01.2020):
```
 git clone https://github.com/tensorflow/text
```
PyPi (📥 64K / month · 📦 2 · ⏱️ 17.12.2019):
```
 pip install tensorflow-text
```

NLP Architect (🥉22 · ⭐ 2.3K) - A model library for exploring state-of-the-art deep learning topologies.. Apache-2

GitHub (👨‍💻 31 · 🔀 350 · 📦 1 · 📋 79 - 37% open · ⏱️ 22.01.2020):
```
 git clone https://github.com/NervanaSystems/nlp-architect
```
PyPi (📥 1.9K / month · ⏱️ 09.01.2020):
```
 pip install nlp-architect
```

Tokenizers (🥉22 · ⭐ 1.8K · 🐣) - Fast State-of-the-Art Tokenizers optimized for Research and Production. Apache-2

GitHub (👨‍💻 12 · 🔀 87 · 📦 15 · 📋 49 - 53% open · ⏱️ 22.01.2020):
```
 git clone https://github.com/huggingface/tokenizers
```
PyPi (📥 18K / month · ⏱️ 22.01.2020):
```
 pip install tokenizers
```

anaGo (🥉22 · ⭐ 1.3K) - Bidirectional LSTM-CRF and ELMo for Named-Entity Recognition, Part-of-Speech.. MIT

GitHub (👨‍💻 11 · 🔀 330 · 📦 19 · 📋 100 - 31% open · ⏱️ 23.10.2019):
```
 git clone https://github.com/Hironsan/anago
```
PyPi (📥 3.7K / month · ⏱️ 17.07.2018):
```
 pip install anago
```

PyTextRank (🥉22 · ⭐ 1.1K) - Python implementation of TextRank for phrase extraction and summarization of text.. MIT

GitHub (👨‍💻 7 · 🔀 240 · 📦 29 · 📋 33 - 21% open · ⏱️ 20.12.2019):
```
 git clone https://github.com/DerwenAI/pytextrank
```
PyPi (📥 2.5K / month · 📦 6 · ⏱️ 05.11.2019):
```
 pip install pytextrank
```

Kashgari (🥉21 · ⭐ 1.4K) - Kashgari is a Production-ready NLP Transfer learning framework for text-.. Apache-2

GitHub (👨‍💻 16 · 🔀 280 · 📦 5 · 📋 240 - 8% open · ⏱️ 27.12.2019):
```
 git clone https://github.com/BrikerMan/Kashgari
```
PyPi (📥 440 / month · 📦 1 · ⏱️ 26.06.2019):
```
 pip install kashgari-tf
```

scattertext (🥉21 · ⭐ 1.2K) - Beautiful visualizations of how language differs among document types. Apache-2

GitHub (👨‍💻 7 · 🔀 140 · 📦 58 · 📋 44 - 31% open · ⏱️ 05.01.2020):
```
 git clone https://github.com/JasonKessler/scattertext
```
PyPi (📥 1.4K / month · 📦 8 · ⏱️ 04.12.2019):
```
 pip install scattertext
```

spacy-transformers (🥉21 · ⭐ 580 · 🐣) - spaCy pipelines for pre-trained BERT, XLNet and GPT-2. MIT

GitHub (👨‍💻 13 · 🔀 60 · 📦 10 · 📋 100 - 35% open · ⏱️ 24.12.2019):
```
 git clone https://github.com/explosion/spacy-transformers
```
PyPi (📥 3.7K / month · 📦 1 · ⏱️ 28.10.2019):
```
 pip install spacy-transformers
```

DeepMatcher (🥉20 · ⭐ 2.7K) - Python package for performing Entity and Text Matching using Deep Learning. BSD-3

GitHub (👨‍💻 4 · 🔀 1K · 📦 2 · 📋 46 - 82% open · ⏱️ 30.12.2019):
```
 git clone https://github.com/anhaidgroup/deepmatcher
```
PyPi (📥 230 / month · ⏱️ 30.12.2019):
```
 pip install deepmatcher
```

DELTA (🥉20 · ⭐ 1.1K) - DELTA is a deep learning based natural language and speech processing platform. Apache-2

GitHub (👨‍💻 33 · 🔀 210 · 📋 57 - 12% open · ⏱️ 23.12.2019):
```
 git clone https://github.com/didi/delta
```
Dockerhub (📥 8.7K · ⏱️ 22.01.2020):
```
 docker pull zh794390558/delta
```

Sockeye (🥉20 · ⭐ 900) - Sequence-to-sequence framework with a focus on Neural Machine Translation.. Apache-2

GitHub (👨‍💻 41 · 🔀 250 · 📋 190 - 8% open · ⏱️ 16.01.2020):
```
 git clone https://github.com/awslabs/sockeye
```
PyPi (📥 520 / month · 📦 2 · ⏱️ 07.05.2019):
```
 pip install sockeye
```

finetune (🥉20 · ⭐ 590) - Scikit-learn style model finetuning for NLP. MPL-2.0

GitHub (👨‍💻 15 · 🔀 61 · 📦 4 · 📋 120 - 6% open · ⏱️ 22.01.2020):
```
 git clone https://github.com/IndicoDataSolutions/finetune
```
PyPi (📥 350 / month · 📦 2 · ⏱️ 10.01.2020):
```
 pip install finetune
```

YouTokenToMe (🥉20 · ⭐ 490) - Unsupervised text tokenizer focused on computational efficiency. MIT

GitHub (👨‍💻 6 · 🔀 29 · 📦 11 · 📋 24 - 41% open · ⏱️ 20.01.2020):
```
 git clone https://github.com/vkcom/youtokentome
```
PyPi (📥 2.3K / month · 📦 5 · ⏱️ 20.11.2019):
```
 pip install youtokentome
```

fast-bert (🥉19 · ⭐ 930) - Super easy library for BERT based NLP models. Apache-2

GitHub (👨‍💻 19 · 🔀 170 · 📋 140 - 53% open · ⏱️ 16.01.2020):
```
 git clone https://github.com/kaushaltrivedi/fast-bert
```
PyPi (📥 1.4K / month · 📦 2 · ⏱️ 14.01.2020):
```
 pip install fast-bert
```

textpipe (🥉19 · ⭐ 180) - Textpipe: clean and extract metadata from text. MIT

GitHub (👨‍💻 24 · 🔀 13 · 📦 3 · 📋 45 - 51% open · ⏱️ 03.01.2020):
```
 git clone https://github.com/textpipe/textpipe
```
PyPi (📥 340 / month · 📦 1 · ⏱️ 12.12.2019):
```
 pip install textpipe
```

NeuroNER (🥉18 · ⭐ 1.4K) - Named-entity recognition using neural networks. Easy-to-use and state-of-the-art.. MIT

GitHub (👨‍💻 7 · 🔀 410 · 📦 3 · 📋 140 - 57% open · ⏱️ 02.10.2019):
```
 git clone https://github.com/Franck-Dernoncourt/NeuroNER
```
PyPi (📥 110 / month · ⏱️ 02.10.2019):
```
 pip install pyneuroner
```

NeMo (🥉18 · ⭐ 1K · 🐣) - Neural Modules: a toolkit for conversational AI. Apache-2

GitHub (👨‍💻 33 · 🔀 110 · 📋 65 - 41% open · ⏱️ 23.01.2020):
```
 git clone https://github.com/NVIDIA/NeMo
```
PyPi (📥 440 / month · 📦 2 · ⏱️ 15.11.2019):
```
 pip install nemo-toolkit
```

FARM (🥉18 · ⭐ 510 · 🐣) - Fast & easy transfer learning for NLP. Harvesting language models for the.. Apache-2

GitHub (👨‍💻 13 · 🔀 55 · 📋 77 - 15% open · ⏱️ 23.01.2020):
```
 git clone https://github.com/deepset-ai/FARM
```
PyPi (📥 200 / month · 📦 1 · ⏱️ 28.11.2019):
```
 pip install farm
```

ParlAI (🥉17 · ⭐ 5.2K) - A framework for training and evaluating AI models on a variety of openly available.. MIT

GitHub (👨‍💻 100 · 🔀 980 · 📋 580 - 19% open · ⏱️ 23.01.2020):
```
 git clone https://github.com/facebookresearch/ParlAI
```

Headliner (🥉17 · ⭐ 160 · 🐣) - Easy training and deployment of seq2seq models. MIT

GitHub (👨‍💻 2 · 🔀 26 · 📦 2 · 📋 12 - 8% open · ⏱️ 23.01.2020):
```
 git clone https://github.com/as-ideas/headliner
```
PyPi (📥 550 / month · 📦 1 · ⏱️ 23.01.2020):
```
 pip install headliner
```

Translate (🥉15 · ⭐ 570) - Translate - a PyTorch Language Library. BSD-3

GitHub (👨‍💻 70 · 🔀 120 · 📋 66 - 72% open · ⏱️ 22.01.2020):
```
 git clone https://github.com/pytorch/translate
```
PyPi (📥 21 / month · ⏱️ 01.05.2018):
```
 pip install pytorch-translate
```

TransferNLP (🥉15 · ⭐ 280) - NLP library designed for reproducible experimentation management. MIT

GitHub (👨‍💻 6 · 🔀 16 · 📋 22 - 13% open · ⏱️ 27.11.2019):
```
 git clone https://github.com/feedly/transfer-nlp
```
PyPi (📥 38 / month · ⏱️ 25.06.2019):
```
 pip install transfer-nlp
```

Show 8 hidden projects...

gensim (🥇34 · ⭐ 10K) - Topic Modelling for Humans. ❗️LGPL-2.1

GitHub (👨‍💻 360 · 🔀 3.6K · 📥 1.7K · 📦 11K · 📋 1.4K - 18% open · ⏱️ 23.01.2020):
```
 git clone https://github.com/RaRe-Technologies/gensim
```
PyPi (📥 1.4M / month · 📦 3.7K · ⏱️ 09.07.2019):
```
 pip install gensim
```

fuzzywuzzy (🥈29 · ⭐ 6.4K) - Fuzzy String Matching in Python. ❗️GPL-2.0

GitHub (👨‍💻 66 · 🔀 680 · 📦 4.5K · 📋 150 - 42% open · ⏱️ 12.11.2019):
```
 git clone https://github.com/seatgeek/fuzzywuzzy
```
PyPi (📥 1.1M / month · 📦 3.1K · ⏱️ 20.08.2018):
```
 pip install fuzzywuzzy
```

langid (🥈26 · ⭐ 1.5K · 💀) - Stand-alone language identification system. BSD-3

GitHub (👨‍💻 9 · 🔀 250 · 📦 340 · 📋 65 - 35% open · ⏱️ 15.07.2017):
```
 git clone https://github.com/saffsd/langid.py
```
PyPi (📥 61K / month · 📦 250 · ⏱️ 05.04.2016):
```
 pip install langid
```

polyglot (🥈25 · ⭐ 1.5K) - Multilingual text (NLP) processing toolkit. ❗️GPL-3.0

GitHub (👨‍💻 26 · 🔀 260 · 📦 250 · 📋 170 - 64% open · ⏱️ 04.10.2019):
```
 git clone https://github.com/aboSamoor/polyglot
```
PyPi (📥 22K / month · 📦 57 · ⏱️ 03.07.2016):
```
 pip install polyglot
```

flashtext (🥉22 · ⭐ 4.1K · 💀) - Extract Keywords from sentence or Replace keywords in sentences. MIT

GitHub (👨‍💻 6 · 🔀 470 · 📦 130 · 📋 85 - 60% open · ⏱️ 09.11.2018):
```
 git clone https://github.com/vi3k6i5/flashtext
```
PyPi (📥 37K / month · 📦 32 · ⏱️ 16.02.2018):
```
 pip install flashtext
```

stop-words (🥉20 · ⭐ 100 · 💀) - Get list of common stop words in various languages in Python. BSD-3

GitHub (👨‍💻 8 · 🔀 18 · 📦 660 · 📋 12 - 25% open · ⏱️ 23.07.2018):
```
 git clone https://github.com/Alir3z4/python-stop-words
```
PyPi (📥 57K / month · 📦 200 · ⏱️ 23.07.2018):
```
 pip install stop-words
```

pyfasttext (🥉19 · ⭐ 230 · 💀) - Yet another Python binding for fastText. ❗️GPL-3.0

GitHub (👨‍💻 4 · 🔀 28 · 📥 210 · 📦 74 · 📋 47 - 40% open · ⏱️ 08.12.2018):
```
 git clone https://github.com/vrasneur/pyfasttext
```
PyPi (📥 1.8K / month · 📦 5 · ⏱️ 08.12.2018):
```
 pip install pyfasttext
```

pySBD (🥉18 · ⭐ 94) - pySBD (Python Sentence Boundary Disambiguation) is a rule-based sentence boundary.. MIT

GitHub (👨‍💻 3 · 🔀 10 · 📦 7 · 📋 35 - 20% open · ⏱️ 13.11.2019):
```
 git clone https://github.com/nipunsadvilkar/pySBD
```
PyPi (📥 3.4K / month · 📦 2 · ⏱️ 13.11.2019):
```
 pip install pysbd
```

Image Data

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

scikit-image (🥇36 · ⭐ 3.5K) - Image processing in Python. BSD-2

GitHub (👨‍💻 410 · 🔀 1.4K · 📦 32K · 📋 1.8K - 32% open · ⏱️ 23.01.2020):
```
 git clone https://github.com/scikit-image/scikit-image
```
PyPi (📥 1.3M / month · 📦 14K · ⏱️ 22.10.2019):
```
 pip install scikit-image
```

torchvision (🥇33 · ⭐ 5.4K) - Datasets, Transforms and Models specific to Computer Vision. BSD-3

GitHub (👨‍💻 240 · 🔀 2.6K · 📦 15K · 📋 860 - 30% open · ⏱️ 22.01.2020):
```
 git clone https://github.com/pytorch/vision
```
PyPi (📥 370K / month · 📦 4.6K · ⏱️ 15.01.2020):
```
 pip install torchvision
```

imgaug (🥇31 · ⭐ 8K) - Image augmentation for machine learning experiments. MIT

GitHub (👨‍💻 35 · 🔀 1.6K · 📦 2.3K · 📋 330 - 51% open · ⏱️ 18.01.2020):
```
 git clone https://github.com/aleju/imgaug
```
PyPi (📥 74K / month · 📦 280 · ⏱️ 24.09.2019):
```
 pip install imgaug
```

Tesseract (🥈30 · ⭐ 2.6K) - Python-tesseract is an optical character recognition (OCR) tool for python. Apache-2

GitHub (👨‍💻 31 · 🔀 390 · 📦 3.9K · 📋 180 - 3% open · ⏱️ 07.01.2020):
```
 git clone https://github.com/madmaze/pytesseract
```
PyPi (📥 230K / month · 📦 1.4K · ⏱️ 20.12.2019):
```
 pip install pytesseract
```

Conda:

 conda install -c conda-forge pytesseract

opencv-python (🥈30 · ⭐ 1.1K) - Automated CI toolchain to produce precompiled opencv-python, opencv-python-.. MIT

GitHub (👨‍💻 21 · 🔀 200 · 📋 240 - 7% open · ⏱️ 09.01.2020):
```
 git clone https://github.com/skvark/opencv-python
```
PyPi (📥 1.7M / month · 📦 13K · ⏱️ 21.11.2019):
```
 pip install opencv-python
```

imageio (🥈30 · ⭐ 680) - Python library for reading and writing image data. BSD-2

GitHub (👨‍💻 62 · 🔀 130 · 📦 16K · 📋 280 - 22% open · ⏱️ 13.01.2020):
```
 git clone https://github.com/imageio/imageio
```
PyPi (📥 1.7M / month · 📦 2.2K · ⏱️ 07.10.2019):
```
 pip install imageio
```

Face Recognition (🥈29 · ⭐ 31K) - The world's simplest facial recognition api for Python and the command.. MIT

GitHub (👨‍💻 32 · 🔀 8.7K · 📥 410 · 📋 910 - 46% open · ⏱️ 18.12.2019):
```
 git clone https://github.com/ageitgey/face_recognition
```
PyPi (📥 38K / month · 📦 410 · ⏱️ 21.08.2018):
```
 pip install face_recognition
```

MoviePy (🥈29 · ⭐ 6.2K) - Video editing with Python. MIT

GitHub (👨‍💻 100 · 🔀 820 · 📦 2.6K · 📋 750 - 49% open · ⏱️ 22.11.2019):
```
 git clone https://github.com/Zulko/moviepy
```
PyPi (📥 98K / month · 📦 900 · ⏱️ 01.10.2019):
```
 pip install moviepy
```

imutils (🥈28 · ⭐ 2.7K) - A series of convenience functions to make basic image processing operations such as.. MIT

GitHub (👨‍💻 19 · 🔀 650 · 📦 4.7K · 📋 140 - 52% open · ⏱️ 18.08.2019):
```
 git clone https://github.com/jrosebr1/imutils
```
PyPi (📥 130K / month · 📦 1.1K · ⏱️ 18.08.2019):
```
 pip install imutils
```

imageai (🥈27 · ⭐ 4.4K) - A python library built to empower developers to build applications and systems with.. MIT

GitHub (👨‍💻 13 · 🔀 1.2K · 📥 360K · 📦 200 · 📋 420 - 22% open · ⏱️ 14.01.2020):
```
 git clone https://github.com/OlafenwaMoses/ImageAI
```
PyPi (📥 9K / month · 📦 12 · ⏱️ 13.09.2019):
```
 pip install imageai
```

Albumentations (🥈27 · ⭐ 4.3K) - fast image augmentation library and easy to use wrapper around other.. MIT

GitHub (👨‍💻 51 · 🔀 560 · 📦 480 · 📋 200 - 32% open · ⏱️ 14.01.2020):
```
 git clone https://github.com/albumentations-team/albumentations
```
PyPi (📥 24K / month · 📦 55 · ⏱️ 15.11.2019):
```
 pip install albumentations
```

Augmentor (🥈26 · ⭐ 3.8K) - Image augmentation library in Python for machine learning. MIT

GitHub (👨‍💻 22 · 🔀 710 · 📦 150 · 📋 170 - 62% open · ⏱️ 17.01.2020):
```
 git clone https://github.com/mdbloice/Augmentor
```
PyPi (📥 3.8K / month · 📦 42 · ⏱️ 17.01.2020):
```
 pip install Augmentor
```

GluonCV (🥈26 · ⭐ 3.4K) - Gluon CV Toolkit. Apache-2

GitHub (👨‍💻 83 · 🔀 790 · 📦 95 · 📋 540 - 50% open · ⏱️ 20.01.2020):
```
 git clone https://github.com/dmlc/gluon-cv
```
PyPi (📥 21K / month · 📦 15 · ⏱️ 23.01.2020):
```
 pip install gluoncv
```

tesserocr (🥈26 · ⭐ 1.1K) - A Python wrapper for the tesseract-ocr API. MIT

GitHub (👨‍💻 21 · 🔀 160 · 📦 270 · 📋 180 - 29% open · ⏱️ 13.01.2020):
```
 git clone https://github.com/sirfz/tesserocr
```
PyPi (📥 26K / month · 📦 46 · ⏱️ 08.11.2019):
```
 pip install tesserocr
```

Conda:

 conda install -c conda-forge tesserocr

Kornia (🥉24 · ⭐ 1.8K) - Open Source Differentiable Computer Vision Library for PyTorch. Apache-2

GitHub (👨‍💻 42 · 🔀 180 · 📋 140 - 35% open · ⏱️ 23.01.2020):
```
 git clone https://github.com/kornia/kornia
```
PyPi (📥 15K / month · ⏱️ 05.10.2019):
```
 pip install kornia
```

ImageHash (🥉24 · ⭐ 1.4K) - A Python Perceptual Image Hashing Module. BSD-2

GitHub (👨‍💻 14 · 🔀 210 · 📦 700 · 📋 65 - 27% open · ⏱️ 04.10.2019):
```
 git clone https://github.com/JohannesBuchner/imagehash
```
PyPi (📥 98K / month · 📦 440 · ⏱️ 07.12.2017):
```
 pip install ImageHash
```

InsightFace (🥉22 · ⭐ 6K) - Face Analysis Project on MXNet. MIT

GitHub (👨‍💻 9 · 🔀 2.1K · 📦 7 · 📋 1K - 44% open · ⏱️ 17.12.2019):
```
 git clone https://github.com/deepinsight/insightface
```
PyPi (📥 730 / month · 📦 1 · ⏱️ 07.09.2019):
```
 pip install insightface
```

Image Deduplicator (🥉22 · ⭐ 2.9K) - Finding duplicate images made easy!. Apache-2

GitHub (👨‍💻 8 · 🔀 220 · 📦 3 · 📋 39 - 17% open · ⏱️ 13.01.2020):
```
 git clone https://github.com/idealo/imagededup
```
PyPi (📥 2.1K / month · 📦 1 · ⏱️ 11.12.2019):
```
 pip install imagededup
```

tensorflow-graphics (🥉22 · ⭐ 2K) - TensorFlow Graphics: Differentiable Graphics Layers for TensorFlow. Apache-2

GitHub (👨‍💻 13 · 🔀 190 · 📦 14 · 📋 53 - 20% open · ⏱️ 20.01.2020):
```
 git clone https://github.com/tensorflow/graphics
```
PyPi (📥 25K / month · 📦 1 · ⏱️ 09.05.2019):
```
 pip install tensorflow-graphics
```

Image Super-Resolution (🥉22 · ⭐ 1.5K) - Super-scale your images and run experiments with Residual.. Apache-2

GitHub (👨‍💻 5 · 🔀 270 · 📦 9 · 📋 87 - 27% open · ⏱️ 08.01.2020):
```
 git clone https://github.com/idealo/image-super-resolution
```
PyPi (📥 1.2K / month · 📦 4 · ⏱️ 08.01.2020):
```
 pip install ISR
```

Dockerhub (📥 61 · ⏱️ 01.04.2019):

 docker pull idealo/image-super-resolution-gpu

Pythia (🥉20 · ⭐ 3K) - A modular framework for vision & language multimodal research from Facebook AI.. BSD-3

GitHub (👨‍💻 21 · 🔀 380 · 📦 3 · 📋 170 - 22% open · ⏱️ 11.12.2019):
```
 git clone https://github.com/facebookresearch/pythia
```

MMDetection (🥉19 · ⭐ 8.2K) - Open MMLab Detection Toolbox and Benchmark. Apache-2

GitHub (👨‍💻 89 · 🔀 2.5K · 📦 3 · 📋 1.6K - 22% open · ⏱️ 22.01.2020):
```
 git clone https://github.com/open-mmlab/mmdetection
```

Face Alignment (🥉19 · ⭐ 3.5K) - 2D and 3D Face alignment library build using pytorch. BSD-3

GitHub (👨‍💻 15 · 🔀 770 · 📋 150 - 19% open · ⏱️ 30.08.2019):
```
 git clone https://github.com/1adrianb/face-alignment
```
PyPi (📥 1.6K / month · 📦 4 · ⏱️ 19.12.2018):
```
 pip install face-alignment
```

Luminoth (🥉19 · ⭐ 2.3K) - UNMAINTAINED. Deep Learning toolkit for Computer Vision. BSD-3

GitHub (👨‍💻 15 · 🔀 380 · 📥 8.7K · 📋 180 - 28% open · ⏱️ 07.01.2020):
```
 git clone https://github.com/tryolabs/luminoth
```
PyPi (📥 710 / month · ⏱️ 09.11.2018):
```
 pip install luminoth
```

detectron2 (🥉16 · ⭐ 7.5K · 🐣) - Detectron2 is FAIR's next-generation research platform for object.. Apache-2

GitHub (👨‍💻 61 · 🔀 1.3K · 📋 640 - 7% open · ⏱️ 22.01.2020):
```
 git clone https://github.com/facebookresearch/detectron2
```

Classy Vision (🥉16 · ⭐ 570 · 🐣) - An end-to-end PyTorch framework for image and video classification. MIT

GitHub (👨‍💻 12 · 🔀 63 · 📋 24 - 70% open · ⏱️ 23.01.2020):
```
 git clone https://github.com/facebookresearch/ClassyVision
```
PyPi (📥 630 / month · ⏱️ 22.01.2020):
```
 pip install classy_vision
```

Conda:

 conda install -c conda-forge classy_vision

keras-ocr (🥉16 · ⭐ 360 · 🐣) - A packaged and flexible version of the CRAFT text detector and Keras CRNN.. MIT

GitHub (👨‍💻 2 · 🔀 48 · 📋 17 - 17% open · ⏱️ 20.01.2020):
```
 git clone https://github.com/faustomorales/keras-ocr
```
PyPi (📥 1.2K / month · 📦 1 · ⏱️ 12.01.2020):
```
 pip install keras-ocr
```

pycls (🥉11 · ⭐ 540) - Codebase for Image Classification Research, written in PyTorch. MIT

GitHub (👨‍💻 5 · 🔀 32 · 📋 4 - 25% open · ⏱️ 13.01.2020):
```
 git clone https://github.com/facebookresearch/pycls
```

PySlowFast (🥉10 · ⭐ 1.9K · 🐣) - PySlowFast: video understanding codebase from FAIR for reproducing.. Apache-2

GitHub (👨‍💻 1 · 🔀 280 · 📋 97 - 29% open · ⏱️ 31.12.2019):
```
 git clone https://github.com/facebookresearch/SlowFast
```

Show 2 hidden projects...

Pillow (🥇37 · ⭐ 7K) - The friendly PIL fork (Python Imaging Library). ❗️PIL

GitHub (👨‍💻 310 · 🔀 1.4K · 📦 200K · 📋 1.8K - 11% open · ⏱️ 21.01.2020):
```
 git clone https://github.com/python-pillow/Pillow
```
PyPi (📥 8.5M / month · 📦 110K · ⏱️ 02.01.2020):
```
 pip install Pillow
```

Pillow-SIMD (🥉25 · ⭐ 1.3K) - The friendly PIL fork. ❗️PIL

GitHub (👨‍💻 310 · 🔀 56 · 📦 190 · 📋 53 - 22% open · ⏱️ 17.01.2020):
```
 git clone https://github.com/uploadcare/pillow-simd
```
PyPi (📥 68K / month · 📦 50 · ⏱️ 17.01.2020):
```
 pip install pillow-simd
```

Graph Data

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

networkx (🥇35 · ⭐ 6.8K) - Official NetworkX source code repository. BSD-3

GitHub (👨‍💻 390 · 🔀 1.7K · 📥 35 · 📦 37K · 📋 2.2K - 12% open · ⏱️ 21.01.2020):
```
 git clone https://github.com/networkx/networkx
```
PyPi (📥 3.7M / month · 📦 20K · ⏱️ 17.10.2019):
```
 pip install networkx
```

PyTorch Geometric (🥇25 · ⭐ 6.4K) - Geometric Deep Learning Extension Library for PyTorch. MIT

GitHub (👨‍💻 69 · 🔀 990 · 📋 790 - 30% open · ⏱️ 17.01.2020):
```
 git clone https://github.com/rusty1s/pytorch_geometric
```
PyPi (📥 4.4K / month · 📦 12 · ⏱️ 29.08.2019):
```
 pip install torch-geometric
```

dgl (🥇24 · ⭐ 3.9K) - Python package built to ease deep learning on graph, on top of existing DL.. Apache-2

GitHub (👨‍💻 48 · 🔀 650 · 📋 440 - 29% open · ⏱️ 20.01.2020):
```
 git clone https://github.com/dmlc/dgl
```
PyPi (📥 3.6K / month · 📦 15 · ⏱️ 22.01.2020):
```
 pip install dgl
```

StellarGraph (🥈23 · ⭐ 910) - StellarGraph - Machine Learning on Graphs. Apache-2

GitHub (👨‍💻 22 · 🔀 120 · 📦 9 · 📋 380 - 29% open · ⏱️ 23.01.2020):
```
 git clone https://github.com/stellargraph/stellargraph
```
PyPi (📥 1.6K / month · 📦 2 · ⏱️ 20.01.2020):
```
 pip install stellargraph
```

Node2Vec (🥈21 · ⭐ 360) - Implementation of the node2vec algorithm. MIT

GitHub (👨‍💻 3 · 🔀 110 · 📦 41 · 📋 29 - 10% open · ⏱️ 13.09.2019):
```
 git clone https://github.com/eliorc/node2vec
```
PyPi (📥 9K / month · 📦 4 · ⏱️ 13.09.2019):
```
 pip install node2vec
```

graph-nets (🥈20 · ⭐ 4.1K) - Build Graph Nets in Tensorflow. Apache-2

GitHub (👨‍💻 8 · 🔀 600 · 📋 85 - 10% open · ⏱️ 12.12.2019):
```
 git clone https://github.com/deepmind/graph_nets
```
PyPi (📥 820 / month · 📦 7 · ⏱️ 04.11.2019):
```
 pip install graph-nets
```

torch-cluster (🥈20 · ⭐ 190) - PyTorch Extension Library of Optimized Graph Cluster Algorithms. MIT

GitHub (👨‍💻 12 · 🔀 35 · 📋 35 - 45% open · ⏱️ 06.01.2020):
```
 git clone https://github.com/rusty1s/pytorch_cluster
```
PyPi (📥 5.6K / month · 📦 4 · ⏱️ 11.08.2019):
```
 pip install torch-cluster
```

PyTorch-BigGraph (🥈19 · ⭐ 2K) - Generate embeddings from large-scale graph-structured data. BSD-3

GitHub (👨‍💻 10 · 🔀 270 · 📥 55 · 📋 82 - 17% open · ⏱️ 09.12.2019):
```
 git clone https://github.com/facebookresearch/PyTorch-BigGraph
```
PyPi (📥 500 / month · ⏱️ 01.05.2019):
```
 pip install torchbiggraph
```

AmpliGraph (🥉18 · ⭐ 1K) - Python library for Representation Learning on Knowledge Graphs.. Apache-2

GitHub (👨‍💻 12 · 🔀 89 · 📦 2 · 📋 140 - 14% open · ⏱️ 22.10.2019):
```
 git clone https://github.com/Accenture/AmpliGraph
```
PyPi (📥 200 / month · ⏱️ 22.10.2019):
```
 pip install ampligraph
```

Spektral (🥉18 · ⭐ 540) - Graph Neural Networks with Keras and Tensorflow. MIT

GitHub (👨‍💻 5 · 🔀 65 · 📦 2 · 📋 24 - 29% open · ⏱️ 13.01.2020):
```
 git clone https://github.com/danielegrattarola/spektral
```
PyPi (📥 290 / month · ⏱️ 06.12.2019):
```
 pip install spektral
```

Euler (🥉17 · ⭐ 2K) - A distributed graph deep learning framework. Apache-2

GitHub (👨‍💻 10 · 🔀 430 · 📋 200 - 64% open · ⏱️ 06.01.2020):
```
 git clone https://github.com/alibaba/euler
```
PyPi (📥 85 / month · ⏱️ 10.04.2019):
```
 pip install euler-gl
```

DeepGraph (🥉15 · ⭐ 210 · 💤) - Analyze Data with Pandas-based Networks. Documentation:. BSD-3

GitHub (👨‍💻 2 · 🔀 28 · 📦 1 · 📋 10 - 70% open · ⏱️ 08.04.2019):
```
 git clone https://github.com/deepgraph/deepgraph
```
PyPi (📥 220 / month · ⏱️ 08.04.2019):
```
 pip install deepgraph
```

Conda:

 conda install -c conda-forge deepgraph

OpenKE (🥉14 · ⭐ 1.6K) - An Open-Source Package for Knowledge Embedding (KE). MIT

GitHub (👨‍💻 10 · 🔀 510 · 📋 210 - 11% open · ⏱️ 04.01.2020):
```
 git clone https://github.com/thunlp/OpenKE
```

OpenNE (🥉14 · ⭐ 1.2K) - An Open-Source Package for Network Embedding (NE). MIT

GitHub (👨‍💻 10 · 🔀 390 · 📋 79 - 56% open · ⏱️ 12.08.2019):
```
 git clone https://github.com/thunlp/OpenNE
```

GraphEmbedding (🥉13 · ⭐ 800) - Implementation and experiments of graph embedding algorithms.deep.. MIT

GitHub (👨‍💻 4 · 🔀 260 · 📦 6 · 📋 23 - 65% open · ⏱️ 03.11.2019):
```
 git clone https://github.com/shenweichen/GraphEmbedding
```

GraphVite (🥉10 · ⭐ 590 · 🐣) - GraphVite: A General and High-performance Graph Embedding System. Apache-2

GitHub (👨‍💻 1 · 🔀 79 · 📋 38 - 26% open · ⏱️ 17.11.2019):
```
 git clone https://github.com/DeepGraphLearning/graphvite
```
Conda:
```
 conda install -c milagraph graphvite
```

Show 5 hidden projects...

igraph (🥇24 · ⭐ 570) - Python interface for igraph. ❗️GPL-2.0

GitHub (👨‍💻 38 · 🔀 140 · 📥 240 · 📦 780 · 📋 230 - 27% open · ⏱️ 22.01.2020):
```
 git clone https://github.com/igraph/python-igraph
```
PyPi (📥 14K / month · 📦 360 · ⏱️ 05.06.2015):
```
 pip install python-igraph
```

DeepWalk (🥈19 · ⭐ 1.7K) - DeepWalk - Deep Learning for Graphs. ❗️GPL-3.0

GitHub (👨‍💻 8 · 🔀 650 · 📦 20 · 📋 90 - 17% open · ⏱️ 12.11.2019):
```
 git clone https://github.com/phanein/deepwalk
```
PyPi (📥 290 / month · 📦 4 · ⏱️ 29.04.2018):
```
 pip install deepwalk
```

PyKEEN (🥉15 · ⭐ 74) - A Python library for learning and evaluating knowledge graph embeddings. MIT

GitHub (👨‍💻 9 · 🔀 13 · 📋 26 - 42% open · ⏱️ 05.09.2019):
```
 git clone https://github.com/SmartDataAnalytics/PyKEEN
```
PyPi (📥 170 / month · ⏱️ 13.08.2019):
```
 pip install pykeen
```

GraphSAGE (🥉14 · ⭐ 1.4K · 💀) - Representation learning on large graphs using stochastic graph convolutions. MIT

GitHub (👨‍💻 9 · 🔀 440 · 📋 100 - 54% open · ⏱️ 19.09.2018):
```
 git clone https://github.com/williamleif/GraphSAGE
```

Karate Club (🥉14 · ⭐ 260 · 🐣) - A general purpose community detection and network embedding library for.. ❗️GPL-3.0

GitHub (👨‍💻 2 · 🔀 22 · ⏱️ 23.01.2020):

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

PyPi (📥 980 / month · ⏱️ 23.01.2020):
```
 pip install karateclub
```

Audio Data

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

librosa (🥇31 · ⭐ 3.3K) - Python library for audio and music analysis. ISC

GitHub (👨‍💻 68 · 🔀 570 · 📦 4.2K · 📋 680 - 7% open · ⏱️ 22.01.2020):
```
 git clone https://github.com/librosa/librosa
```
PyPi (📥 160K / month · 📦 1.8K · ⏱️ 13.01.2020):
```
 pip install librosa
```

DeepSpeech (🥇30 · ⭐ 13K) - A TensorFlow implementation of Baidu's DeepSpeech architecture. MPL-2.0

GitHub (👨‍💻 110 · 🔀 2.4K · 📥 180K · 📦 160 · 📋 1.6K - 4% open · ⏱️ 22.01.2020):
```
 git clone https://github.com/mozilla/DeepSpeech
```
PyPi (📥 8.5K / month · 📦 29 · ⏱️ 10.01.2020):
```
 pip install deepspeech
```

Pydub (🥈29 · ⭐ 4.1K · 💤) - Manipulate audio with a simple and easy high level interface. MIT

GitHub (👨‍💻 69 · 🔀 560 · 📦 2.8K · 📋 320 - 36% open · ⏱️ 18.06.2019):
```
 git clone https://github.com/jiaaro/pydub
```
PyPi (📥 97K / month · 📦 990 · ⏱️ 17.09.2018):
```
 pip install pydub
```

Magenta (🥈28 · ⭐ 15K) - Magenta: Music and Art Generation with Machine Intelligence. Apache-2

GitHub (👨‍💻 120 · 🔀 2.9K · 📦 140 · 📋 660 - 34% open · ⏱️ 22.01.2020):
```
 git clone https://github.com/tensorflow/magenta
```
PyPi (📥 3K / month · 📦 35 · ⏱️ 11.12.2019):
```
 pip install magenta
```

SpeechRecognition (🥈28 · ⭐ 4.5K) - Speech recognition module for Python, supporting several engines and.. BSD-3

GitHub (👨‍💻 41 · 🔀 1.5K · 📦 2.7K · 📋 390 - 34% open · ⏱️ 02.07.2019):
```
 git clone https://github.com/Uberi/speech_recognition
```
PyPi (📥 57K / month · 📦 1.1K · ⏱️ 05.12.2017):
```
 pip install SpeechRecognition
```

spleeter (🥈25 · ⭐ 9.7K · 🐣) - Deezer source separation library including pretrained models. MIT

GitHub (👨‍💻 8 · 🔀 840 · 📥 220K · 📦 30 · 📋 230 - 19% open · ⏱️ 27.12.2019):
```
 git clone https://github.com/deezer/spleeter
```
PyPi (📥 4.6K / month · ⏱️ 27.12.2019):
```
 pip install spleeter
```

pyAudioAnalysis (🥉24 · ⭐ 2.8K) - Python Audio Analysis Library: Feature Extraction, Classification,.. Apache-2

GitHub (👨‍💻 17 · 🔀 790 · 📦 73 · 📋 220 - 66% open · ⏱️ 19.01.2020):
```
 git clone https://github.com/tyiannak/pyAudioAnalysis
```
PyPi (📥 16K / month · 📦 10 · ⏱️ 03.09.2018):
```
 pip install pyAudioAnalysis
```

torchaudio (🥉24 · ⭐ 790) - Data manipulation and transformation for audio signal processing, powered by.. BSD-2

GitHub (👨‍💻 39 · 🔀 160 · 📦 84 · 📋 160 - 38% open · ⏱️ 22.01.2020):
```
 git clone https://github.com/pytorch/audio
```
PyPi (📥 4.2K / month · 📦 9 · ⏱️ 16.01.2020):
```
 pip install torchaudio
```

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

GitHub (👨‍💻 22 · 🔀 240 · 📦 7 · 📋 210 - 0% open · ⏱️ 19.11.2019):
```
 git clone https://github.com/Picovoice/Porcupine
```
PyPi (📥 360 / month · ⏱️ 01.11.2019):
```
 pip install pvporcupine
```

Madmom (🥉21 · ⭐ 540) - Python audio and music signal processing library. BSD-3

GitHub (👨‍💻 18 · 🔀 97 · 📦 72 · 📋 210 - 19% open · ⏱️ 19.12.2019):
```
 git clone https://github.com/CPJKU/madmom
```
PyPi (📥 940 / month · 📦 8 · ⏱️ 14.11.2018):
```
 pip install madmom
```

Dejavu (🥉20 · ⭐ 4.8K · 💤) - Audio fingerprinting and recognition in Python. MIT

GitHub (👨‍💻 20 · 🔀 1K · 📦 13 · 📋 170 - 51% open · ⏱️ 27.05.2019):
```
 git clone https://github.com/worldveil/dejavu
```
PyPi (📥 150 / month · 📦 1 · ⏱️ 19.04.2015):
```
 pip install PyDejavu
```

Show 3 hidden projects...

Essentia (🥉23 · ⭐ 1.4K) - C++ library for audio and music analysis, description and synthesis,.. ❗️AGPL-3.0

GitHub (👨‍💻 63 · 🔀 340 · 📦 54 · 📋 750 - 31% open · ⏱️ 23.01.2020):
```
 git clone https://github.com/MTG/essentia
```
PyPi (📥 6.6K / month · 📦 5 · ⏱️ 23.01.2020):
```
 pip install essentia
```

aubio (🥉20 · ⭐ 1.6K) - a library for audio and music analysis. ❗️GPL-3.0

GitHub (👨‍💻 19 · 🔀 240 · 📦 120 · 📋 230 - 28% open · ⏱️ 17.11.2019):
```
 git clone https://github.com/aubio/aubio
```

Muda (🥉17 · ⭐ 140) - A library for augmenting annotated audio data. ISC

GitHub (👨‍💻 6 · 🔀 24 · 📦 4 · 📋 46 - 4% open · ⏱️ 15.11.2019):
```
 git clone https://github.com/bmcfee/muda
```
PyPi (📥 120 / month · 📦 1 · ⏱️ 15.11.2019):
```
 pip install muda
```

Geospatial Data

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

folium (🥇32 · ⭐ 4.4K) - Python Data. Leaflet.js Maps. MIT

GitHub (👨‍💻 110 · 🔀 1.5K · 📦 3.7K · 📋 690 - 12% open · ⏱️ 05.01.2020):
```
 git clone https://github.com/python-visualization/folium
```
PyPi (📥 220K / month · 📦 960 · ⏱️ 02.12.2019):
```
 pip install folium
```

GeoPandas (🥇32 · ⭐ 1.9K) - Python tools for geographic data. BSD-3

GitHub (👨‍💻 96 · 🔀 430 · 📥 580 · 📦 2.9K · 📋 670 - 36% open · ⏱️ 20.01.2020):
```
 git clone https://github.com/geopandas/geopandas
```
PyPi (📥 500K / month · 📦 1.1K · ⏱️ 18.11.2019):
```
 pip install geopandas
```

geopy (🥈30 · ⭐ 2.7K) - Geocoding library for Python. MIT

GitHub (👨‍💻 110 · 🔀 450 · 📦 7.9K · 📋 190 - 12% open · ⏱️ 22.01.2020):
```
 git clone https://github.com/geopy/geopy
```
PyPi (📥 1.1M / month · 📦 6.6K · ⏱️ 26.03.2019):
```
 pip install geopy
```

Rasterio (🥈30 · ⭐ 1.2K) - Rasterio reads and writes geospatial raster datasets. BSD-3

GitHub (👨‍💻 95 · 🔀 330 · 📥 610 · 📦 1.3K · 📋 1.2K - 11% open · ⏱️ 19.12.2019):
```
 git clone https://github.com/mapbox/rasterio
```
PyPi (📥 60K / month · 📦 850 · ⏱️ 19.12.2019):
```
 pip install rasterio
```

pyproj (🥈29 · ⭐ 430) - Python interface to PROJ (cartographic projections and coordinate transformations.. MIT

GitHub (👨‍💻 30 · 🔀 120 · 📦 4.1K · 📋 270 - 3% open · ⏱️ 23.01.2020):
```
 git clone https://github.com/pyproj4/pyproj
```
PyPi (📥 910K / month · 📦 2.4K · ⏱️ 01.12.2019):
```
 pip install pyproj
```

Fiona (🥈28 · ⭐ 650) - Fiona reads and writes geographic data files. BSD-3

GitHub (👨‍💻 60 · 🔀 140 · 📦 2.3K · 📋 550 - 9% open · ⏱️ 20.01.2020):
```
 git clone https://github.com/Toblerity/Fiona
```
PyPi (📥 570K / month · 📦 1.2K · ⏱️ 05.12.2019):
```
 pip install fiona
```

geojson (🥈28 · ⭐ 500) - Python bindings and utilities for GeoJSON. BSD-3

GitHub (👨‍💻 39 · 🔀 69 · 📦 3K · 📋 61 - 24% open · ⏱️ 06.09.2019):
```
 git clone https://github.com/jazzband/geojson
```
PyPi (📥 520K / month · 📦 1.6K · ⏱️ 09.08.2019):
```
 pip install geojson
```

ipyleaflet (🥉25 · ⭐ 840) - A Jupyter - Leaflet.js bridge. MIT

GitHub (👨‍💻 52 · 🔀 220 · 📦 9 · 📋 220 - 37% open · ⏱️ 17.01.2020):
```
 git clone https://github.com/jupyter-widgets/ipyleaflet
```
PyPi (📥 11K / month · 📦 98 · ⏱️ 17.01.2020):
```
 pip install ipyleaflet
```
NPM (📥 9.4K / month · 📦 1 · ⏱️ 17.01.2020):
```
 npm install jupyter-leaflet
```

PySAL (🥉24 · ⭐ 680) - PySAL: Python Spatial Analysis Library Meta-Package. BSD-3

GitHub (👨‍💻 67 · 🔀 230 · 📋 570 - 9% open · ⏱️ 03.08.2019):
```
 git clone https://github.com/pysal/pysal
```
PyPi (📥 19K / month · 📦 11 · ⏱️ 30.01.2019):
```
 pip install pysal
```

ArcGIS API (🥉23 · ⭐ 650) - Documentation and samples for ArcGIS API for Python. Apache-2

GitHub (👨‍💻 37 · 🔀 470 · 📋 200 - 34% open · ⏱️ 16.01.2020):
```
 git clone https://github.com/Esri/arcgis-python-api
```
PyPi (📥 4.3K / month · 📦 8 · ⏱️ 31.10.2019):
```
 pip install arcgis
```

Dockerhub (📥 2.9K · ⭐ 25 · ⏱️ 02.07.2019):

 docker pull esridocker/arcgis-api-python-notebook

gmaps (🥉22 · ⭐ 620) - Google maps for Jupyter notebooks. BSD-3

GitHub (👨‍💻 16 · 🔀 120 · 📦 1 · 📋 180 - 25% open · ⏱️ 22.07.2019):
```
 git clone https://github.com/pbugnion/gmaps
```
PyPi (📥 12K / month · 📦 18 · ⏱️ 20.07.2019):
```
 pip install gmaps
```
NPM (📥 1.2K / month · ⏱️ 21.07.2019):
```
 npm install jupyter-gmaps
```

Mapbox GL (🥉22 · ⭐ 500) - Use Mapbox GL JS to visualize data in a Python Jupyter notebook. MIT

GitHub (👨‍💻 20 · 🔀 94 · 📦 47 · 📋 95 - 30% open · ⏱️ 03.12.2019):
```
 git clone https://github.com/mapbox/mapboxgl-jupyter
```
PyPi (📥 9.2K / month · 📦 16 · ⏱️ 02.06.2019):
```
 pip install mapboxgl
```

GeoViews (🥉22 · ⭐ 260) - Simple, concise geographical visualization in Python. BSD-3

GitHub (👨‍💻 20 · 🔀 53 · 📦 80 · 📋 210 - 30% open · ⏱️ 16.01.2020):
```
 git clone https://github.com/holoviz/geoviews
```
PyPi (📥 1.2K / month · 📦 10 · ⏱️ 26.11.2019):
```
 pip install geoviews
```
Conda:
```
 conda install -c conda-forge geoviews
```

geoplotlib (🥉20 · ⭐ 810 · 💤) - python toolbox for visualizing geographical data and making maps. MIT

GitHub (👨‍💻 8 · 🔀 120 · 📦 50 · 📋 40 - 57% open · ⏱️ 06.05.2019):
```
 git clone https://github.com/andrea-cuttone/geoplotlib
```
PyPi (📥 720 / month · 📦 9 · ⏱️ 27.07.2016):
```
 pip install geoplotlib
```

Show 6 hidden projects...

Geocoder (🥈29 · ⭐ 1.2K · 💀) - Python Geocoder. MIT

GitHub (👨‍💻 74 · 🔀 230 · 📦 1.9K · 📋 260 - 18% open · ⏱️ 12.10.2018):
```
 git clone https://github.com/DenisCarriere/geocoder
```
PyPi (📥 92K / month · 📦 580 · ⏱️ 04.04.2018):
```
 pip install geocoder
```

Cartopy (🥉27 · ⭐ 1.2K) - Rasterio reads and writes geospatial raster datasets. ❗️LGPL-3.0

GitHub (👨‍💻 95 · 🔀 330 · 📥 610 · 📦 1.3K · 📋 1.2K - 11% open · ⏱️ 19.12.2019):
```
 git clone https://github.com/mapbox/rasterio
```
PyPi (📥 10K / month · 📦 96 · ⏱️ 17.11.2018):
```
 pip install Cartopy
```

Satpy (🥉21 · ⭐ 570) - Python package for earth-observing satellite data processing. ❗️GPL-3.0

GitHub (👨‍💻 90 · 🔀 150 · 📦 20 · 📋 360 - 44% open · ⏱️ 21.01.2020):
```
 git clone https://github.com/pytroll/satpy
```
PyPi (📥 500 / month · 📦 3 · ⏱️ 10.01.2020):
```
 pip install satpy
```

Sentinelsat (🥉20 · ⭐ 390) - Search and download Copernicus Sentinel satellite images. ❗️GPL-3.0

GitHub (👨‍💻 29 · 🔀 140 · 📥 74 · 📦 72 · 📋 190 - 13% open · ⏱️ 11.12.2019):
```
 git clone https://github.com/sentinelsat/sentinelsat
```
PyPi (📥 2.9K / month · 📦 22 · ⏱️ 05.04.2019):
```
 pip install sentinelsat
```

pymap3d (🥉20 · ⭐ 110) - pure-Python (Numpy optional) 3D coordinate conversions for geospace ecef enu eci. BSD-2

GitHub (👨‍💻 7 · 🔀 46 · 📋 19 - 5% open · ⏱️ 29.12.2019):
```
 git clone https://github.com/scivision/pymap3d
```
PyPi (📥 11K / month · 📦 3 · ⏱️ 29.12.2019):
```
 pip install pymap3d
```

EarthPy (🥉19 · ⭐ 130) - A package built to support working with spatial data using open source python. BSD-3

GitHub (👨‍💻 35 · 🔀 61 · 📦 20 · 📋 180 - 5% open · ⏱️ 16.01.2020):
```
 git clone https://github.com/earthlab/earthpy
```
PyPi (📥 870 / month · 📦 2 · ⏱️ 13.11.2019):
```
 pip install earthpy
```
Conda:
```
 conda install -c conda-forge earthpy
```

Financial Data

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

zipline (🥇28 · ⭐ 10K) - Zipline, a Pythonic Algorithmic Trading Library. Apache-2

GitHub (👨‍💻 140 · 🔀 3.1K · 📦 420 · 📋 940 - 37% open · ⏱️ 21.01.2020):
```
 git clone https://github.com/quantopian/zipline
```
PyPi (📥 4.2K / month · 📦 79 · ⏱️ 17.07.2018):
```
 pip install zipline
```

Alpha Vantage (🥇28 · ⭐ 1.9K) - A python wrapper for Alpha Vantage API for financial data. MIT

GitHub (👨‍💻 27 · 🔀 330 · 📋 130 - 2% open · ⏱️ 16.01.2020):
```
 git clone https://github.com/RomelTorres/alpha_vantage
```
PyPi (📥 83K / month · 📦 200 · ⏱️ 26.08.2018):
```
 pip install alpha_vantage
```

pyfolio (🥈25 · ⭐ 2.6K) - Portfolio and risk analytics in Python. Apache-2

GitHub (👨‍💻 52 · 🔀 720 · 📦 96 · 📋 350 - 26% open · ⏱️ 15.01.2020):
```
 git clone https://github.com/quantopian/pyfolio
```
PyPi (📥 3.1K / month · 📦 26 · ⏱️ 15.04.2019):
```
 pip install pyfolio
```

yfinance (🥈25 · ⭐ 860) - Yahoo! Finance market data downloader (+faster Pandas Datareader). Apache-2

GitHub (👨‍💻 12 · 🔀 210 · 📦 230 · 📋 150 - 21% open · ⏱️ 29.12.2019):
```
 git clone https://github.com/ranaroussi/yfinance
```
PyPi (📥 20K / month · 📦 26 · ⏱️ 27.12.2019):
```
 pip install yfinance
```
Conda:
```
 conda install -c ranaroussi yfinance
```

empyrical (🥈24 · ⭐ 470) - Common financial risk and performance metrics. Used by zipline and pyfolio. Apache-2

GitHub (👨‍💻 21 · 🔀 120 · 📦 290 · 📋 49 - 55% open · ⏱️ 30.09.2019):
```
 git clone https://github.com/quantopian/empyrical
```
PyPi (📥 9.2K / month · 📦 190 · ⏱️ 15.08.2019):
```
 pip install empyrical
```

Alphalens (🥈23 · ⭐ 1.2K) - Performance analysis of predictive (alpha) stock factors. Apache-2

GitHub (👨‍💻 20 · 🔀 400 · 📦 170 · 📋 150 - 11% open · ⏱️ 15.01.2020):
```
 git clone https://github.com/quantopian/alphalens
```
PyPi (📥 1.5K / month · 📦 14 · ⏱️ 07.01.2019):
```
 pip install alphalens
```

IB-insync (🥈23 · ⭐ 740) - Python sync/async framework for Interactive Brokers API. BSD-2

GitHub (👨‍💻 21 · 🔀 250 · 📋 180 - 1% open · ⏱️ 16.01.2020):
```
 git clone https://github.com/erdewit/ib_insync
```
PyPi (📥 2.2K / month · 📦 12 · ⏱️ 02.01.2020):
```
 pip install ib_insync
```

bt (🥉21 · ⭐ 700) - bt - flexible backtesting for Python. MIT

GitHub (👨‍💻 13 · 🔀 200 · 📦 28 · 📋 170 - 31% open · ⏱️ 12.10.2019):
```
 git clone https://github.com/pmorissette/bt
```
PyPi (📥 810 / month · 📦 20 · ⏱️ 28.05.2018):
```
 pip install bt
```

ffn (🥉21 · ⭐ 530) - ffn - a financial function library for Python. MIT

GitHub (👨‍💻 21 · 🔀 140 · 📦 56 · 📋 53 - 41% open · ⏱️ 07.10.2019):
```
 git clone https://github.com/pmorissette/ffn
```
PyPi (📥 2.4K / month · 📦 16 · ⏱️ 28.05.2018):
```
 pip install ffn
```

finmarketpy (🥉19 · ⭐ 2.1K) - Python library for backtesting trading strategies & analyzing financial.. Apache-2

GitHub (👨‍💻 12 · 🔀 360 · 📥 31 · 📋 19 - 89% open · ⏱️ 17.12.2019):
```
 git clone https://github.com/cuemacro/finmarketpy
```
PyPi (📥 100 / month · ⏱️ 04.12.2019):
```
 pip install finmarketpy
```

Crypto Signals (🥉19 · ⭐ 1.9K) - Automated Crypto Trading & Technical Analysis (TA) Bot for Bittrex, Binance,.. MIT

GitHub (👨‍💻 25 · 🔀 520 · 📋 200 - 14% open · ⏱️ 29.10.2019):
```
 git clone https://github.com/CryptoSignal/crypto-signal
```
Dockerhub (📥 32K · ⭐ 4 · ⏱️ 29.10.2019):
```
 docker pull shadowreaver/crypto-signal
```

Show 6 hidden projects...

backtrader (🥈24 · ⭐ 3.2K) - Python Backtesting library for trading strategies. ❗️GPL-3.0

GitHub (👨‍💻 39 · 🔀 1K · 📦 170 · ⏱️ 07.01.2020):
```
 git clone https://github.com/mementum/backtrader
```
PyPi (📥 3.8K / month · 📦 35 · ⏱️ 01.05.2019):
```
 pip install backtrader
```

Enigma Catalyst (🥈23 · ⭐ 1.7K · 💀) - An Algorithmic Trading Library for Crypto-Assets in Python. Apache-2

GitHub (👨‍💻 140 · 🔀 490 · 📦 14 · 📋 490 - 26% open · ⏱️ 11.11.2018):
```
 git clone https://github.com/enigmampc/catalyst
```
PyPi (📥 470 / month · ⏱️ 11.11.2018):
```
 pip install enigma-catalyst
```

PyAlgoTrade (🥉22 · ⭐ 2.7K · 💀) - Python Algorithmic Trading Library. Apache-2

GitHub (👨‍💻 11 · 🔀 1.1K · 📦 47 · 📋 110 - 29% open · ⏱️ 21.08.2018):
```
 git clone https://github.com/gbeced/pyalgotrade
```
PyPi (📥 740 / month · 📦 20 · ⏱️ 21.08.2018):
```
 pip install pyalgotrade
```

arch (🥉21 · ⭐ 440) - ARCH models in Python. ❗️NCSA

GitHub (👨‍💻 20 · 🔀 120 · 📦 94 · 📋 110 - 11% open · ⏱️ 06.01.2020):
```
 git clone https://github.com/bashtage/arch
```
PyPi (📥 8.8K / month · 📦 21 · ⏱️ 22.11.2019):
```
 pip install arch
```

FinTA (🥉20 · ⭐ 370) - Common financial technical indicators implemented in Pandas. ❗️LGPL-3.0

GitHub (👨‍💻 11 · 🔀 120 · 📦 12 · 📋 36 - 22% open · ⏱️ 19.01.2020):
```
 git clone https://github.com/peerchemist/finta
```
PyPi (📥 2.8K / month · 📦 2 · ⏱️ 13.01.2020):
```
 pip install finta
```

Backtesting.py (🥉15 · ⭐ 260) - Backtest trading strategies in Python. ❗️AGPL-3.0

GitHub (👨‍💻 3 · 🔀 80 · 📋 32 - 37% open · ⏱️ 03.01.2020):
```
 git clone https://github.com/kernc/backtesting.py
```
PyPi (📥 1.1K / month · ⏱️ 22.07.2017):
```
 pip install backtesting
```

Time Series Data

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

Prophet (🥇28 · ⭐ 10K) - Tool for producing high quality forecasts for time series data that has multiple.. MIT

GitHub (👨‍💻 78 · 🔀 2.6K · 📥 310 · 📋 1.1K - 13% open · ⏱️ 06.11.2019):
```
 git clone https://github.com/facebook/prophet
```
PyPi (📥 440K / month · 📦 75 · ⏱️ 15.05.2019):
```
 pip install fbprophet
```

tsfresh (🥇26 · ⭐ 4.5K) - Automatic extraction of relevant features from time series:. MIT

GitHub (👨‍💻 56 · 🔀 660 · 📋 340 - 12% open · ⏱️ 16.01.2020):
```
 git clone https://github.com/blue-yonder/tsfresh
```
PyPi (📥 120K / month · 📦 31 · ⏱️ 23.11.2019):
```
 pip install tsfresh
```

tslearn (🥈23 · ⭐ 840) - A machine learning toolkit dedicated to time-series data. BSD-2

GitHub (👨‍💻 15 · 🔀 150 · 📦 76 · 📋 130 - 22% open · ⏱️ 11.10.2019):
```
 git clone https://github.com/rtavenar/tslearn
```
PyPi (📥 24K / month · 📦 6 · ⏱️ 02.09.2019):
```
 pip install tslearn
```

Streamz (🥈23 · ⭐ 530) - Real-time stream processing for python. BSD-3

GitHub (👨‍💻 29 · 🔀 84 · 📦 86 · 📋 150 - 44% open · ⏱️ 18.01.2020):
```
 git clone https://github.com/python-streamz/streamz
```
PyPi (📥 3.3K / month · 📦 7 · ⏱️ 14.08.2019):
```
 pip install streamz
```

GluonTS (🥈21 · ⭐ 900) - Probabilistic time series modeling in Python. Apache-2

GitHub (👨‍💻 39 · 🔀 180 · 📋 210 - 32% open · ⏱️ 22.01.2020):
```
 git clone https://github.com/awslabs/gluon-ts
```
PyPi (📥 4.2K / month · ⏱️ 26.11.2019):
```
 pip install gluonts
```

sktime (🥉19 · ⭐ 470) - A scikit-learn compatible Python toolbox for machine learning with time series. BSD-3

GitHub (👨‍💻 18 · 🔀 86 · 📦 9 · 📋 110 - 40% open · ⏱️ 21.01.2020):
```
 git clone https://github.com/alan-turing-institute/sktime
```
PyPi (📥 500 / month · ⏱️ 24.10.2019):
```
 pip install sktime
```

seglearn (🥉19 · ⭐ 290) - Python module for machine learning time series:. BSD-3

GitHub (👨‍💻 13 · 🔀 40 · 📦 3 · 📋 12 - 41% open · ⏱️ 31.12.2019):
```
 git clone https://github.com/dmbee/seglearn
```
PyPi (📥 320 / month · 📦 1 · ⏱️ 10.11.2019):
```
 pip install seglearn
```

tick (🥉19 · ⭐ 260) - Module for statistical learning, with a particular emphasis on time-dependent modelling. BSD-3

GitHub (👨‍💻 14 · 🔀 56 · 📥 59 · 📦 15 · 📋 180 - 19% open · ⏱️ 26.11.2019):
```
 git clone https://github.com/X-DataInitiative/tick
```
PyPi (📥 210 / month · ⏱️ 11.09.2019):
```
 pip install tick
```

STUMPY (🥉18 · ⭐ 1K) - STUMPY is a powerful and scalable Python library that can be used for a variety of.. BSD-3

GitHub (👨‍💻 11 · 🔀 84 · 📋 90 - 25% open · ⏱️ 22.01.2020):
```
 git clone https://github.com/TDAmeritrade/stumpy
```
PyPi (📥 990 / month · ⏱️ 30.12.2019):
```
 pip install stumpy
```

ADTK (🥉17 · ⭐ 360 · 🐣) - A Python toolkit for rule-based/unsupervised anomaly detection in time series. MPL-2.0

GitHub (👨‍💻 7 · 🔀 25 · 📋 21 - 47% open · ⏱️ 18.01.2020):
```
 git clone https://github.com/arundo/adtk
```
PyPi (📥 1.9K / month · ⏱️ 14.01.2020):
```
 pip install adtk
```

Show 2 hidden projects...

PyFlux (🥈21 · ⭐ 1.7K · 💀) - Open source time series library for Python. BSD-3

GitHub (👨‍💻 6 · 🔀 180 · 📦 99 · 📋 140 - 53% open · ⏱️ 16.12.2018):
```
 git clone https://github.com/RJT1990/pyflux
```
PyPi (📥 8K / month · 📦 15 · ⏱️ 21.11.2017):
```
 pip install pyflux
```

luminol (🥈21 · ⭐ 700 · 💀) - Anomaly Detection and Correlation library. Apache-2

GitHub (👨‍💻 8 · 🔀 150 · 📦 24 · 📋 36 - 69% open · ⏱️ 09.01.2018):
```
 git clone https://github.com/linkedin/luminol
```
PyPi (📥 310K / month · 📦 12 · ⏱️ 11.12.2017):
```
 pip install luminol
```

Medical Data

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

MNE (🥇30 · ⭐ 1.2K) - MNE : Magnetoencephalography (MEG) and Electroencephalography (EEG) in Python. BSD-3

GitHub (👨‍💻 210 · 🔀 680 · 📦 390 · 📋 2.8K - 9% open · ⏱️ 23.01.2020):
```
 git clone https://github.com/mne-tools/mne-python
```
PyPi (📥 12K / month · 📦 190 · ⏱️ 18.11.2019):
```
 pip install mne
```

Lifelines (🥇29 · ⭐ 1.2K) - Survival analysis in Python. MIT

GitHub (👨‍💻 72 · 🔀 330 · 📦 220 · 📋 600 - 22% open · ⏱️ 21.01.2020):
```
 git clone https://github.com/CamDavidsonPilon/lifelines
```
PyPi (📥 110K / month · 📦 130 · ⏱️ 21.01.2020):
```
 pip install lifelines
```

NIPYPE (🥇29 · ⭐ 480) - Workflows and interfaces for neuroimaging packages. Apache-2

GitHub (👨‍💻 210 · 🔀 390 · 📦 280 · 📋 1.1K - 25% open · ⏱️ 16.01.2020):
```
 git clone https://github.com/nipy/nipype
```
PyPi (📥 8.1K / month · 📦 190 · ⏱️ 20.12.2019):
```
 pip install nipype
```

DIPY (🥈28 · ⭐ 300) - DIPY is the paragon 3D/4D+ imaging library in Python. Contains generic methods for.. BSD-3

GitHub (👨‍💻 100 · 🔀 270 · 📦 180 · 📋 640 - 21% open · ⏱️ 21.01.2020):
```
 git clone https://github.com/dipy/dipy
```
PyPi (📥 9.3K / month · 📦 94 · ⏱️ 11.01.2020):
```
 pip install dipy
```
Conda:
```
 conda install -c conda-forge dipy
```

NiBabel (🥈28 · ⭐ 300) - Python package to access a cacophony of neuro-imaging file formats. MIT

GitHub (👨‍💻 81 · 🔀 180 · 📦 1.8K · 📋 340 - 28% open · ⏱️ 15.01.2020):
```
 git clone https://github.com/nipy/nibabel
```
PyPi (📥 50K / month · 📦 1.3K · ⏱️ 18.12.2019):
```
 pip install nibabel
```

Nilearn (🥈27 · ⭐ 580) - Machine learning for NeuroImaging in Python. BSD-3

GitHub (👨‍💻 120 · 🔀 320 · 📦 480 · 📋 1.2K - 28% open · ⏱️ 22.01.2020):
```
 git clone https://github.com/nilearn/nilearn
```
PyPi (📥 16K / month · 📦 300 · ⏱️ 22.01.2020):
```
 pip install nilearn
```

NiftyNet (🥈24 · ⭐ 1.1K) - An open-source convolutional neural networks platform for research in.. Apache-2

GitHub (👨‍💻 56 · 🔀 360 · 📦 16 · 📋 310 - 29% open · ⏱️ 17.01.2020):
```
 git clone https://github.com/NifTK/NiftyNet
```
PyPi (📥 310 / month · ⏱️ 10.10.2019):
```
 pip install niftynet
```

Hail (🥉22 · ⭐ 590) - Scalable genomic data analysis. MIT

GitHub (👨‍💻 62 · 🔀 150 · 📋 1.8K - 15% open · ⏱️ 23.01.2020):
```
 git clone https://github.com/hail-is/hail
```
PyPi (📥 1.7K / month · ⏱️ 22.01.2020):
```
 pip install hail
```

DeepVariant (🥉20 · ⭐ 1.9K) - DeepVariant is an analysis pipeline that uses a deep neural network to call.. BSD-3

GitHub (👨‍💻 19 · 🔀 450 · 📥 2.1K · 📋 240 - 2% open · ⏱️ 21.11.2019):
```
 git clone https://github.com/google/deepvariant
```
Conda:
```
 conda install -c bioconda deepvariant
```

Brainiak (🥉19 · ⭐ 160) - Brain Imaging Analysis Kit. Apache-2

GitHub (👨‍💻 27 · 🔀 87 · 📦 10 · 📋 170 - 36% open · ⏱️ 11.12.2019):
```
 git clone https://github.com/brainiak/brainiak
```
PyPi (📥 130 / month · 📦 1 · ⏱️ 27.08.2019):
```
 pip install brainiak
```
Dockerhub (📥 280 · ⭐ 1 · ⏱️ 27.08.2019):
```
 docker pull brainiak/brainiak
```

DLTK (🥉18 · ⭐ 1.1K · 💤) - Deep Learning Toolkit for Medical Image Analysis. Apache-2

GitHub (👨‍💻 9 · 🔀 320 · 📦 7 · 📋 30 - 23% open · ⏱️ 21.01.2019):
```
 git clone https://github.com/DLTK/DLTK
```
PyPi (📥 210 / month · ⏱️ 26.02.2018):
```
 pip install dltk
```

MedicalTorch (🥉15 · ⭐ 580) - A medical imaging framework for Pytorch. Apache-2

GitHub (👨‍💻 7 · 🔀 83 · 📦 6 · 📋 20 - 55% open · ⏱️ 15.08.2019):
```
 git clone https://github.com/perone/medicaltorch
```
PyPi (📥 130 / month · ⏱️ 24.11.2018):
```
 pip install medicaltorch
```

Medical Detection Toolkit (🥉13 · ⭐ 650) - The Medical Detection Toolkit contains 2D + 3D.. Apache-2

GitHub (👨‍💻 3 · 🔀 170 · 📋 90 - 18% open · ⏱️ 19.12.2019):
```
 git clone https://github.com/pfjaeger/medicaldetectiontoolkit
```

MedicalNet (🥉12 · ⭐ 760 · 🐣) - Many studies have shown that the performance on deep learning is significantly.. MIT

GitHub (👨‍💻 1 · 🔀 200 · 📋 41 - 68% open · ⏱️ 07.01.2020):
```
 git clone https://github.com/Tencent/MedicalNet
```

Show 4 hidden projects...

NIPY (🥉20 · ⭐ 260 · 💤) - Neuroimaging in Python FMRI analysis package. ❗️DSDP

GitHub (👨‍💻 63 · 🔀 100 · 📋 130 - 23% open · ⏱️ 10.01.2019):
```
 git clone https://github.com/nipy/nipy
```
PyPi (📥 1.8K / month · 📦 29 · ⏱️ 19.02.2018):
```
 pip install nipy
```

MedPy (🥉19 · ⭐ 230 · 💤) - Medical image processing in Python. ❗️GPL-3.0

GitHub (👨‍💻 13 · 🔀 89 · 📦 96 · 📋 69 - 10% open · ⏱️ 26.02.2019):
```
 git clone https://github.com/loli/medpy
```
PyPi (📥 2.1K / month · 📦 7 · ⏱️ 14.02.2019):
```
 pip install MedPy
```

DeepNeuro (🥉15 · ⭐ 83) - A deep learning python package for neuroimaging data. Made by:. MIT

GitHub (👨‍💻 6 · 🔀 27 · 📦 1 · 📋 40 - 60% open · ⏱️ 30.11.2019):
```
 git clone https://github.com/QTIM-Lab/DeepNeuro
```
PyPi (📥 66 / month · ⏱️ 11.04.2019):
```
 pip install deepneuro
```

Glow (🥉15 · ⭐ 69 · 🐣) - An open-source toolkit for large-scale genomic analysis. Apache-2

GitHub (👨‍💻 7 · 🔀 28 · 📋 26 - 38% open · ⏱️ 22.01.2020):
```
 git clone https://github.com/projectglow/glow
```
PyPi (📥 130 / month · ⏱️ 09.12.2019):
```
 pip install glow.py
```

Data Containers & Structures

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

pandas (🥇41 · ⭐ 23K) - Flexible and powerful data analysis / manipulation library for Python, providing.. BSD-3

GitHub (👨‍💻 2.1K · 🔀 9.1K · 📥 26K · 📦 180K · 📋 17K - 19% open · ⏱️ 23.01.2020):
```
 git clone https://github.com/pandas-dev/pandas
```
PyPi (📥 16M / month · 📦 77K · ⏱️ 01.11.2019):
```
 pip install pandas
```
Conda (⏱️ 16.11.2019):
```
 conda install -c anaconda pandas
```

numpy (🥇41 · ⭐ 13K) - The fundamental package for scientific computing with Python. BSD-3

GitHub (👨‍💻 1K · 🔀 4.2K · 📥 160K · 📦 320K · 📋 8.3K - 24% open · ⏱️ 23.01.2020):
```
 git clone https://github.com/numpy/numpy
```
PyPi (📥 46M / month · 📦 170K · ⏱️ 06.01.2020):
```
 pip install numpy
```
Conda (⏱️ 16.01.2020):
```
 conda install -c anaconda numpy
```

h5py (🥇34 · ⭐ 1.3K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data.. BSD-3

GitHub (👨‍💻 140 · 🔀 340 · 📥 180 · 📦 54K · 📋 960 - 18% open · ⏱️ 20.01.2020):
```
 git clone https://github.com/h5py/h5py
```
PyPi (📥 4.9M / month · 📦 18K · ⏱️ 06.09.2019):
```
 pip install h5py
```

Arrow (🥈32 · ⭐ 5K) - Apache Arrow is a cross-language development platform for in-memory data. It.. Apache-2

GitHub (👨‍💻 420 · 🔀 1.3K · 📦 5 · 📋 510 - 15% open · ⏱️ 23.01.2020):
```
 git clone https://github.com/apache/arrow
```
PyPi (📥 4.9M / month · 📦 800 · ⏱️ 01.11.2019):
```
 pip install pyarrow
```

xarray (🥈31 · ⭐ 1.5K) - N-D labeled arrays and datasets in Python. Apache-2

GitHub (👨‍💻 220 · 🔀 500 · 📋 2.1K - 30% open · ⏱️ 22.01.2020):
```
 git clone https://github.com/pydata/xarray
```
PyPi (📥 140K / month · 📦 1.1K · ⏱️ 19.11.2019):
```
 pip install xarray
```

numexpr (🥈30 · ⭐ 1.2K) - Fast numerical array expression evaluator for Python, NumPy, PyTables, pandas, bcolz.. MIT

GitHub (👨‍💻 51 · 🔀 140 · 📋 290 - 17% open · ⏱️ 15.01.2020):
```
 git clone https://github.com/pydata/numexpr
```
PyPi (📥 630K / month · 📦 5.5K · ⏱️ 14.08.2019):
```
 pip install numexpr
```

TinyDB (🥈29 · ⭐ 3.3K) - TinyDB is a lightweight document oriented database optimized for your happiness :). MIT

GitHub (👨‍💻 55 · 🔀 300 · 📋 190 - 2% open · ⏱️ 02.01.2020):
```
 git clone https://github.com/msiemens/tinydb
```
PyPi (📥 90K / month · 📦 1.1K · ⏱️ 18.12.2019):
```
 pip install tinydb
```

Blaze (🥈29 · ⭐ 2.8K) - NumPy and Pandas interface to Big Data. BSD-3

GitHub (👨‍💻 63 · 🔀 360 · 📦 6.1K · 📋 760 - 33% open · ⏱️ 15.08.2019):
```
 git clone https://github.com/blaze/blaze
```
PyPi (📥 51K / month · 📦 490 · ⏱️ 06.05.2016):
```
 pip install blaze
```

PyTables (🥈29 · ⭐ 910) - A Python package to manage extremely large amounts of data. BSD-2

GitHub (👨‍💻 87 · 🔀 180 · 📥 110 · 📋 570 - 25% open · ⏱️ 21.01.2020):
```
 git clone https://github.com/PyTables/PyTables
```
PyPi (📥 290K / month · 📦 3.2K · ⏱️ 16.10.2019):
```
 pip install tables
```

Bottleneck (🥈28 · ⭐ 440) - Fast NumPy array functions written in C. BSD-2

GitHub (👨‍💻 19 · 🔀 57 · 📦 9K · 📋 180 - 6% open · ⏱️ 20.01.2020):
```
 git clone https://github.com/pydata/bottleneck
```
PyPi (📥 150K / month · 📦 2.8K · ⏱️ 19.11.2019):
```
 pip install Bottleneck
```

datasketch (🥈27 · ⭐ 1.1K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++, LSH.. MIT

GitHub (👨‍💻 13 · 🔀 160 · 📥 5 · 📦 150 · 📋 80 - 8% open · ⏱️ 26.11.2019):
```
 git clone https://github.com/ekzhu/datasketch
```
PyPi (📥 85K / month · 📦 84 · ⏱️ 26.11.2019):
```
 pip install datasketch
```

Modin (🥉26 · ⭐ 4.1K) - Modin: Speed up your Pandas workflows by changing a single line of code. Apache-2

GitHub (👨‍💻 33 · 🔀 270 · 📥 190K · 📦 80 · 📋 450 - 27% open · ⏱️ 22.01.2020):
```
 git clone https://github.com/modin-project/modin
```
PyPi (📥 13K / month · 📦 9 · ⏱️ 22.01.2020):
```
 pip install modin
```

Koalas (🥉26 · ⭐ 1.7K) - Koalas: pandas API on Apache Spark. Apache-2

GitHub (👨‍💻 37 · 🔀 200 · 📥 980 · 📦 18 · 📋 350 - 27% open · ⏱️ 23.01.2020):
```
 git clone https://github.com/databricks/koalas
```
PyPi (📥 400K / month · 📦 1 · ⏱️ 23.01.2020):
```
 pip install koalas
```
Conda:
```
 conda install -c conda-forge koalas
```

zarr (🥉26 · ⭐ 420) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT

GitHub (👨‍💻 25 · 🔀 63 · 📦 180 · 📋 320 - 37% open · ⏱️ 11.01.2020):
```
 git clone https://github.com/zarr-developers/zarr-python
```
PyPi (📥 15K / month · 📦 72 · ⏱️ 11.01.2020):
```
 pip install zarr
```
Conda (⏱️ 07.08.2019):
```
 conda install -c anaconda zarr
```

Vaex (🥉23 · ⭐ 2.7K) - Out-of-Core DataFrames for Python, visualize and explore big tabular data at a billion.. MIT

GitHub (👨‍💻 23 · 🔀 190 · 📥 130 · 📋 290 - 42% open · ⏱️ 22.01.2020):
```
 git clone https://github.com/vaexio/vaex
```
PyPi (📥 1.5K / month · 📦 2 · ⏱️ 21.01.2020):
```
 pip install vaex
```
Conda:
```
 conda install -c conda-forge vaex
```

datatable (🥉23 · ⭐ 750) - data.table for Python. MPL-2.0

GitHub (👨‍💻 23 · 🔀 65 · 📥 160 · 📦 27 · 📋 1K - 10% open · ⏱️ 23.01.2020):
```
 git clone https://github.com/h2oai/datatable
```
PyPi (📥 5.1K / month · 📦 3 · ⏱️ 24.12.2019):
```
 pip install datatable
```

swifter (🥉21 · ⭐ 980) - A package which efficiently applies any function to a pandas dataframe or series in.. MIT

GitHub (👨‍💻 11 · 🔀 44 · 📦 98 · 📋 64 - 9% open · ⏱️ 15.01.2020):
```
 git clone https://github.com/jmcarpenter2/swifter
```
PyPi (📥 24K / month · 📦 16 · ⏱️ 15.01.2020):
```
 pip install swifter
```

pickleDB (🥉21 · ⭐ 440) - pickleDB is an open source key-value store using Python's json module. BSD-3

GitHub (👨‍💻 11 · 🔀 85 · 📦 250 · 📋 53 - 30% open · ⏱️ 15.11.2019):
```
 git clone https://github.com/patx/pickledb
```
PyPi (📥 2.8K / month · 📦 100 · ⏱️ 13.01.2019):
```
 pip install pickledb
```

Pandas Summary (🥉21 · ⭐ 310) - An extension to pandas dataframes describe function. MIT

GitHub (👨‍💻 6 · 🔀 26 · 📦 370 · 📋 13 - 61% open · ⏱️ 24.08.2019):
```
 git clone https://github.com/mouradmourafiq/pandas-summary
```
PyPi (📥 13K / month · 📦 19 · ⏱️ 30.08.2016):
```
 pip install pandas-summary
```

Pandaral·lel (🥉20 · ⭐ 600) - A simple and efficient tool to parallelize Pandas operations on all.. BSD-3

GitHub (👨‍💻 9 · 🔀 54 · 📦 14 · 📋 62 - 37% open · ⏱️ 20.01.2020):
```
 git clone https://github.com/nalepae/pandarallel
```
PyPi (📥 6.4K / month · ⏱️ 20.01.2020):
```
 pip install pandarallel
```

Bounter (🥉17 · ⭐ 870) - Efficient Counter that uses a limited (bounded) amount of memory regardless of data.. MIT

GitHub (👨‍💻 8 · 🔀 44 · 📦 14 · 📋 17 - 52% open · ⏱️ 07.10.2019):
```
 git clone https://github.com/RaRe-Technologies/bounter
```
PyPi (📥 420 / month · 📦 1 · ⏱️ 17.01.2019):
```
 pip install bounter
```

fletcher (🥉16 · ⭐ 160) - Pandas ExtensionDType/Array backed by Apache Arrow. MIT

GitHub (👨‍💻 9 · 🔀 20 · 📦 1 · 📋 38 - 36% open · ⏱️ 23.01.2020):
```
 git clone https://github.com/xhochy/fletcher
```
PyPi (📥 74 / month · ⏱️ 01.09.2019):
```
 pip install fletcher
```

Show 4 hidden projects...

sklearn-pandas (🥉25 · ⭐ 2.1K · 💤) - Pandas integration with sklearn. ❗️Zlib

GitHub (👨‍💻 30 · 🔀 320 · 📦 710 · 📋 120 - 27% open · ⏱️ 31.01.2019):
```
 git clone https://github.com/scikit-learn-contrib/sklearn-pandas
```
PyPi (📥 120K / month · 📦 52 · ⏱️ 01.12.2018):
```
 pip install sklearn-pandas
```

Arctic (🥉24 · ⭐ 1.8K) - Arctic is a high performance datastore for numeric data. ❗️LGPL-2.1

GitHub (👨‍💻 68 · 🔀 380 · 📥 56 · 📦 66 · 📋 470 - 12% open · ⏱️ 28.12.2019):
```
 git clone https://github.com/man-group/arctic
```
PyPi (📥 2.7K / month · 📦 42 · ⏱️ 06.12.2019):
```
 pip install arctic
```

pandasql (🥉22 · ⭐ 810 · 💀) - sqldf for pandas. MIT

GitHub (👨‍💻 15 · 🔀 120 · 📦 270 · 📋 58 - 62% open · ⏱️ 01.02.2017):
```
 git clone https://github.com/yhat/pandasql
```
PyPi (📥 82K / month · 📦 35 · ⏱️ 20.04.2016):
```
 pip install pandasql
```

StaticFrame (🥉16 · ⭐ 140) - The StaticFrame library consists of the Series and Frame, immutable data.. MIT

GitHub (👨‍💻 8 · 🔀 17 · 📦 1 · 📋 140 - 15% open · ⏱️ 23.01.2020):
```
 git clone https://github.com/InvestmentSystems/static-frame
```
PyPi (📥 480 / month · ⏱️ 13.01.2020):
```
 pip install static-frame
```

Conda:

 conda install -c conda-forge static-frame

Data Loading & Extraction

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

xmltodict (🥇31 · ⭐ 3.8K) - Python module that makes working with XML feel like you are working with JSON. MIT

GitHub (👨‍💻 40 · 🔀 350 · 📦 10K · 📋 170 - 25% open · ⏱️ 26.12.2019):
```
 git clone https://github.com/martinblech/xmltodict
```
PyPi (📥 3.2M / month · 📦 7.9K · ⏱️ 11.02.2019):
```
 pip install xmltodict
```

xlrd (🥇31 · ⭐ 1.7K) - Please use openpyxl where you can... BSD-3

GitHub (👨‍💻 49 · 🔀 360 · 📦 33K · ⏱️ 10.09.2019):
```
 git clone https://github.com/python-excel/xlrd
```
PyPi (📥 3.2M / month · 📦 9.7K · ⏱️ 15.12.2018):
```
 pip install xlrd
```

Tablib (🥈30 · ⭐ 3.6K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT

GitHub (👨‍💻 110 · 🔀 540 · 📦 5.5K · 📋 220 - 16% open · ⏱️ 14.01.2020):
```
 git clone https://github.com/jazzband/tablib
```
PyPi (📥 310K / month · 📦 2.4K · ⏱️ 13.01.2020):
```
 pip install tablib
```

tensorflow-datasets (🥈30 · ⭐ 1.8K) - A collection of datasets ready to use with TensorFlow. Apache-2

GitHub (👨‍💻 96 · 🔀 440 · 📦 650 · 📋 480 - 54% open · ⏱️ 23.01.2020):
```
 git clone https://github.com/tensorflow/datasets
```
PyPi (📥 470K / month · 📦 100 · ⏱️ 06.12.2019):
```
 pip install tensorflow-datasets
```

pandas-datareader (🥈30 · ⭐ 1.3K) - Extract data from a wide range of Internet sources into a pandas.. BSD-3

GitHub (👨‍💻 63 · 🔀 410 · 📦 3.6K · 📋 380 - 11% open · ⏱️ 08.01.2020):
```
 git clone https://github.com/pydata/pandas-datareader
```
PyPi (📥 70K / month · 📦 1.3K · ⏱️ 25.09.2019):
```
 pip install pandas-datareader
```

smart-open (🥈29 · ⭐ 1.5K) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT

GitHub (👨‍💻 50 · 🔀 220 · 📋 200 - 20% open · ⏱️ 09.01.2020):
```
 git clone https://github.com/RaRe-Technologies/smart_open
```
PyPi (📥 1.7M / month · 📦 540 · ⏱️ 03.11.2019):
```
 pip install smart-open
```

PDFMiner (🥉28 · ⭐ 4.1K) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT

GitHub (👨‍💻 28 · 🔀 1.3K · 📦 1.2K · 📋 230 - 84% open · ⏱️ 18.01.2020):
```
 git clone https://github.com/euske/pdfminer
```
PyPi (📥 330K / month · 📦 1.5K · ⏱️ 25.11.2019):
```
 pip install pdfminer
```

csvkit (🥉28 · ⭐ 4.1K) - A suite of utilities for converting to and working with CSV, the king of tabular file.. MIT

GitHub (👨‍💻 90 · 🔀 500 · 📦 590 · 📋 760 - 6% open · ⏱️ 08.12.2019):
```
 git clone https://github.com/wireservice/csvkit
```
PyPi (📥 37K / month · 📦 640 · ⏱️ 16.03.2019):
```
 pip install csvkit
```

textract (🥉26 · ⭐ 2.7K) - extract text from any document. no muss. no fuss. MIT

GitHub (👨‍💻 29 · 🔀 370 · 📋 210 - 43% open · ⏱️ 14.11.2019):
```
 git clone https://github.com/deanmalmgren/textract
```
PyPi (📥 11K / month · 📦 150 · ⏱️ 26.08.2019):
```
 pip install textract
```

snorkel (🥉25 · ⭐ 3.6K) - A system for quickly generating training data with weak supervision. Apache-2

GitHub (👨‍💻 57 · 🔀 630 · 📥 320 · 📦 23 · 📋 880 - 3% open · ⏱️ 20.01.2020):
```
 git clone https://github.com/snorkel-team/snorkel
```
PyPi (📥 5.3K / month · 📦 3 · ⏱️ 12.11.2019):
```
 pip install snorkel
```

Intake (🥉25 · ⭐ 370) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2

GitHub (👨‍💻 37 · 🔀 59 · 📦 120 · 📋 200 - 24% open · ⏱️ 30.12.2019):
```
 git clone https://github.com/intake/intake
```
PyPi (📥 2.2K / month · 📦 74 · ⏱️ 18.12.2019):
```
 pip install intake
```

Camelot (🥉22 · ⭐ 2.6K) - Camelot: PDF Table Extraction for Humans. MIT

GitHub (👨‍💻 23 · 🔀 240 · 📋 290 - 11% open · ⏱️ 15.10.2019):
```
 git clone https://github.com/atlanhq/camelot
```
PyPi (📥 15K / month · 📦 1 · ⏱️ 07.07.2019):
```
 pip install camelot-py
```

Show 2 hidden projects...

Singer (🥉23 · ⭐ 460 · 💤) - Standard for moving data between databases, web APIs, files, queues, and.. ❗️AGPL-3.0

GitHub (👨‍💻 23 · 🔀 50 · 📋 24 - 41% open · ⏱️ 27.06.2019):
```
 git clone https://github.com/singer-io/getting-started
```
PyPi (📥 24K / month · 📦 270 · ⏱️ 04.11.2019):
```
 pip install singer-python
```

OpenPyXL (🥉19) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT

PyPi (📥 1.9M / month · 📦 9.8K · ⏱️ 10.01.2020):
```
 pip install openpyxl
```

Web Scraping & Crawling

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

youtube-dl (🥇37 · ⭐ 61K) - Command-line program to download videos from YouTube.com and other video.. Unlicense

GitHub (👨‍💻 850 · 🔀 11K · 📥 45M · 📋 20K - 16% open · ⏱️ 19.01.2020):
```
 git clone https://github.com/ytdl-org/youtube-dl
```
PyPi (📥 930K / month · 📦 2.9K · ⏱️ 14.01.2020):
```
 pip install youtube_dl
```

Scrapy (🥇36 · ⭐ 36K) - Scrapy, a fast high-level web crawling & scraping framework for Python. BSD-3

GitHub (👨‍💻 400 · 🔀 8.2K · 📦 15K · 📋 2.4K - 30% open · ⏱️ 22.01.2020):
```
 git clone https://github.com/scrapy/scrapy
```
PyPi (📥 340K / month · 📦 7.9K · ⏱️ 29.10.2019):
```
 pip install scrapy
```

You-Get (🥈29 · ⭐ 30K) - Dumb downloader that scrapes the web. MIT

GitHub (👨‍💻 190 · 🔀 5.9K · 📥 300K · ⏱️ 21.01.2020):
```
 git clone https://github.com/soimort/you-get
```
PyPi (📥 34K / month · 📦 18 · ⏱️ 28.12.2019):
```
 pip install you-get
```

newspaper3k (🥈29 · ⭐ 9K · 💤) - News, full-text, and article metadata extraction in Python 3. Advanced docs:. MIT

GitHub (👨‍💻 100 · 🔀 1.5K · 📦 1.1K · 📋 560 - 59% open · ⏱️ 12.04.2019):
```
 git clone https://github.com/codelucas/newspaper
```
PyPi (📥 23K / month · 📦 440 · ⏱️ 28.09.2018):
```
 pip install newspaper3k
```

pyspider (🥈28 · ⭐ 14K) - A Powerful Spider(Web Crawler) System in Python. Apache-2

GitHub (👨‍💻 62 · 🔀 3.4K · 📦 220 · 📋 790 - 32% open · ⏱️ 14.11.2019):
```
 git clone https://github.com/binux/pyspider
```
PyPi (📥 3K / month · 📦 30 · ⏱️ 18.04.2018):
```
 pip install pyspider
```

Requests-HTML (🥈28 · ⭐ 11K) - Pythonic HTML Parsing for Humans. MIT

GitHub (👨‍💻 58 · 🔀 660 · 📦 1.7K · 📋 260 - 36% open · ⏱️ 25.07.2019):
```
 git clone https://github.com/psf/requests-html
```
PyPi (📥 70K / month · 📦 360 · ⏱️ 17.02.2019):
```
 pip install requests-html
```

Google Images Download (🥉27 · ⭐ 6.3K · 💤) - Python Script to download hundreds of images from 'Google.. MIT

GitHub (👨‍💻 38 · 🔀 1.4K · 📋 220 - 30% open · ⏱️ 21.05.2019):
```
 git clone https://github.com/hardikvasa/google-images-download
```
PyPi (📥 34K / month · 📦 210 · ⏱️ 14.05.2019):
```
 pip install google_images_download
```

MechanicalSoup (🥉27 · ⭐ 3.4K) - A Python library for automating interaction with websites. MIT

GitHub (👨‍💻 37 · 🔀 290 · 📥 31 · 📋 130 - 15% open · ⏱️ 10.01.2020):
```
 git clone https://github.com/MechanicalSoup/MechanicalSoup
```
PyPi (📥 25K / month · 📦 390 · ⏱️ 27.08.2019):
```
 pip install MechanicalSoup
```

Grab (🥉26 · ⭐ 1.9K) - Web Scraping Framework. MIT

GitHub (👨‍💻 62 · 🔀 220 · 📦 260 · 📋 210 - 11% open · ⏱️ 07.12.2019):
```
 git clone https://github.com/lorien/grab
```
PyPi (📥 3.7K / month · 📦 100 · ⏱️ 24.06.2018):
```
 pip install grab
```

micawber (🥉22 · ⭐ 470) - a small library for extracting rich content from urls. MIT

GitHub (👨‍💻 24 · 🔀 69 · 📦 370 · 📋 50 - 2% open · ⏱️ 12.10.2019):
```
 git clone https://github.com/coleifer/micawber
```
PyPi (📥 5.4K / month · 📦 360 · ⏱️ 30.06.2019):
```
 pip install micawber
```

beautifulsoup4 (🥉21) - Screen-scraping library. MIT

PyPi (📥 7.8M / month · 📦 62K · ⏱️ 24.12.2019):
```
 pip install beautifulsoup4
```

gazpacho (🥉15 · ⭐ 220 · 🐣) - gazpacho is a web scraping library. MIT

GitHub (👨‍💻 2 · 🔀 15 · 📦 8 · ⏱️ 25.11.2019):
```
 git clone https://github.com/maxhumber/gazpacho
```
PyPi (📥 440 / month · 📦 2 · ⏱️ 25.11.2019):
```
 pip install gazpacho
```

Transistor (🥉14 · ⭐ 200) - Transistor, a Python web scraping framework for intelligent use cases. MIT

GitHub (👨‍💻 2 · 🔀 15 · 📥 8 · 📋 3 - 33% open · ⏱️ 18.09.2019):
```
 git clone https://github.com/bomquote/transistor
```
PyPi (📥 38 / month · ⏱️ 03.12.2018):
```
 pip install transistor
```

lazynlp (🥉13 · ⭐ 1.7K) - Library to scrape and clean web pages to create massive datasets. MIT

GitHub (👨‍💻 4 · 🔀 250 · 📋 8 - 62% open · ⏱️ 07.10.2019):
```
 git clone https://github.com/chiphuyen/lazynlp
```

Show 3 hidden projects...

Pattern (🥈29 · ⭐ 7.3K · 💀) - Web mining module for Python, with tools for scraping, natural language.. BSD-3

GitHub (👨‍💻 29 · 🔀 1.4K · 📦 740 · 📋 180 - 60% open · ⏱️ 18.08.2018):
```
 git clone https://github.com/clips/pattern
```
PyPi (📥 330K / month · 📦 270 · ⏱️ 18.08.2018):
```
 pip install pattern
```

soupsieve (🥈28 · ⭐ 60) - A modern CSS selector implementation for BeautifulSoup. MIT

GitHub (👨‍💻 5 · 🔀 11 · 📦 23K · 📋 73 - 17% open · ⏱️ 20.01.2020):
```
 git clone https://github.com/facelessuser/soupsieve
```
PyPi (📥 6.4M / month · 📦 3.9K · ⏱️ 02.11.2019):
```
 pip install soupsieve
```

Photon (🥉20 · ⭐ 6.2K) - Incredibly fast crawler designed for OSINT. ❗️GPL-3.0

GitHub (👨‍💻 21 · 🔀 760 · 📋 78 - 17% open · ⏱️ 06.12.2019):
```
 git clone https://github.com/s0md3v/Photon
```
PyPi (📥 190 / month · 📦 5 · ⏱️ 25.01.2019):
```
 pip install photon
```

Data Pipelines & Streaming

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

Celery (🥇37 · ⭐ 14K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3

GitHub (👨‍💻 950 · 🔀 3.6K · 📦 33K · 📋 4.1K - 9% open · ⏱️ 20.01.2020):
```
 git clone https://github.com/celery/celery
```
PyPi (📥 1.9M / month · 📦 28K · ⏱️ 16.12.2019):
```
 pip install celery
```

Airflow (🥇35 · ⭐ 15K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2

GitHub (👨‍💻 1.3K · 🔀 5.8K · 📥 400 · 📦 720 · ⏱️ 23.01.2020):
```
 git clone https://github.com/apache/airflow
```
PyPi (📥 460K / month · 📦 290 · ⏱️ 24.12.2019):
```
 pip install apache-airflow
```
Conda:
```
 conda install -c conda-forge airflow
```
Dockerhub (📥 330K · ⭐ 79 · ⏱️ 23.01.2020):
```
 docker pull apache/airflow
```

luigi (🥇33 · ⭐ 13K) - Luigi is a Python module that helps you build complex pipelines of batch jobs. It.. Apache-2

GitHub (👨‍💻 530 · 🔀 2.1K · 📦 960 · 📋 830 - 6% open · ⏱️ 16.01.2020):
```
 git clone https://github.com/spotify/luigi
```
PyPi (📥 160K / month · 📦 680 · ⏱️ 02.01.2020):
```
 pip install luigi
```
Conda (⏱️ 17.12.2019):
```
 conda install -c anaconda luigi
```

Beam (🥈32 · ⭐ 3.7K) - Unified programming model to define and execute data processing pipelines,.. Apache-2

GitHub (👨‍💻 740 · 🔀 2.2K · ⏱️ 23.01.2020):
```
 git clone https://github.com/apache/beam
```
PyPi (📥 2.6M / month · 📦 190 · ⏱️ 06.01.2020):
```
 pip install apache-beam
```

mrjob (🥈30 · ⭐ 2.5K) - Run MapReduce jobs on Hadoop or Amazon Web Services. Apache-2

GitHub (👨‍💻 140 · 🔀 580 · 📦 400 · 📋 1.3K - 14% open · ⏱️ 27.12.2019):
```
 git clone https://github.com/Yelp/mrjob
```
PyPi (📥 170K / month · 📦 110 · ⏱️ 28.12.2019):
```
 pip install mrjob
```

faust (🥈28 · ⭐ 4.2K) - Python Stream Processing. BSD-3

GitHub (👨‍💻 76 · 🔀 300 · 📦 190 · 📋 290 - 34% open · ⏱️ 22.01.2020):
```
 git clone https://github.com/robinhood/faust
```
PyPi (📥 17K / month · 📦 28 · ⏱️ 22.01.2020):
```
 pip install faust
```

Kedro (🥈26 · ⭐ 1.9K) - A Python library that implements software engineering best-practice for data and.. Apache-2

GitHub (👨‍💻 42 · 🔀 180 · 📦 88 · 📋 140 - 34% open · ⏱️ 23.01.2020):
```
 git clone https://github.com/quantumblacklabs/kedro
```
PyPi (📥 22K / month · 📦 8 · ⏱️ 12.12.2019):
```
 pip install kedro
```

PyFunctional (🥈26 · ⭐ 1.6K) - Python library for creating data pipelines with chain functional programming. MIT

GitHub (👨‍💻 21 · 🔀 84 · 📦 170 · 📋 110 - 11% open · ⏱️ 11.11.2019):
```
 git clone https://github.com/EntilZha/PyFunctional
```
PyPi (📥 11K / month · 📦 66 · ⏱️ 26.10.2019):
```
 pip install pyfunctional
```

dbt (🥈26 · ⭐ 1.3K) - dbt (data build tool) enables data analysts and engineers to transform their data.. Apache-2

GitHub (👨‍💻 55 · 🔀 240 · 📦 33 · 📋 1.1K - 17% open · ⏱️ 20.01.2020):
```
 git clone https://github.com/fishtown-analytics/dbt
```
PyPi (📥 33K / month · 📦 9 · ⏱️ 16.01.2020):
```
 pip install dbt
```

TFX (🥈26 · ⭐ 860) - TFX is an end-to-end platform for deploying production ML pipelines. Apache-2

GitHub (👨‍💻 47 · 🔀 220 · 📦 41 · 📋 360 - 59% open · ⏱️ 23.01.2020):
```
 git clone https://github.com/tensorflow/tfx
```
PyPi (📥 490K / month · ⏱️ 24.10.2019):
```
 pip install tfx
```

Prefect (🥈25 · ⭐ 1.6K) - The Prefect Core workflow engine. Apache-2

GitHub (👨‍💻 42 · 🔀 120 · 📦 41 · 📋 700 - 12% open · ⏱️ 22.01.2020):
```
 git clone https://github.com/PrefectHQ/prefect
```
PyPi (📥 6K / month · 📦 2 · ⏱️ 15.01.2020):
```
 pip install prefect
```
Conda:
```
 conda install -c conda-forge prefect
```

Dagster (🥈25 · ⭐ 1.2K) - A Python library for building data applications: ETL, ML, Data Pipelines, and.. Apache-2

GitHub (👨‍💻 49 · 🔀 110 · 📦 64 · 📋 1.1K - 26% open · ⏱️ 23.01.2020):
```
 git clone https://github.com/dagster-io/dagster
```
PyPi (📥 6.4K / month · 📦 4 · ⏱️ 14.01.2020):
```
 pip install dagster
```

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

GitHub (👨‍💻 40 · 🔀 210 · 📦 41 · 📋 320 - 18% open · ⏱️ 16.12.2019):
```
 git clone https://github.com/Parsely/streamparse
```
PyPi (📥 1.5K / month · 📦 24 · ⏱️ 08.04.2019):
```
 pip install streamparse
```

Great Expectations (🥉24 · ⭐ 1.2K) - Always know what to expect from your data. Apache-2

GitHub (👨‍💻 51 · 🔀 120 · 📋 380 - 27% open · ⏱️ 21.01.2020):
```
 git clone https://github.com/great-expectations/great_expectations
```
PyPi (📥 53K / month · 📦 6 · ⏱️ 15.01.2020):
```
 pip install great_expectations
```

petl (🥉24 · ⭐ 700) - Python Extract Transform and Load Tables of Data. MIT

GitHub (👨‍💻 38 · 🔀 130 · 📦 170 · 📋 390 - 17% open · ⏱️ 06.08.2019):
```
 git clone https://github.com/petl-developers/petl
```
PyPi (📥 20K / month · 📦 100 · ⏱️ 25.07.2018):
```
 pip install petl
```

bonobo (🥉22 · ⭐ 1.2K) - Extract Transform Load for Python 3.5+. Apache-2

GitHub (👨‍💻 36 · 🔀 100 · 📦 80 · 📋 160 - 37% open · ⏱️ 20.07.2019):
```
 git clone https://github.com/python-bonobo/bonobo
```
PyPi (📥 4.5K / month · 📦 24 · ⏱️ 20.07.2019):
```
 pip install bonobo
```

Optimus (🥉22 · ⭐ 840) - Agile Data Science Workflows madeeasy with Pyspark. Apache-2

GitHub (👨‍💻 20 · 🔀 170 · 📦 8 · 📋 200 - 28% open · ⏱️ 20.12.2019):
```
 git clone https://github.com/ironmussa/Optimus
```
PyPi (📥 3.7K / month · ⏱️ 30.05.2019):
```
 pip install optimuspyspark
```

Pypeline (🥉20 · ⭐ 1K) - Concurrent data pipelines made easy -. MIT

GitHub (👨‍💻 4 · 🔀 53 · 📦 23 · 📋 22 - 59% open · ⏱️ 21.11.2019):
```
 git clone https://github.com/cgarciae/pypeln
```
PyPi (📥 4.8K / month · 📦 5 · ⏱️ 21.11.2019):
```
 pip install pypeln
```

TaskTiger (🥉20 · ⭐ 980) - Python task queue using Redis. MIT

GitHub (👨‍💻 18 · 🔀 55 · 📦 16 · 📋 60 - 53% open · ⏱️ 18.12.2019):
```
 git clone https://github.com/closeio/tasktiger
```
PyPi (📥 320 / month · 📦 7 · ⏱️ 29.10.2019):
```
 pip install tasktiger
```

pysparkling (🥉20 · ⭐ 210) - A pure Python implementation of Apache Spark's RDD and DStream interfaces. MIT

GitHub (👨‍💻 8 · 🔀 37 · 📦 31 · 📋 21 - 4% open · ⏱️ 23.01.2020):
```
 git clone https://github.com/svenkreiss/pysparkling
```
PyPi (📥 4.8K / month · 📦 5 · ⏱️ 13.07.2019):
```
 pip install pysparkling
```

Data Integration (🥉18 · ⭐ 1.4K) - A lightweight opinionated ETL framework, halfway between plain scripts and.. MIT

GitHub (👨‍💻 10 · 🔀 58 · 📦 4 · 📋 8 - 12% open · ⏱️ 28.12.2019):
```
 git clone https://github.com/mara/data-integration
```
PyPi (📥 51 / month · ⏱️ 07.07.2019):
```
 pip install data-integration
```

Databolt Flow (🥉18 · ⭐ 830) - Python library for building highly effective data science workflows. MIT

GitHub (👨‍💻 7 · 🔀 49 · 📦 5 · 📋 15 - 40% open · ⏱️ 02.01.2020):
```
 git clone https://github.com/d6t/d6tflow
```
PyPi (📥 210 / month · ⏱️ 02.01.2020):
```
 pip install d6tflow
```

pdpipe (🥉18 · ⭐ 460) - Easy pipelines for pandas DataFrames. MIT

GitHub (👨‍💻 5 · 🔀 16 · 📦 3 · 📋 10 - 50% open · ⏱️ 20.01.2020):
```
 git clone https://github.com/pdpipe/pdpipe
```
PyPi (📥 810 / month · ⏱️ 20.01.2020):
```
 pip install pdpipe
```

riko (🥉17 · ⭐ 1.5K · 💤) - A Python stream processing engine modeled after Yahoo! Pipes. MIT

GitHub (👨‍💻 17 · 🔀 59 · 📋 27 - 77% open · ⏱️ 05.02.2019):
```
 git clone https://github.com/nerevu/riko
```
PyPi (📥 93 / month · ⏱️ 13.09.2018):
```
 pip install riko
```

Botflow (🥉15 · ⭐ 1.1K · 💤) - Python Fast Dataflow programming framework for Data pipeline work( Web.. BSD-3

GitHub (👨‍💻 11 · 🔀 82 · 📦 1 · 📋 4 - 50% open · ⏱️ 23.05.2019):
```
 git clone https://github.com/kkyon/botflow
```
PyPi (📥 110 / month · ⏱️ 14.09.2018):
```
 pip install botflow
```

Show 1 hidden projects...

BatchFlow (🥉18 · ⭐ 120) - BatchFlow helps you conveniently work with random or sequential batches of.. Apache-2

GitHub (👨‍💻 26 · 🔀 27 · 📋 72 - 38% open · ⏱️ 23.01.2020):
```
 git clone https://github.com/analysiscenter/batchflow
```
PyPi (📥 42 / month · ⏱️ 23.08.2019):
```
 pip install batchflow
```

Distributed Machine Learning

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

dask (🥇34 · ⭐ 6.2K) - Parallel computing with task scheduling. BSD-3

GitHub (👨‍💻 340 · 🔀 980 · 📦 13K · 📋 2.8K - 17% open · ⏱️ 22.01.2020):
```
 git clone https://github.com/dask/dask
```
PyPi (📥 1.8M / month · 📦 3.9K · ⏱️ 16.01.2020):
```
 pip install dask
```

Ray (🥇32 · ⭐ 10K) - A fast and simple framework for building and running distributed applications. Ray.. Apache-2

GitHub (👨‍💻 250 · 🔀 1.4K · 📦 450 · 📋 2.9K - 31% open · ⏱️ 23.01.2020):
```
 git clone https://github.com/ray-project/ray
```
PyPi (📥 1.9M / month · 📦 80 · ⏱️ 17.12.2019):
```
 pip install ray
```

horovod (🥈29 · ⭐ 8.5K) - Distributed training framework for TensorFlow, Keras, PyTorch, and Apache MXNet. Apache-2

GitHub (👨‍💻 71 · 🔀 1.3K · 📦 130 · 📋 1.2K - 43% open · ⏱️ 21.01.2020):
```
 git clone https://github.com/horovod/horovod
```
PyPi (📥 80K / month · 📦 20 · ⏱️ 14.01.2020):
```
 pip install horovod
```

ipyparallel (🥈28 · ⭐ 1.6K) - Interactive Parallel Computing in Python. BSD-3

GitHub (👨‍💻 89 · 🔀 620 · 📦 880 · 📋 220 - 55% open · ⏱️ 10.10.2019):
```
 git clone https://github.com/ipython/ipyparallel
```
PyPi (📥 150K / month · 📦 430 · ⏱️ 13.05.2019):
```
 pip install ipyparallel
```

TensorFlowOnSpark (🥈25 · ⭐ 3.4K) - TensorFlowOnSpark brings TensorFlow programs to Apache Spark.. Apache-2

GitHub (👨‍💻 28 · 🔀 880 · 📦 21 · 📋 320 - 1% open · ⏱️ 22.01.2020):
```
 git clone https://github.com/yahoo/TensorFlowOnSpark
```
PyPi (📥 59K / month · 📦 5 · ⏱️ 21.01.2020):
```
 pip install tensorflowonspark
```

Mesh (🥈25 · ⭐ 390) - Mesh TensorFlow: Model Parallelism Made Easier. Apache-2

GitHub (👨‍💻 27 · 🔀 60 · 📦 210 · 📋 34 - 76% open · ⏱️ 17.01.2020):
```
 git clone https://github.com/tensorflow/mesh
```
PyPi (📥 22K / month · 📦 28 · ⏱️ 08.01.2020):
```
 pip install mesh-tensorflow
```

BigDL (🥉24 · ⭐ 3.2K) - BigDL: Distributed Deep Learning Library for Apache Spark. Apache-2

GitHub (👨‍💻 69 · 🔀 820 · 📦 9 · 📋 860 - 18% open · ⏱️ 08.01.2020):
```
 git clone https://github.com/intel-analytics/BigDL
```
PyPi (📥 820 / month · 📦 2 · ⏱️ 04.11.2019):
```
 pip install bigdl
```

Maven:

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

Elephas (🥉24 · ⭐ 1.3K) - Distributed Deep learning with Keras & Spark. MIT

GitHub (👨‍💻 23 · 🔀 260 · 📦 19 · 📋 120 - 36% open · ⏱️ 03.01.2020):
```
 git clone https://github.com/maxpumperla/elephas
```
PyPi (📥 15K / month · 📦 2 · ⏱️ 20.03.2019):
```
 pip install elephas
```

dask-ml (🥉24 · ⭐ 580) - Scalable Machine Learning with Dask. BSD-3

GitHub (👨‍💻 46 · 🔀 140 · 📦 130 · 📋 290 - 48% open · ⏱️ 17.01.2020):
```
 git clone https://github.com/dask/dask-ml
```
PyPi (📥 27K / month · 📦 42 · ⏱️ 06.01.2020):
```
 pip install dask-ml
```

mpi4py (🥉24 · ⭐ 290) - Python bindings for MPI. BSD-3

GitHub (👨‍💻 11 · 🔀 45 · ⏱️ 21.01.2020):
```
 git clone https://github.com/mpi4py/mpi4py
```
PyPi (📥 58K / month · 📦 700 · ⏱️ 04.11.2019):
```
 pip install mpi4py
```

MMLSpark (🥉19 · ⭐ 1.8K) - Microsoft Machine Learning for Apache Spark. MIT

GitHub (👨‍💻 53 · 🔀 400 · 📋 300 - 42% open · ⏱️ 23.01.2020):
```
 git clone https://github.com/Azure/mmlspark
```

TensorFrames (🥉19 · ⭐ 770) - [DEPRECATED] Tensorflow wrapper for DataFrames on Apache Spark. Apache-2

GitHub (👨‍💻 16 · 🔀 160 · 📋 92 - 55% open · ⏱️ 15.11.2019):
```
 git clone https://github.com/databricks/tensorframes
```
PyPi (📥 3.2K / month · ⏱️ 16.05.2018):
```
 pip install tensorframes
```

sk-dist (🥉18 · ⭐ 200 · 🐣) - Distributed scikit-learn meta-estimators in PySpark. Apache-2

GitHub (👨‍💻 5 · 🔀 31 · 📦 1 · 📋 12 - 25% open · ⏱️ 15.01.2020):
```
 git clone https://github.com/Ibotta/sk-dist
```
PyPi (📥 4.1K / month · 📦 2 · ⏱️ 15.01.2020):
```
 pip install sk-dist
```

Apache Singa (🥉17 · ⭐ 1.9K) - Mirror of Apache Singa. Apache-2

GitHub (👨‍💻 62 · 🔀 480 · ⏱️ 18.01.2020):
```
 git clone https://github.com/apache/singa
```
Conda:
```
 conda install -c nusdbsystem singa
```
Dockerhub (📥 120 · ⭐ 2 · ⏱️ 04.06.2019):
```
 docker pull apache/singa
```

BytePS (🥉16 · ⭐ 2K) - A high performance and generic framework for distributed DNN training. Apache-2

GitHub (👨‍💻 12 · 🔀 280 · 📋 120 - 37% open · ⏱️ 21.01.2020):
```
 git clone https://github.com/bytedance/byteps
```
Dockerhub (📥 550 · ⏱️ 04.11.2019):
```
 docker pull bytepsimage/byteps_server
```

Show 2 hidden projects...

DEAP (🥈28 · ⭐ 3.4K) - Distributed Evolutionary Algorithms in Python. ❗️LGPL-3.0

GitHub (👨‍💻 60 · 🔀 710 · 📦 850 · 📋 330 - 42% open · ⏱️ 21.01.2020):
```
 git clone https://github.com/deap/deap
```
PyPi (📥 52K / month · 📦 480 · ⏱️ 21.01.2020):
```
 pip install deap
```

LazyCluster (🥉7 · ⭐ 16 · 🐣) - Distributed machine learning made simple. Apache-2

GitHub (👨‍💻 2 · 🔀 2 · ⏱️ 23.01.2020):

 git clone https://github.com/ml-tooling/lazycluster

PyPi (📥 79 / month · ⏱️ 09.08.2019):
```
 pip install lazycluster
```

Hyperparameter Optimization & AutoML

Libraries for hyperparameter optimization, automl and neural architecture search.

Hyperopt (🥇29 · ⭐ 4.2K) - Distributed Asynchronous Hyperparameter Optimization in Python. BSD-3

GitHub (👨‍💻 63 · 🔀 730 · 📋 440 - 59% open · ⏱️ 12.01.2020):
```
 git clone https://github.com/hyperopt/hyperopt
```
PyPi (📥 610K / month · 📦 500 · ⏱️ 12.01.2020):
```
 pip install hyperopt
```

Optuna (🥇28 · ⭐ 1.9K) - A hyperparameter optimization framework. MIT

GitHub (👨‍💻 50 · 🔀 180 · 📦 200 · 📋 210 - 25% open · ⏱️ 22.01.2020):
```
 git clone https://github.com/optuna/optuna
```
PyPi (📥 22K / month · 📦 52 · ⏱️ 14.01.2020):
```
 pip install optuna
```

featuretools (🥇27 · ⭐ 4.5K) - An open source python library for automated feature engineering. BSD-3

GitHub (👨‍💻 42 · 🔀 580 · 📦 250 · 📋 320 - 35% open · ⏱️ 07.01.2020):
```
 git clone https://github.com/FeatureLabs/featuretools
```
PyPi (📥 37K / month · 📦 70 · ⏱️ 29.12.2019):
```
 pip install featuretools
```

Conda:

 conda install -c conda-forge featuretools

scikit-optimize (🥇27 · ⭐ 1.6K) - Sequential model-based optimization with a `scipy.optimize` interface. BSD-3

GitHub (👨‍💻 55 · 🔀 310 · 📦 650 · 📋 440 - 35% open · ⏱️ 22.01.2020):
```
 git clone https://github.com/scikit-optimize/scikit-optimize
```
PyPi (📥 250K / month · 📦 47 · ⏱️ 25.03.2018):
```
 pip install scikit-optimize
```

Bayesian Optimization (🥈26 · ⭐ 3.8K) - A Python implementation of global optimization with gaussian processes. MIT

GitHub (👨‍💻 21 · 🔀 840 · 📦 270 · 📋 140 - 15% open · ⏱️ 13.11.2019):
```
 git clone https://github.com/fmfn/BayesianOptimization
```
PyPi (📥 40K / month · 📦 31 · ⏱️ 12.02.2019):
```
 pip install bayesian-optimization
```

AutoKeras (🥈25 · ⭐ 6.5K) - An AutoML system based on Keras. MIT

GitHub (👨‍💻 68 · 🔀 1K · 📦 62 · 📋 470 - 10% open · ⏱️ 21.01.2020):
```
 git clone https://github.com/keras-team/autokeras
```
PyPi (📥 3.3K / month · 📦 7 · ⏱️ 16.01.2020):
```
 pip install autokeras
```

auto-sklearn (🥈25 · ⭐ 4.2K) - Automated Machine Learning with scikit-learn. BSD-3

GitHub (👨‍💻 49 · 🔀 800 · 📦 75 · 📋 580 - 27% open · ⏱️ 22.01.2020):
```
 git clone https://github.com/automl/auto-sklearn
```
PyPi (📥 4K / month · 📦 15 · ⏱️ 03.01.2020):
```
 pip install auto-sklearn
```

Hyperas (🥈25 · ⭐ 1.9K) - Keras + Hyperopt: A very simple wrapper for convenient hyperparameter optimization. MIT

GitHub (👨‍💻 21 · 🔀 280 · 📦 120 · 📋 230 - 34% open · ⏱️ 13.12.2019):
```
 git clone https://github.com/maxpumperla/hyperas
```
PyPi (📥 26K / month · 📦 16 · ⏱️ 28.02.2019):
```
 pip install hyperas
```

NNI (🥈24 · ⭐ 5.2K) - An open source AutoML toolkit for neural architecture search, model compression and.. MIT

GitHub (👨‍💻 67 · 🔀 650 · 📦 25 · 📋 600 - 18% open · ⏱️ 23.01.2020):
```
 git clone https://github.com/microsoft/nni
```
PyPi (📥 2.1K / month · 📦 8 · ⏱️ 31.12.2019):
```
 pip install nni
```

AdaNet (🥈24 · ⭐ 3K) - Fast and flexible AutoML with learning guarantees. Apache-2

GitHub (👨‍💻 25 · 🔀 440 · 📦 16 · 📋 95 - 56% open · ⏱️ 14.01.2020):
```
 git clone https://github.com/tensorflow/adanet
```
PyPi (📥 2.5K / month · ⏱️ 26.06.2019):
```
 pip install adanet
```

nevergrad (🥈24 · ⭐ 2.3K) - A Python toolbox for performing gradient-free optimization. MIT

GitHub (👨‍💻 25 · 🔀 200 · 📦 24 · 📋 100 - 42% open · ⏱️ 23.01.2020):
```
 git clone https://github.com/facebookresearch/nevergrad
```
PyPi (📥 2.6K / month · 📦 7 · ⏱️ 08.01.2020):
```
 pip install nevergrad
```

Talos (🥈24 · ⭐ 1.1K) - Hyperparameter Optimization for Keras Models. MIT

GitHub (👨‍💻 17 · 🔀 180 · 📦 66 · 📋 310 - 11% open · ⏱️ 06.11.2019):
```
 git clone https://github.com/autonomio/talos
```
PyPi (📥 1.8K / month · 📦 2 · ⏱️ 25.08.2019):
```
 pip install talos
```

BoTorch (🥈23 · ⭐ 1.4K) - Bayesian optimization in PyTorch. MIT

GitHub (👨‍💻 28 · 🔀 100 · 📦 21 · 📋 56 - 28% open · ⏱️ 21.01.2020):
```
 git clone https://github.com/pytorch/botorch
```
PyPi (📥 2.7K / month · ⏱️ 16.01.2020):
```
 pip install botorch
```

GPyOpt (🥈23 · ⭐ 560) - Gaussian Process Optimization using GPy. BSD-3

GitHub (👨‍💻 43 · 🔀 160 · 📦 97 · 📋 230 - 29% open · ⏱️ 02.12.2019):
```
 git clone https://github.com/SheffieldML/GPyOpt
```
PyPi (📥 5.9K / month · 📦 9 · ⏱️ 22.05.2018):
```
 pip install gpyopt
```

SMAC3 (🥈23 · ⭐ 460) - Sequential Model-based Algorithm Configuration. BSD-3

GitHub (👨‍💻 24 · 🔀 120 · 📋 280 - 18% open · ⏱️ 20.09.2019):
```
 git clone https://github.com/automl/SMAC3
```
PyPi (📥 4.7K / month · 📦 27 · ⏱️ 20.09.2019):
```
 pip install smac
```

Keras Tuner (🥉22 · ⭐ 1.7K) - Hyperparameter tuning for humans. Apache-2

GitHub (👨‍💻 20 · 🔀 150 · 📦 20 · 📋 100 - 19% open · ⏱️ 08.01.2020):
```
 git clone https://github.com/keras-team/keras-tuner
```
PyPi (📥 5.3K / month · 📦 2 · ⏱️ 07.01.2020):
```
 pip install keras-tuner
```

Ax (🥉22 · ⭐ 990) - Adaptive Experimentation Platform. MIT

GitHub (👨‍💻 53 · 🔀 86 · 📦 17 · 📋 84 - 15% open · ⏱️ 22.01.2020):
```
 git clone https://github.com/facebook/Ax
```
PyPi (📥 2.6K / month · 📦 2 · ⏱️ 18.01.2020):
```
 pip install ax-platform
```

Test Tube (🥉21 · ⭐ 530) - Python library to easily log experiments and parallelize hyperparameter search for.. MIT

GitHub (👨‍💻 15 · 🔀 46 · 📥 1 · 📋 36 - 47% open · ⏱️ 01.12.2019):
```
 git clone https://github.com/williamFalcon/test-tube
```
PyPi (📥 8.7K / month · 📦 4 · ⏱️ 12.12.2018):
```
 pip install test_tube
```

AutoGluon (🥉20 · ⭐ 1.8K · 🐣) - AutoGluon: AutoML Toolkit for Deep Learning. Apache-2

GitHub (👨‍💻 15 · 🔀 200 · 📋 120 - 38% open · ⏱️ 22.01.2020):
```
 git clone https://github.com/awslabs/autogluon
```
PyPi (📥 2.9K / month · ⏱️ 15.01.2020):
```
 pip install autogluon
```

Orion (🥉20 · ⭐ 160) - Asynchronous Distributed Hyperparameter Optimization. BSD-3

GitHub (👨‍💻 13 · 🔀 23 · 📦 11 · 📋 68 - 16% open · ⏱️ 09.10.2019):
```
 git clone https://github.com/Epistimio/orion
```
PyPi (📥 450 / month · 📦 1 · ⏱️ 09.10.2019):
```
 pip install orion
```

HpBandSter (🥉19 · ⭐ 320 · 💤) - a distributed Hyperband implementation on Steroids. BSD-3

GitHub (👨‍💻 11 · 🔀 70 · 📦 37 · 📋 64 - 50% open · ⏱️ 26.03.2019):
```
 git clone https://github.com/automl/HpBandSter
```
PyPi (📥 2.7K / month · ⏱️ 24.10.2018):
```
 pip install hpbandster
```

Advisor (🥉18 · ⭐ 1.1K) - Open-source implementation of Google Vizier for hyper parameters tuning. Apache-2

GitHub (👨‍💻 11 · 🔀 200 · 📋 32 - 59% open · ⏱️ 11.11.2019):
```
 git clone https://github.com/tobegit3hub/advisor
```
PyPi (📥 93 / month · ⏱️ 18.10.2018):
```
 pip install advisor
```
Dockerhub (📥 1.2K · ⏱️ 11.11.2019):
```
 docker pull tobegit3hub/advisor
```

HyperparameterHunter (🥉18 · ⭐ 570) - Easy hyperparameter optimization and automatic result saving across.. MIT

GitHub (👨‍💻 3 · 🔀 69 · 📥 89 · 📋 110 - 26% open · ⏱️ 08.10.2019):
```
 git clone https://github.com/HunterMcGushion/hyperparameter_hunter
```
PyPi (📥 330 / month · 📦 1 · ⏱️ 06.08.2019):
```
 pip install hyperparameter-hunter
```

Dragonfly (🥉18 · ⭐ 460) - An open source python library for scalable Bayesian optimisation. MIT

GitHub (👨‍💻 10 · 🔀 45 · 📋 26 - 42% open · ⏱️ 30.12.2019):
```
 git clone https://github.com/dragonfly/dragonfly
```
PyPi (📥 200 / month · 📦 1 · ⏱️ 29.08.2019):
```
 pip install dragonfly-opt
```

Auto Tune Models (🥉17 · ⭐ 470) - Auto Tune Models - A multi-tenant, multi-data system for automated machine.. MIT

GitHub (👨‍💻 16 · 🔀 110 · 📦 5 · 📋 86 - 18% open · ⏱️ 08.08.2019):
```
 git clone https://github.com/HDI-Project/ATM
```
PyPi (📥 150 / month · ⏱️ 24.06.2019):
```
 pip install atm
```

AlphaPy (🥉17 · ⭐ 360) - Automated Machine Learning [AutoML] with Python, scikit-learn, and Keras. Apache-2

GitHub (👨‍💻 2 · 🔀 86 · 📋 24 - 16% open · ⏱️ 02.01.2020):
```
 git clone https://github.com/ScottfreeLLC/AlphaPy
```
PyPi (📥 250 / month · ⏱️ 17.11.2019):
```
 pip install alphapy
```

automl-gs (🥉15 · ⭐ 1.6K · 💤) - Provide an input CSV and a target field to predict, generate a model + code to.. MIT

GitHub (👨‍💻 7 · 🔀 140 · 📥 8 · 📋 25 - 80% open · ⏱️ 05.04.2019):
```
 git clone https://github.com/minimaxir/automl-gs
```
PyPi (📥 88 / month · ⏱️ 05.04.2019):
```
 pip install automl_gs
```

ENAS (🥉13 · ⭐ 2.1K · 💤) - PyTorch implementation of Efficient Neural Architecture Search via Parameters.. Apache-2

GitHub (👨‍💻 5 · 🔀 390 · 📋 41 - 82% open · ⏱️ 18.06.2019):
```
 git clone https://github.com/carpedm20/ENAS-pytorch
```

Devol (🥉11 · ⭐ 890) - Genetic neural architecture search with Keras. MIT

GitHub (👨‍💻 17 · 🔀 100 · 📋 26 - 23% open · ⏱️ 19.08.2019):
```
 git clone https://github.com/joeddav/devol
```

Show 9 hidden projects...

TPOT (🥇28 · ⭐ 6.7K) - A Python Automated Machine Learning tool that optimizes machine learning.. ❗️LGPL-3.0

GitHub (👨‍💻 87 · 🔀 1.2K · 📦 240 · 📋 660 - 21% open · ⏱️ 03.01.2020):
```
 git clone https://github.com/EpistasisLab/tpot
```
PyPi (📥 21K / month · 📦 40 · ⏱️ 03.01.2020):
```
 pip install tpot
```

auto_ml (🥉20 · ⭐ 1.4K · 💀) - [UNMAINTAINED] Automated machine learning for analytics & production. MIT

GitHub (👨‍💻 13 · 🔀 270 · 📥 12 · 📋 390 - 44% open · ⏱️ 25.03.2018):
```
 git clone https://github.com/ClimbsRocks/auto_ml
```
PyPi (📥 4.3K / month · 📦 1 · ⏱️ 22.02.2018):
```
 pip install auto_ml
```

MLBox (🥉19 · ⭐ 990) - MLBox is a powerful Automated Machine Learning python library. ❗️BSD-1-Clause

GitHub (👨‍💻 8 · 🔀 210 · 📦 5 · 📋 60 - 6% open · ⏱️ 09.10.2019):
```
 git clone https://github.com/AxeldeRomblay/MLBox
```
PyPi (📥 560 / month · ⏱️ 27.06.2019):
```
 pip install mlbox
```

Sherpa (🥉19 · ⭐ 180) - Hyperparameter optimization that enables researchers to experiment, visualize,.. ❗️GPL-3.0

GitHub (👨‍💻 37 · 🔀 21 · 📦 3 · 📋 39 - 20% open · ⏱️ 05.12.2019):
```
 git clone https://github.com/sherpa-ai/sherpa
```
PyPi (📥 740 / month · 📦 1 · ⏱️ 23.11.2019):
```
 pip install parameter-sherpa
```

Hypermax (🥉17 · ⭐ 77) - Better, faster hyper-parameter optimization. BSD-3

GitHub (👨‍💻 8 · 🔀 10 · 📦 4 · ⏱️ 28.12.2019):
```
 git clone https://github.com/electricbrainio/hypermax
```
PyPi (📥 240 / month · ⏱️ 23.10.2019):
```
 pip install hypermax
```

Xcessiv (🥉16 · ⭐ 1.2K · 💀) - A web-based application for quick, scalable, and automated hyperparameter.. Apache-2

GitHub (👨‍💻 6 · 🔀 98 · 📦 1 · 📋 34 - 61% open · ⏱️ 21.08.2017):
```
 git clone https://github.com/reiinakano/xcessiv
```
PyPi (📥 59 / month · 📦 1 · ⏱️ 21.08.2017):
```
 pip install xcessiv
```

Parfit (🥉16 · ⭐ 200 · 💀) - A package for parallelizing the fit and flexibly scoring of sklearn machine.. MIT

GitHub (👨‍💻 2 · 🔀 25 · 📦 4 · 📋 9 - 44% open · ⏱️ 11.10.2018):
```
 git clone https://github.com/jmcarpenter2/parfit
```
PyPi (📥 6.7K / month · ⏱️ 11.10.2018):
```
 pip install parfit
```

Hypertunity (🥉13 · ⭐ 110) - A toolset for black-box hyperparameter optimisation. Apache-2

GitHub (👨‍💻 2 · 🔀 8 · ⏱️ 18.12.2019):
```
 git clone https://github.com/gdikov/hypertunity
```
PyPi (📥 74 / month · ⏱️ 10.11.2019):
```
 pip install hypertunity
```

Auptimizer (🥉12 · ⭐ 120 · 🐣) - An automatic ML model optimization tool. ❗️GPL-3.0

GitHub (👨‍💻 7 · 🔀 10 · ⏱️ 27.11.2019):

 git clone https://github.com/LGE-ARC-AdvancedAI/auptimizer

PyPi (📥 130 / month · ⏱️ 21.11.2019):
```
 pip install auptimizer
```

Reinforcement Learning

Libraries for building and evaluating reinforcement learning & agent-based systems.

OpenAI Gym (🥇34 · ⭐ 19K) - A toolkit for developing and comparing reinforcement learning algorithms. MIT

GitHub (👨‍💻 220 · 🔀 5.4K · 📦 9K · 📋 1K - 7% open · ⏱️ 14.12.2019):
```
 git clone https://github.com/openai/gym
```
PyPi (📥 170K / month · 📦 3.6K · ⏱️ 08.11.2019):
```
 pip install gym
```

TensorLayer (🥇27 · ⭐ 5.9K) - Deep Learning and Reinforcement Learning Library for Scientists. Apache-2

GitHub (👨‍💻 120 · 🔀 1.3K · 📥 740 · 📋 430 - 6% open · ⏱️ 19.01.2020):
```
 git clone https://github.com/tensorlayer/tensorlayer
```
PyPi (📥 3.8K / month · 📦 68 · ⏱️ 14.01.2020):
```
 pip install tensorlayer
```

keras-rl (🥈26 · ⭐ 4.4K) - Deep Reinforcement Learning for Keras. MIT

GitHub (👨‍💻 40 · 🔀 1.1K · 📦 280 · 📋 240 - 17% open · ⏱️ 11.11.2019):
```
 git clone https://github.com/keras-rl/keras-rl
```
PyPi (📥 3.2K / month · 📦 51 · ⏱️ 01.06.2018):
```
 pip install keras-rl
```

Dopamine (🥈25 · ⭐ 8.6K) - Dopamine is a research framework for fast prototyping of reinforcement.. Apache-2

GitHub (👨‍💻 13 · 🔀 1.1K · 📋 110 - 47% open · ⏱️ 19.12.2019):
```
 git clone https://github.com/google/dopamine
```
PyPi (📥 19K / month · 📦 31 · ⏱️ 19.12.2019):
```
 pip install dopamine-rl
```

TensorForce (🥈25 · ⭐ 2.6K) - Tensorforce: a TensorFlow library for applied reinforcement learning. Apache-2

GitHub (👨‍💻 66 · 🔀 440 · 📋 440 - 1% open · ⏱️ 19.01.2020):
```
 git clone https://github.com/tensorforce/tensorforce
```
PyPi (📥 1.8K / month · 📦 23 · ⏱️ 07.09.2019):
```
 pip install tensorforce
```

Stable Baselines (🥈25 · ⭐ 1.6K) - A fork of OpenAI Baselines, implementations of reinforcement learning.. MIT

GitHub (👨‍💻 91 · 🔀 320 · 📋 480 - 19% open · ⏱️ 22.01.2020):
```
 git clone https://github.com/hill-a/stable-baselines
```
PyPi (📥 8.5K / month · 📦 25 · ⏱️ 19.12.2019):
```
 pip install stable-baselines
```

TF-Agents (🥈25 · ⭐ 1.1K) - TF-Agents is a library for Reinforcement Learning in TensorFlow. Apache-2

GitHub (👨‍💻 47 · 🔀 260 · 📦 45 · 📋 240 - 37% open · ⏱️ 22.01.2020):
```
 git clone https://github.com/tensorflow/agents
```
PyPi (📥 1.8K / month · 📦 6 · ⏱️ 16.12.2019):
```
 pip install tf-agents
```

ViZDoom (🥉23 · ⭐ 990) - Doom-based AI Research Platform for Reinforcement Learning from Raw Visual Information. MIT

GitHub (👨‍💻 34 · 🔀 250 · 📥 7.9K · 📦 69 · 📋 380 - 21% open · ⏱️ 06.11.2019):
```
 git clone https://github.com/mwydmuch/ViZDoom
```
PyPi (📥 890 / month · 📦 7 · ⏱️ 15.01.2019):
```
 pip install vizdoom
```

ChainerRL (🥉23 · ⭐ 790) - ChainerRL is a deep reinforcement learning library built on top of Chainer. MIT

GitHub (👨‍💻 29 · 🔀 180 · 📦 57 · 📋 200 - 36% open · ⏱️ 18.12.2019):
```
 git clone https://github.com/chainer/chainerrl
```
PyPi (📥 1K / month · 📦 3 · ⏱️ 28.02.2019):
```
 pip install chainerrl
```

TRFL (🥉21 · ⭐ 2.8K) - TensorFlow Reinforcement Learning. Apache-2

GitHub (👨‍💻 11 · 🔀 340 · 📦 11 · 📋 16 - 18% open · ⏱️ 15.01.2020):
```
 git clone https://github.com/deepmind/trfl
```
PyPi (📥 350 / month · 📦 2 · ⏱️ 16.01.2020):
```
 pip install trfl
```

Coach (🥉21 · ⭐ 1.6K) - Reinforcement Learning Coach by Intel AI Lab enables easy experimentation with.. Apache-2

GitHub (👨‍💻 32 · 🔀 320 · 📋 240 - 27% open · ⏱️ 14.01.2020):
```
 git clone https://github.com/NervanaSystems/coach
```
PyPi (📥 160 / month · ⏱️ 10.10.2019):
```
 pip install rl_coach
```

garage (🥉20 · ⭐ 590) - A toolkit for reproducible reinforcement learning research. MIT

GitHub (👨‍💻 57 · 🔀 100 · 📦 7 · 📋 510 - 18% open · ⏱️ 23.01.2020):
```
 git clone https://github.com/rlworkgroup/garage
```
PyPi (📥 450 / month · ⏱️ 09.12.2019):
```
 pip install garage
```

TensorTrade (🥉19 · ⭐ 1.1K · 🐣) - An open source reinforcement learning framework for training,.. Apache-2

GitHub (👨‍💻 27 · 🔀 240 · 📦 3 · 📋 92 - 38% open · ⏱️ 22.01.2020):
```
 git clone https://github.com/tensortrade-org/tensortrade
```
PyPi (📥 520 / month · 📦 1 · ⏱️ 11.11.2019):
```
 pip install tensortrade
```

ReAgent (🥉16 · ⭐ 2.4K) - A platform for Reasoning systems (Reinforcement Learning, Contextual Bandits,.. BSD-3

GitHub (👨‍💻 46 · 🔀 300 · 📋 69 - 23% open · ⏱️ 13.01.2020):
```
 git clone https://github.com/facebookresearch/ReAgent
```

PARL (🥉15 · ⭐ 570) - PARL A high-performance distributed training framework for Reinforcement Learning. Apache-2

GitHub (👨‍💻 11 · 🔀 150 · 📦 4 · 📋 41 - 21% open · ⏱️ 15.01.2020):
```
 git clone https://github.com/PaddlePaddle/PARL
```
PyPi (📥 120 / month · ⏱️ 16.12.2019):
```
 pip install parl
```

Show 1 hidden projects...

DeepMind Lab (🥉17 · ⭐ 6K) - A customisable 3D platform for agent-based AI research. ❗️GPL-2.0

GitHub (👨‍💻 7 · 🔀 1.2K · 📋 170 - 18% open · ⏱️ 07.01.2020):
```
 git clone https://github.com/deepmind/lab
```

Recommender Systems

Libraries for building and evaluating recommendation systems.

scikit-surprise (🥇28 · ⭐ 3.7K) - A Python scikit for building and analyzing recommender systems. BSD-3

GitHub (👨‍💻 30 · 🔀 710 · 📦 360 · 📋 290 - 10% open · ⏱️ 17.01.2020):
```
 git clone https://github.com/NicolasHug/Surprise
```
PyPi (📥 76K / month · 📦 16 · ⏱️ 13.09.2019):
```
 pip install scikit-surprise
```

lightfm (🥈25 · ⭐ 2.9K) - A Python implementation of LightFM, a hybrid recommendation algorithm. Apache-2

GitHub (👨‍💻 34 · 🔀 480 · 📦 180 · 📋 340 - 26% open · ⏱️ 19.11.2019):
```
 git clone https://github.com/lyst/lightfm
```
PyPi (📥 35K / month · 📦 27 · ⏱️ 26.05.2018):
```
 pip install lightfm
```

implicit (🥈25 · ⭐ 1.8K) - Fast Python Collaborative Filtering for Implicit Feedback Datasets. MIT

GitHub (👨‍💻 19 · 🔀 380 · 📦 150 · 📋 240 - 22% open · ⏱️ 02.01.2020):
```
 git clone https://github.com/benfred/implicit
```
PyPi (📥 52K / month · 📦 16 · ⏱️ 23.10.2019):
```
 pip install implicit
```

TensorFlow Ranking (🥈21 · ⭐ 1.5K) - Learning to Rank in TensorFlow. Apache-2

GitHub (👨‍💻 16 · 🔀 260 · 📋 140 - 8% open · ⏱️ 17.01.2020):
```
 git clone https://github.com/tensorflow/ranking
```
PyPi (📥 14K / month · 📦 1 · ⏱️ 17.01.2020):
```
 pip install tensorflow_ranking
```

Recommenders (🥉19 · ⭐ 6.9K) - Best Practices on Recommendation Systems. MIT

GitHub (👨‍💻 56 · 🔀 940 · 📦 1 · 📋 430 - 19% open · ⏱️ 17.01.2020):
```
 git clone https://github.com/microsoft/recommenders
```

tensorrec (🥉19 · ⭐ 1K) - A TensorFlow recommendation algorithm and framework in Python. Apache-2

GitHub (👨‍💻 7 · 🔀 180 · 📦 14 · 📋 120 - 23% open · ⏱️ 30.09.2019):
```
 git clone https://github.com/jfkirk/tensorrec
```
PyPi (📥 610 / month · 📦 1 · ⏱️ 02.04.2019):
```
 pip install tensorrec
```

Spotlight (🥉17 · ⭐ 2K) - Deep recommender models using PyTorch. MIT

GitHub (👨‍💻 9 · 🔀 300 · 📋 100 - 56% open · ⏱️ 08.09.2019):
```
 git clone https://github.com/maciejkula/spotlight
```
Conda:
```
 conda install -c maciejkula spotlight
```

Case Recommender (🥉17 · ⭐ 220) - Case Recommender: A Flexible and Extensible Python Framework for.. MIT

GitHub (👨‍💻 9 · 🔀 47 · 📦 1 · 📋 22 - 31% open · ⏱️ 20.08.2019):
```
 git clone https://github.com/caserec/CaseRecommender
```
PyPi (📥 390 / month · ⏱️ 20.08.2019):
```
 pip install caserecommender
```

OpenRec (🥉16 · ⭐ 290) - OpenRec is an open-source and modular library for neural network-inspired.. Apache-2

GitHub (👨‍💻 8 · 🔀 70 · 📦 1 · 📋 12 - 25% open · ⏱️ 11.09.2019):
```
 git clone https://github.com/ylongqi/openrec
```
PyPi (📥 71 / month · 📦 1 · ⏱️ 13.11.2018):
```
 pip install openrec
```

Show 1 hidden projects...

recmetrics (🥉17 · ⭐ 120) - A library of metrics for evaluating recommender systems. MIT

GitHub (👨‍💻 7 · 🔀 25 · 📦 6 · 📋 8 - 75% open · ⏱️ 19.10.2019):
```
 git clone https://github.com/statisticianinstilettos/recmetrics
```
PyPi (📥 890 / month · ⏱️ 10.02.2019):
```
 pip install recmetrics
```

Privacy Machine Learning

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

PySyft (🥇25 · ⭐ 4.6K) - A library for encrypted, privacy preserving machine learning. Apache-2

GitHub (👨‍💻 250 · 🔀 1K · 📦 26 · 📋 1.5K - 14% open · ⏱️ 22.01.2020):
```
 git clone https://github.com/OpenMined/PySyft
```
PyPi (📥 2.1K / month · 📦 3 · ⏱️ 21.01.2020):
```
 pip install syft
```

TensorFlow Privacy (🥈21 · ⭐ 990) - Library for training machine learning models with privacy for.. Apache-2

GitHub (👨‍💻 22 · 🔀 170 · 📥 7 · 📋 70 - 17% open · ⏱️ 15.01.2020):
```
 git clone https://github.com/tensorflow/privacy
```
PyPi (📥 2.6K / month · ⏱️ 31.10.2019):
```
 pip install tensorflow-privacy
```

TFEncrypted (🥈21 · ⭐ 590) - A Framework for Machine Learning on Encrypted Data. Apache-2

GitHub (👨‍💻 26 · 🔀 87 · 📦 20 · 📋 340 - 42% open · ⏱️ 21.01.2020):
```
 git clone https://github.com/tf-encrypted/tf-encrypted
```
PyPi (📥 590 / month · 📦 3 · ⏱️ 21.10.2019):
```
 pip install tf-encrypted
```

CrypTen (🥉11 · ⭐ 420 · 🐣) - A framework for Privacy Preserving Machine Learning. MIT

GitHub (👨‍💻 11 · 🔀 56 · 📋 9 - 33% open · ⏱️ 16.01.2020):
```
 git clone https://github.com/facebookresearch/CrypTen
```

Workflow & Experiment Tracking

Libraries to organize, track, and visualize machine learning experiments.

Tensorboard (🥇36 · ⭐ 4.4K) - TensorFlow's Visualization Toolkit. Apache-2

GitHub (👨‍💻 210 · 🔀 1.1K · 📦 20K · 📋 1.2K - 39% open · ⏱️ 23.01.2020):
```
 git clone https://github.com/tensorflow/tensorboard
```
PyPi (📥 5.4M / month · 📦 3.6K · ⏱️ 05.12.2019):
```
 pip install tensorboard
```

mlflow (🥇32 · ⭐ 5.8K) - Open source platform for the machine learning lifecycle. Apache-2

GitHub (👨‍💻 170 · 🔀 1.2K · 📦 450 · 📋 980 - 36% open · ⏱️ 22.01.2020):
```
 git clone https://github.com/mlflow/mlflow
```
PyPi (📥 1M / month · 📦 150 · ⏱️ 20.12.2019):
```
 pip install mlflow
```

tensorboardX (🥇29 · ⭐ 6K) - tensorboard for pytorch (and chainer, mxnet, numpy, ...). MIT

GitHub (👨‍💻 58 · 🔀 650 · 📥 190 · 📦 3.9K · 📋 370 - 16% open · ⏱️ 31.12.2019):
```
 git clone https://github.com/lanpa/tensorboardX
```
PyPi (📥 170K / month · 📦 1.3K · ⏱️ 31.12.2019):
```
 pip install tensorboardX
```

sacred (🥈28 · ⭐ 2.6K) - Sacred is a tool to help you configure, organize, log and reproduce experiments.. MIT

GitHub (👨‍💻 79 · 🔀 270 · 📦 360 · 📋 440 - 22% open · ⏱️ 16.12.2019):
```
 git clone https://github.com/IDSIA/sacred
```
PyPi (📥 14K / month · 📦 150 · ⏱️ 27.11.2019):
```
 pip install sacred
```

DVC (🥈27 · ⭐ 4.4K) - Data Version Control | Git for Data & Models. Apache-2

GitHub (👨‍💻 120 · 🔀 390 · 📥 15K · 📦 190 · 📋 1.7K - 20% open · ⏱️ 23.01.2020):
```
 git clone https://github.com/iterative/dvc
```
Conda:
```
 conda install -c conda-forge dvc
```

kaggle (🥈27 · ⭐ 3K) - Official Kaggle API. Apache-2

GitHub (👨‍💻 30 · 🔀 610 · 📦 2K · 📋 190 - 50% open · ⏱️ 19.09.2019):
```
 git clone https://github.com/Kaggle/kaggle-api
```
PyPi (📥 30K / month · 📦 400 · ⏱️ 19.09.2019):
```
 pip install kaggle
```

SageMaker SDK (🥈27 · ⭐ 960) - A library for training and deploying machine learning models on.. Apache-2

GitHub (👨‍💻 110 · 🔀 390 · 📦 190 · 📋 440 - 24% open · ⏱️ 20.01.2020):
```
 git clone https://github.com/aws/sagemaker-python-sdk
```
PyPi (📥 110K / month · 📦 28 · ⏱️ 20.01.2020):
```
 pip install sagemaker
```

AzureML SDK (🥈26 · ⭐ 1.3K) - Python notebooks with ML and deep learning examples with Azure Machine Learning.. MIT

GitHub (👨‍💻 43 · 🔀 830 · 📥 190 · 📋 530 - 41% open · ⏱️ 22.01.2020):
```
 git clone https://github.com/Azure/MachineLearningNotebooks
```
PyPi (📥 180K / month · 📦 30 · ⏱️ 21.01.2020):
```
 pip install azureml-sdk
```

Catalyst (🥈25 · ⭐ 1.4K) - Accelerated DL & RL. Apache-2

GitHub (👨‍💻 50 · 🔀 170 · 📦 76 · 📋 160 - 26% open · ⏱️ 22.01.2020):
```
 git clone https://github.com/catalyst-team/catalyst
```
PyPi (📥 6.8K / month · 📦 19 · ⏱️ 18.01.2020):
```
 pip install catalyst
```

TensorWatch (🥉22 · ⭐ 2.6K) - Debugging, monitoring and visualization for Python Machine Learning and Data.. MIT

GitHub (👨‍💻 10 · 🔀 250 · 📦 18 · 📋 47 - 72% open · ⏱️ 10.01.2020):
```
 git clone https://github.com/microsoft/tensorwatch
```
PyPi (📥 1.2K / month · 📦 4 · ⏱️ 14.11.2019):
```
 pip install tensorwatch
```

TRAINS (🥉22 · ⭐ 1.1K) - TRAINS - Auto-Magical Experiment Manager & Version Control for AI - NOW WITH.. Apache-2

GitHub (👨‍💻 8 · 🔀 140 · 📥 30 · 📦 6 · 📋 76 - 35% open · ⏱️ 22.01.2020):
```
 git clone https://github.com/allegroai/trains
```
PyPi (📥 94K / month · ⏱️ 22.01.2020):
```
 pip install trains
```
Dockerhub (📥 26K · ⏱️ 07.01.2020):
```
 docker pull allegroai/trains
```

Metaflow (🥉21 · ⭐ 2.8K · 🐣) - Build and manage real-life data science projects with ease. Apache-2

GitHub (👨‍💻 8 · 🔀 180 · 📦 17 · 📋 79 - 55% open · ⏱️ 19.12.2019):
```
 git clone https://github.com/Netflix/metaflow
```
PyPi (📥 2.3K / month · ⏱️ 03.12.2019):
```
 pip install metaflow
```

TNT (🥉21 · ⭐ 1.1K) - Simple tools for logging and visualizing, loading and training. BSD-3

GitHub (👨‍💻 34 · 🔀 150 · 📦 230 · 📋 58 - 43% open · ⏱️ 15.01.2020):
```
 git clone https://github.com/pytorch/tnt
```
PyPi (📥 75 / month · 📦 1 · ⏱️ 01.12.2016):
```
 pip install tnt
```

knockknock (🥉20 · ⭐ 1.2K) - Knock Knock: Get notified when your training ends with only two additional lines.. MIT

GitHub (👨‍💻 13 · 🔀 92 · 📦 7 · 📋 19 - 26% open · ⏱️ 06.01.2020):
```
 git clone https://github.com/huggingface/knockknock
```
PyPi (📥 810 / month · 📦 3 · ⏱️ 03.12.2019):
```
 pip install knockknock
```

MXBoard (🥉20 · ⭐ 310) - Logging MXNet data for visualization in TensorBoard. Apache-2

GitHub (👨‍💻 8 · 🔀 46 · 📦 37 · 📋 29 - 51% open · ⏱️ 25.11.2019):
```
 git clone https://github.com/awslabs/mxboard
```
PyPi (📥 9.1K / month · 📦 1 · ⏱️ 22.05.2018):
```
 pip install mxboard
```

Guild AI (🥉20 · ⭐ 240) - Open source experiment tracking and optimization for machine learning. Apache-2

GitHub (👨‍💻 9 · 🔀 19 · 📦 6 · 📋 100 - 49% open · ⏱️ 20.01.2020):
```
 git clone https://github.com/guildai/guildai
```
PyPi (📥 1.3K / month · ⏱️ 31.12.2019):
```
 pip install guildai
```

VisualDL (🥉18 · ⭐ 2.4K) - A platform to visualize the deep learning process and result. Apache-2

GitHub (👨‍💻 17 · 🔀 360 · 📦 20 · 📋 250 - 25% open · ⏱️ 02.07.2019):
```
 git clone https://github.com/PaddlePaddle/VisualDL
```
PyPi (📥 350 / month · 📦 1 · ⏱️ 23.02.2019):
```
 pip install visualdl
```

TensorBoard Logger (🥉18 · ⭐ 600) - Log TensorBoard events without touching TensorFlow. MIT

GitHub (👨‍💻 5 · 🔀 48 · 📋 23 - 39% open · ⏱️ 21.10.2019):
```
 git clone https://github.com/TeamHG-Memex/tensorboard_logger
```
PyPi (📥 3.1K / month · 📦 42 · ⏱️ 08.02.2018):
```
 pip install tensorboard_logger
```

datmo (🥉18 · ⭐ 310) - Open source production model management tool for data scientists. MIT

GitHub (👨‍💻 5 · 🔀 25 · 📦 5 · 📋 190 - 21% open · ⏱️ 29.11.2019):
```
 git clone https://github.com/datmo/datmo
```
PyPi (📥 190 / month · ⏱️ 07.12.2018):
```
 pip install datmo
```

Studio.ml (🥉17 · ⭐ 340) - Studio: Simplify and expedite model building process. Apache-2

GitHub (👨‍💻 19 · 🔀 44 · 📦 2 · 📋 210 - 25% open · ⏱️ 02.08.2019):
```
 git clone https://github.com/studioml/studio
```
PyPi (📥 500 / month · ⏱️ 29.06.2019):
```
 pip install studioml
```

Show 3 hidden projects...

SKLL (🥉20 · ⭐ 500) - SciKit-Learn Laboratory (SKLL) makes it easy to run machine learning.. ❗️BSD-1-Clause

GitHub (👨‍💻 32 · 🔀 61 · 📥 4 · 📦 27 · 📋 340 - 11% open · ⏱️ 30.10.2019):
```
 git clone https://github.com/EducationalTestingService/skll
```
PyPi (📥 280 / month · 📦 17 · ⏱️ 24.10.2019):
```
 pip install skll
```

steppy (🥉15 · ⭐ 110 · 💀) - Lightweight, Python library for fast and reproducible experimentation. MIT

GitHub (👨‍💻 5 · 🔀 29 · 📦 30 · 📋 66 - 24% open · ⏱️ 23.11.2018):
```
 git clone https://github.com/neptune-ml/steppy
```
PyPi (📥 140 / month · 📦 3 · ⏱️ 23.11.2018):
```
 pip install steppy
```

ModelChimp (🥉14 · ⭐ 120) - Experiment tracking for machine and deep learning projects. BSD-2

GitHub (👨‍💻 2 · 🔀 11 · 📋 14 - 28% open · ⏱️ 06.12.2019):
```
 git clone https://github.com/ModelChimp/modelchimp
```
PyPi (📥 190 / month · ⏱️ 09.04.2019):
```
 pip install modelchimp
```

Dockerhub (📥 620 · ⏱️ 09.04.2019):

 docker pull modelchimp/modelchimp-server

Model Serialization & Conversion

Libraries to serialize models to files, convert between a variety of model formats, and optimize models for deployment.

onnx (🥇32 · ⭐ 7.8K) - Open Neural Network Exchange. MIT

GitHub (👨‍💻 160 · 🔀 1.2K · 📥 1.3K · 📦 800 · 📋 1.1K - 39% open · ⏱️ 17.01.2020):
```
 git clone https://github.com/onnx/onnx
```
PyPi (📥 170K / month · 📦 150 · ⏱️ 28.09.2019):
```
 pip install onnx
```

Core ML Tools (🥈27 · ⭐ 1.6K) - Core ML Community Tools. BSD-3

GitHub (👨‍💻 65 · 🔀 230 · 📥 420 · 📦 260 · 📋 330 - 42% open · ⏱️ 23.01.2020):
```
 git clone https://github.com/apple/coremltools
```
PyPi (📥 64K / month · 📦 130 · ⏱️ 16.01.2020):
```
 pip install coremltools
```

mmdnn (🥈23 · ⭐ 4.4K) - MMdnn is a set of tools to help users inter-operate among different deep learning.. MIT

GitHub (👨‍💻 81 · 🔀 820 · 📥 2.9K · 📦 22 · 📋 500 - 50% open · ⏱️ 06.01.2020):
```
 git clone https://github.com/Microsoft/MMdnn
```
PyPi (📥 1.1K / month · 📦 2 · ⏱️ 16.04.2019):
```
 pip install mmdnn
```

model-optimization (🥈23 · ⭐ 630) - A suite of tools that users, both novice and advanced, can use to.. Apache-2

GitHub (👨‍💻 20 · 🔀 120 · 📦 54 · 📋 69 - 53% open · ⏱️ 23.01.2020):
```
 git clone https://github.com/tensorflow/model-optimization
```
PyPi (📥 13K / month · 📦 3 · ⏱️ 18.12.2019):
```
 pip install tensorflow-model-optimization
```

pytorch2keras (🥉18 · ⭐ 460) - PyTorch to Keras model convertor. MIT

GitHub (👨‍💻 11 · 🔀 75 · 📦 8 · 📋 83 - 26% open · ⏱️ 14.01.2020):
```
 git clone https://github.com/nerox8664/pytorch2keras
```
PyPi (📥 350 / month · 📦 1 · ⏱️ 27.06.2019):
```
 pip install pytorch2keras
```

sklearn-porter (🥉17 · ⭐ 770) - Transpile trained scikit-learn estimators to C, Java, JavaScript and others. MIT

GitHub (👨‍💻 10 · 🔀 99 · 📋 52 - 50% open · ⏱️ 18.12.2019):
```
 git clone https://github.com/nok/sklearn-porter
```
PyPi (📥 400 / month · 📦 1 · ⏱️ 18.12.2019):
```
 pip install sklearn-porter
```

Model Interpretability

Libraries to visualize, explain, debug, evaluate, and interpret machine learning models.

shap (🥇29 · ⭐ 7.7K) - A game theoretic approach to explain the output of any machine learning model. MIT

GitHub (👨‍💻 100 · 🔀 1.1K · 📦 540 · 📋 830 - 55% open · ⏱️ 22.01.2020):
```
 git clone https://github.com/slundberg/shap
```
PyPi (📥 430K / month · 📦 140 · ⏱️ 27.12.2019):
```
 pip install shap
```

eli5 (🥇28 · ⭐ 1.8K) - A library for debugging/inspecting machine learning classifiers and explaining their.. MIT

GitHub (👨‍💻 14 · 🔀 250 · 📦 340 · 📋 210 - 51% open · ⏱️ 22.01.2020):
```
 git clone https://github.com/TeamHG-Memex/eli5
```
PyPi (📥 190K / month · 📦 96 · ⏱️ 29.08.2019):
```
 pip install eli5
```

Lime (🥇27 · ⭐ 7K) - Lime: Explaining the predictions of any machine learning classifier. BSD-2

GitHub (👨‍💻 47 · 🔀 1.1K · 📦 440 · 📋 340 - 7% open · ⏱️ 21.12.2019):
```
 git clone https://github.com/marcotcr/lime
```
PyPi (📥 130K / month · 📦 130 · ⏱️ 21.12.2019):
```
 pip install lime
```

Model Analysis (🥈26 · ⭐ 920) - Model analysis tools for TensorFlow. Apache-2

GitHub (👨‍💻 24 · 🔀 160 · 📋 23 - 34% open · ⏱️ 23.01.2020):
```
 git clone https://github.com/tensorflow/model-analysis
```
PyPi (📥 1.1M / month · 📦 10 · ⏱️ 21.01.2020):
```
 pip install tensorflow-model-analysis
```

yellowbrick (🥈25 · ⭐ 2.6K) - Visual analysis and diagnostic tools to facilitate machine learning.. Apache-2

GitHub (👨‍💻 89 · 🔀 400 · 📋 530 - 17% open · ⏱️ 14.01.2020):
```
 git clone https://github.com/DistrictDataLabs/yellowbrick
```
PyPi (📥 18K / month · 📦 14 · ⏱️ 06.10.2019):
```
 pip install yellowbrick
```

pyLDAvis (🥈25 · ⭐ 1.1K · 💤) - Python library for interactive topic model visualization. Port of the R.. BSD-3

GitHub (👨‍💻 25 · 🔀 250 · 📦 700 · 📋 130 - 58% open · ⏱️ 30.03.2019):
```
 git clone https://github.com/bmabey/pyLDAvis
```
PyPi (📥 33K / month · 📦 75 · ⏱️ 05.06.2018):
```
 pip install pyldavis
```

Lucid (🥈23 · ⭐ 3.4K) - A collection of infrastructure and tools for research in neural network.. Apache-2

GitHub (👨‍💻 29 · 🔀 450 · 📦 70 · 📋 140 - 40% open · ⏱️ 16.01.2020):
```
 git clone https://github.com/tensorflow/lucid
```
PyPi (📥 780 / month · 📦 6 · ⏱️ 20.12.2018):
```
 pip install lucid
```

keras-vis (🥈23 · ⭐ 2.5K · 💤) - Neural network visualization toolkit for keras. MIT

GitHub (👨‍💻 9 · 🔀 480 · 📦 200 · 📋 180 - 47% open · ⏱️ 26.06.2019):
```
 git clone https://github.com/raghakot/keras-vis
```
PyPi (📥 1.7K / month · 📦 11 · ⏱️ 06.07.2017):
```
 pip install keras-vis
```

InterpretML (🥈23 · ⭐ 2.3K) - Fit interpretable machine learning models. Explain blackbox machine learning. MIT

GitHub (👨‍💻 15 · 🔀 280 · 📦 25 · 📋 85 - 36% open · ⏱️ 14.01.2020):
```
 git clone https://github.com/interpretml/interpret
```
PyPi (📥 4.7K / month · 📦 2 · ⏱️ 12.12.2019):
```
 pip install interpret
```

Fairness 360 (🥉22 · ⭐ 820) - A comprehensive set of fairness metrics for datasets and machine learning.. Apache-2

GitHub (👨‍💻 27 · 🔀 230 · 📦 21 · 📋 45 - 35% open · ⏱️ 13.01.2020):
```
 git clone https://github.com/IBM/AIF360
```
PyPi (📥 860 / month · 📦 1 · ⏱️ 13.08.2019):
```
 pip install aif360
```

keract (🥉21 · ⭐ 680) - Activation Maps (Layers Outputs) and Gradients in Keras. MIT

GitHub (👨‍💻 9 · 🔀 140 · 📦 25 · 📋 44 - 4% open · ⏱️ 04.01.2020):
```
 git clone https://github.com/philipperemy/keract
```
PyPi (📥 1.1K / month · 📦 5 · ⏱️ 03.01.2020):
```
 pip install keract
```

TreeInterpreter (🥉20 · ⭐ 550 · 💤) - Package for interpreting scikit-learn's decision tree and random.. BSD-3

GitHub (👨‍💻 9 · 🔀 110 · 📦 62 · 📋 15 - 93% open · ⏱️ 31.05.2019):
```
 git clone https://github.com/andosa/treeinterpreter
```
PyPi (📥 42K / month · 📦 4 · ⏱️ 16.12.2018):
```
 pip install treeinterpreter
```

tf-explain (🥉20 · ⭐ 520 · 🐣) - Interpretability Methods for tf.keras models with Tensorflow 2.0. MIT

GitHub (👨‍💻 8 · 🔀 33 · 📦 10 · 📋 44 - 36% open · ⏱️ 09.01.2020):
```
 git clone https://github.com/sicara/tf-explain
```
PyPi (📥 1K / month · 📦 1 · ⏱️ 27.12.2019):
```
 pip install tf-explain
```

Captum (🥉19 · ⭐ 980 · 🐣) - Model interpretability and understanding for PyTorch. BSD-3

GitHub (👨‍💻 21 · 🔀 68 · 📦 6 · 📋 39 - 35% open · ⏱️ 16.01.2020):
```
 git clone https://github.com/pytorch/captum
```
PyPi (📥 790 / month · ⏱️ 09.10.2019):
```
 pip install captum
```

Alibi (🥉19 · ⭐ 420) - Algorithms for monitoring and explaining machine learning models. Apache-2

GitHub (👨‍💻 6 · 🔀 43 · 📦 17 · 📋 70 - 45% open · ⏱️ 05.12.2019):
```
 git clone https://github.com/SeldonIO/alibi
```
PyPi (📥 480 / month · 📦 5 · ⏱️ 01.10.2019):
```
 pip install alibi
```

iNNvestigate (🥉18 · ⭐ 500 · 💤) - A toolbox to iNNvestigate neural networks' predictions!. BSD-2

GitHub (👨‍💻 14 · 🔀 120 · 📦 13 · 📋 150 - 24% open · ⏱️ 02.06.2019):
```
 git clone https://github.com/albermax/innvestigate
```
PyPi (📥 720 / month · ⏱️ 19.03.2019):
```
 pip install innvestigate
```

Explainability 360 (🥉18 · ⭐ 450 · 🐣) - Interpretability and explainability of data and machine learning.. Apache-2

GitHub (👨‍💻 17 · 🔀 91 · 📦 1 · 📋 16 - 56% open · ⏱️ 22.01.2020):
```
 git clone https://github.com/IBM/AIX360
```
PyPi (📥 190 / month · 📦 1 · ⏱️ 09.12.2019):
```
 pip install aix360
```

sklearn-evaluation (🥉17 · ⭐ 280 · 💤) - scikit-learn model evaluation made easy: plots, tables and markdown.. MIT

GitHub (👨‍💻 3 · 🔀 23 · 📦 14 · 📋 30 - 16% open · ⏱️ 03.05.2019):
```
 git clone https://github.com/edublancas/sklearn-evaluation
```
PyPi (📥 280 / month · 📦 2 · ⏱️ 03.05.2019):
```
 pip install sklearn-evaluation
```

LOFO (🥉16 · ⭐ 160) - Leave One Feature Out Importance. MIT

GitHub (👨‍💻 3 · 🔀 16 · 📦 2 · 📋 8 - 12% open · ⏱️ 27.12.2019):
```
 git clone https://github.com/aerdem4/lofo-importance
```
PyPi (📥 280 / month · ⏱️ 27.12.2019):
```
 pip install lofo-importance
```

Anchor (🥉15 · ⭐ 510) - Code for High-Precision Model-Agnostic Explanations paper. BSD-2

GitHub (👨‍💻 7 · 🔀 67 · 📋 35 - 25% open · ⏱️ 21.12.2019):
```
 git clone https://github.com/marcotcr/anchor
```
PyPi (📥 340 / month · ⏱️ 30.04.2018):
```
 pip install anchor_exp
```

XAI (🥉13 · ⭐ 370) - XAI - An eXplainability toolbox for machine learning. MIT

GitHub (👨‍💻 2 · 🔀 45 · 📦 2 · 📋 3 - 66% open · ⏱️ 05.10.2019):
```
 git clone https://github.com/EthicalML/xai
```
PyPi (📥 110 / month · ⏱️ 13.01.2019):
```
 pip install xai
```

Show 3 hidden projects...

scikit-plot (🥈23 · ⭐ 1.8K · 💀) - An intuitive library to add plotting functionality to scikit-learn objects. MIT

GitHub (👨‍💻 13 · 🔀 210 · 📦 270 · 📋 52 - 26% open · ⏱️ 19.08.2018):
```
 git clone https://github.com/reiinakano/scikit-plot
```
PyPi (📥 18K / month · 📦 5 · ⏱️ 19.08.2018):
```
 pip install scikit-plot
```

Skater (🥉17 · ⭐ 880) - Python Library for Model Interpretation/Explanations. ❗️UPL-1.0

GitHub (👨‍💻 30 · 🔀 140 · 📋 150 - 37% open · ⏱️ 30.07.2019):
```
 git clone https://github.com/oracle/Skater
```
PyPi (📥 730 / month · ⏱️ 21.09.2018):
```
 pip install skater
```

Attribution Priors (🥉12 · ⭐ 51) - Tools for training explainable models using attribution priors. MIT

GitHub (👨‍💻 5 · 🔀 2 · 📋 2 - 50% open · ⏱️ 02.11.2019):
```
 git clone https://github.com/suinleelab/attributionpriors
```
PyPi (📥 97 / month · ⏱️ 31.10.2019):
```
 pip install attributionpriors
```

Vector Similarity Search (ANN)

Libraries for Approximate Nearest Neighbor Search and Vector Indexing/Similarity Search. For an awesome comparison, refer to this benchmark.

Annoy (🥇29 · ⭐ 6.5K) - Approximate Nearest Neighbors in C++/Python optimized for memory usage and.. Apache-2

GitHub (👨‍💻 59 · 🔀 710 · 📦 900 · 📋 230 - 7% open · ⏱️ 26.12.2019):
```
 git clone https://github.com/spotify/annoy
```
PyPi (📥 75K / month · 📦 360 · ⏱️ 26.12.2019):
```
 pip install annoy
```

Faiss (🥈27 · ⭐ 8.8K) - A library for efficient similarity search and clustering of dense vectors. MIT

GitHub (👨‍💻 52 · 🔀 1.6K · 📦 94 · 📋 950 - 7% open · ⏱️ 20.01.2020):
```
 git clone https://github.com/facebookresearch/faiss
```
PyPi (📥 8.1K / month · 📦 14 · ⏱️ 16.04.2019):
```
 pip install faiss
```

NMSLIB (🥈27 · ⭐ 1.8K) - Non-Metric Space Library (NMSLIB): An efficient similarity search library and a.. Apache-2

GitHub (👨‍💻 33 · 🔀 280 · 📦 110 · 📋 330 - 22% open · ⏱️ 10.01.2020):
```
 git clone https://github.com/nmslib/nmslib
```
PyPi (📥 21K / month · 📦 42 · ⏱️ 07.11.2019):
```
 pip install nmslib
```

hnswlib (🥉20 · ⭐ 730) - Header-only C++/python library for fast approximate nearest neighbors. Apache-2

GitHub (👨‍💻 25 · 🔀 140 · 📋 130 - 36% open · ⏱️ 09.01.2020):
```
 git clone https://github.com/nmslib/hnswlib
```
PyPi (📥 2K / month · 📦 2 · ⏱️ 16.12.2019):
```
 pip install hnswlib
```

PyNNDescent (🥉20 · ⭐ 200) - A Python nearest neighbor descent for approximate nearest neighbors. BSD-2

GitHub (👨‍💻 9 · 🔀 30 · 📋 39 - 51% open · ⏱️ 21.01.2020):
```
 git clone https://github.com/lmcinnes/pynndescent
```
PyPi (📥 4.2K / month · 📦 3 · ⏱️ 12.01.2020):
```
 pip install pynndescent
```

Show 3 hidden projects...

Magnitude (🥉21 · ⭐ 1.2K · 💀) - A fast, efficient universal vector embedding utility package. MIT

GitHub (👨‍💻 4 · 🔀 81 · 📦 79 · 📋 63 - 28% open · ⏱️ 28.11.2018):
```
 git clone https://github.com/plasticityai/magnitude
```
PyPi (📥 2.4K / month · 📦 2 · ⏱️ 28.11.2018):
```
 pip install pymagnitude
```

NearPy (🥉21 · ⭐ 610 · 💀) - Python framework for fast (approximated) nearest neighbour search in large, high-.. MIT

GitHub (👨‍💻 18 · 🔀 120 · 📦 37 · 📋 56 - 33% open · ⏱️ 21.10.2018):
```
 git clone https://github.com/pixelogik/NearPy
```
PyPi (📥 1.1K / month · 📦 15 · ⏱️ 27.09.2016):
```
 pip install NearPy
```

PySparNN (🥉11 · ⭐ 790 · 💀) - Approximate Nearest Neighbor Search for Sparse Data in Python!. BSD-3

GitHub (👨‍💻 5 · 🔀 130 · 📋 22 - 40% open · ⏱️ 31.01.2018):
```
 git clone https://github.com/facebookresearch/pysparnn
```

Probabilistic Methods

Libraries providing capabilities for probabilistic programming/reasoning, bayesian inference, and gaussian processes.

PyMC3 (🥇30 · ⭐ 4.8K) - Probabilistic Programming in Python: Bayesian Modeling and Probabilistic Machine.. Apache-2

GitHub (👨‍💻 270 · 🔀 1.1K · 📥 51 · 📦 860 · 📋 1.9K - 6% open · ⏱️ 23.01.2020):
```
 git clone https://github.com/pymc-devs/pymc3
```
PyPi (📥 54K / month · 📦 140 · ⏱️ 30.11.2019):
```
 pip install pymc3
```

tensorflow-probability (🥇30 · ⭐ 2.6K) - Probabilistic reasoning and statistical analysis in TensorFlow. Apache-2

GitHub (👨‍💻 110 · 🔀 660 · 📦 1K · 📋 600 - 48% open · ⏱️ 23.01.2020):
```
 git clone https://github.com/tensorflow/probability
```
PyPi (📥 97K / month · 📦 250 · ⏱️ 10.01.2020):
```
 pip install tensorflow-probability
```

Pyro (🥈28 · ⭐ 5.9K) - Deep universal probabilistic programming with Python and PyTorch. Apache-2

GitHub (👨‍💻 82 · 🔀 690 · 📦 160 · 📋 700 - 12% open · ⏱️ 23.01.2020):
```
 git clone https://github.com/pyro-ppl/pyro
```
PyPi (📥 9.1K / month · 📦 36 · ⏱️ 23.01.2020):
```
 pip install pyro-ppl
```

pomegranate (🥈27 · ⭐ 2.2K) - Fast, flexible and easy to use probabilistic modelling in Python. MIT

GitHub (👨‍💻 46 · 🔀 390 · 📦 170 · 📋 450 - 8% open · ⏱️ 12.01.2020):
```
 git clone https://github.com/jmschrei/pomegranate
```
PyPi (📥 37K / month · 📦 27 · ⏱️ 08.12.2019):
```
 pip install pomegranate
```
Conda (⏱️ 25.09.2019):
```
 conda install -c anaconda pomegranate
```

GPyTorch (🥈26 · ⭐ 1.8K) - A highly efficient and modular implementation of Gaussian Processes in PyTorch. MIT

GitHub (👨‍💻 46 · 🔀 230 · 📦 42 · 📋 540 - 17% open · ⏱️ 14.01.2020):
```
 git clone https://github.com/cornellius-gp/gpytorch
```
PyPi (📥 4.7K / month · 📦 4 · ⏱️ 14.01.2020):
```
 pip install gpytorch
```

GPflow (🥈26 · ⭐ 1.1K) - Gaussian processes in TensorFlow. Apache-2

GitHub (👨‍💻 47 · 🔀 320 · 📦 110 · 📋 550 - 13% open · ⏱️ 22.01.2020):
```
 git clone https://github.com/GPflow/GPflow
```
PyPi (📥 4.1K / month · 📦 13 · ⏱️ 14.11.2019):
```
 pip install gpflow
```

pgmpy (🥉23 · ⭐ 1.3K) - Python Library for Probabilistic Graphical Models. MIT

GitHub (👨‍💻 73 · 🔀 470 · 📦 81 · 📋 640 - 37% open · ⏱️ 22.01.2020):
```
 git clone https://github.com/pgmpy/pgmpy
```
PyPi (📥 7.9K / month · 📦 6 · ⏱️ 22.01.2020):
```
 pip install pgmpy
```

pyhsmm (🥉19 · ⭐ 440) - Bayesian inference in HSMMs and HMMs. MIT

GitHub (👨‍💻 13 · 🔀 140 · 📦 13 · 📋 85 - 30% open · ⏱️ 31.07.2019):
```
 git clone https://github.com/mattjj/pyhsmm
```
PyPi (📥 130 / month · 📦 4 · ⏱️ 10.05.2017):
```
 pip install pyhsmm
```

ZhuSuan (🥉15 · ⭐ 1.8K) - A library for Bayesian deep learning, generative models, based on Tensorflow. MIT

GitHub (👨‍💻 20 · 🔀 330 · 📋 60 - 13% open · ⏱️ 05.08.2019):
```
 git clone https://github.com/thu-ml/zhusuan
```

Show 3 hidden projects...

PyStan (🥈26 · ⭐ 760) - PyStan, the Python interface to Stan. ❗️GPL-3.0

GitHub (👨‍💻 48 · 🔀 170 · 📥 67 · 📦 1K · 📋 450 - 9% open · ⏱️ 17.12.2019):
```
 git clone https://github.com/stan-dev/pystan
```
PyPi (📥 570K / month · 📦 270 · ⏱️ 27.10.2019):
```
 pip install pystan
```

Edward (🥉24 · ⭐ 4.4K · 💀) - A probabilistic programming language in TensorFlow. Deep generative.. Apache-2

GitHub (👨‍💻 87 · 🔀 770 · 📥 8 · 📦 140 · 📋 540 - 39% open · ⏱️ 25.07.2018):
```
 git clone https://github.com/blei-lab/edward
```
PyPi (📥 2.4K / month · 📦 37 · ⏱️ 22.01.2018):
```
 pip install edward
```

Funsor (🥉15 · ⭐ 110) - Functional tensors for probabilistic programming. Apache-2

GitHub (👨‍💻 6 · 🔀 8 · 📋 77 - 45% open · ⏱️ 12.01.2020):
```
 git clone https://github.com/pyro-ppl/funsor
```
PyPi (📥 50 / month · ⏱️ 23.10.2019):
```
 pip install funsor
```

Adversarial Robustness

Libraries for testing the robustness of machine learning models against attacks with adversarial/malicious examples.

Foolbox (🥇25 · ⭐ 1.3K) - Python toolbox to create adversarial examples that fool neural networks in PyTorch,.. MIT

GitHub (👨‍💻 24 · 🔀 240 · 📦 84 · 📋 240 - 9% open · ⏱️ 10.01.2020):
```
 git clone https://github.com/bethgelab/foolbox
```
PyPi (📥 1.3K / month · 📦 16 · ⏱️ 04.11.2019):
```
 pip install foolbox
```

ART (🥇25 · ⭐ 1.2K) - Python library for adversarial machine learning (evasion, extraction, poisoning,.. MIT

GitHub (👨‍💻 35 · 🔀 310 · 📦 19 · 📋 140 - 16% open · ⏱️ 17.01.2020):
```
 git clone https://github.com/IBM/adversarial-robustness-toolbox
```

PyPi (📥 1.3K / month · ⏱️ 08.01.2020):

 pip install adversarial-robustness-toolbox

CleverHans (🥈24 · ⭐ 4.4K) - An adversarial example library for constructing attacks, building defenses,.. MIT

GitHub (👨‍💻 100 · 🔀 1K · 📦 91 · 📋 400 - 9% open · ⏱️ 04.12.2019):
```
 git clone https://github.com/tensorflow/cleverhans
```
PyPi (📥 1K / month · 📦 3 · ⏱️ 27.11.2018):
```
 pip install cleverhans
```

AdvBox (🥉17 · ⭐ 790) - Advbox is a toolbox to generate adversarial examples that fool neural networks in.. Apache-2

GitHub (👨‍💻 15 · 🔀 170 · ⏱️ 17.01.2020):
```
 git clone https://github.com/advboxes/AdvBox
```
PyPi (📥 54 / month · ⏱️ 05.12.2018):
```
 pip install advbox
```

Show 2 hidden projects...

advertorch (🥉19 · ⭐ 490) - A Toolbox for Adversarial Robustness Research. ❗️GPL-3.0

GitHub (👨‍💻 13 · 🔀 63 · 📦 7 · 📋 24 - 12% open · ⏱️ 10.12.2019):
```
 git clone https://github.com/BorealisAI/advertorch
```
PyPi (📥 380 / month · 📦 3 · ⏱️ 05.12.2019):
```
 pip install advertorch
```

Adversary (🥉14 · ⭐ 310 · 💀) - Tool to generate adversarial text examples and test machine learning models.. MIT

GitHub (👨‍💻 5 · 🔀 43 · 📦 4 · ⏱️ 29.08.2018):
```
 git clone https://github.com/airbnb/artificial-adversary
```
PyPi (📥 53 / month · ⏱️ 29.08.2018):
```
 pip install Adversary
```

GPU Utilities

Libraries that require and make use of CUDA/GPU system capabilities to optimize data handling and machine learning tasks.

CuPy (🥇30 · ⭐ 3.9K) - NumPy-like API accelerated with CUDA. MIT

GitHub (👨‍💻 220 · 🔀 330 · 📋 800 - 41% open · ⏱️ 23.01.2020):
```
 git clone https://github.com/cupy/cupy
```
PyPi (📥 9.2K / month · 📦 190 · ⏱️ 22.01.2020):
```
 pip install cupy
```
Dockerhub (📥 44K · ⭐ 5 · ⏱️ 23.01.2020):
```
 docker pull cupy/cupy
```

jax (🥇27 · ⭐ 6.3K) - Composable transformations of Python+NumPy programs: differentiate, vectorize, JIT.. Apache-2

GitHub (👨‍💻 110 · 🔀 450 · 📦 130 · 📋 880 - 36% open · ⏱️ 23.01.2020):
```
 git clone https://github.com/google/jax
```
PyPi (📥 11K / month · 📦 46 · ⏱️ 04.01.2020):
```
 pip install jax
```

PyCUDA (🥇27 · ⭐ 880) - CUDA integration for Python, plus shiny features. MIT

GitHub (👨‍💻 63 · 🔀 190 · 📦 380 · 📋 140 - 27% open · ⏱️ 30.11.2019):
```
 git clone https://github.com/inducer/pycuda
```
PyPi (📥 15K / month · 📦 260 · ⏱️ 12.08.2019):
```
 pip install pycuda
```

cuDF (🥈24 · ⭐ 2.4K) - cuDF - GPU DataFrame Library. Apache-2

GitHub (👨‍💻 150 · 🔀 330 · 📦 26 · 📋 1.9K - 25% open · ⏱️ 23.01.2020):
```
 git clone https://github.com/rapidsai/cudf
```
PyPi (📥 380 / month · ⏱️ 05.02.2019):
```
 pip install cudf
```

cuML (🥈22 · ⭐ 1K) - cuML - RAPIDS Machine Learning Library. Apache-2

GitHub (👨‍💻 76 · 🔀 160 · 📦 10 · 📋 660 - 53% open · ⏱️ 22.01.2020):
```
 git clone https://github.com/rapidsai/cuml
```
PyPi (📥 170 / month · ⏱️ 11.04.2019):
```
 pip install cuml
```

scikit-cuda (🥈22 · ⭐ 730) - Python interface to GPU-powered libraries. BSD-3

GitHub (👨‍💻 43 · 🔀 140 · 📦 75 · 📋 180 - 14% open · ⏱️ 23.01.2020):
```
 git clone https://github.com/lebedov/scikit-cuda
```
PyPi (📥 1.1K / month · 📦 31 · ⏱️ 27.05.2019):
```
 pip install scikit-cuda
```

ArrayFire (🥈21 · ⭐ 2.9K) - ArrayFire: a general purpose GPU library. BSD-3

GitHub (👨‍💻 71 · 🔀 410 · 📋 1.3K - 19% open · ⏱️ 22.01.2020):
```
 git clone https://github.com/arrayfire/arrayfire
```
PyPi (📥 790 / month · 📦 2 · ⏱️ 18.10.2018):
```
 pip install arrayfire
```

Apex (🥉19 · ⭐ 3.3K) - A PyTorch Extension: Tools for easy mixed precision and distributed training in.. BSD-3

GitHub (👨‍💻 52 · 🔀 390 · 📦 110 · 📋 520 - 46% open · ⏱️ 21.01.2020):
```
 git clone https://github.com/NVIDIA/apex
```

Conda:

 conda install -c conda-forge nvidia-apex

DALI (🥉18 · ⭐ 2.3K) - A library containing both highly optimized building blocks and an execution engine.. Apache-2

GitHub (👨‍💻 41 · 🔀 270 · 📋 490 - 29% open · ⏱️ 23.01.2020):
```
 git clone https://github.com/NVIDIA/DALI
```

SpeedTorch (🥉18 · ⭐ 530 · 🐣) - Library for faster pinned CPU - GPU transfer in Pytorch. MIT

GitHub (👨‍💻 3 · 🔀 32 · 📦 2 · 📋 4 - 75% open · ⏱️ 06.01.2020):
```
 git clone https://github.com/Santosh-Gupta/SpeedTorch
```
PyPi (📥 280 / month · 📦 2 · ⏱️ 06.01.2020):
```
 pip install SpeedTorch
```

cuGraph (🥉18 · ⭐ 320) - cuGraph - RAPIDS Graph Analytics Library. Apache-2

GitHub (👨‍💻 37 · 🔀 59 · 📦 6 · 📋 320 - 28% open · ⏱️ 22.01.2020):
```
 git clone https://github.com/rapidsai/cugraph
```
PyPi (📥 30 / month · ⏱️ 04.04.2019):
```
 pip install cugraph
```

BlazingSQL (🥉16 · ⭐ 1.1K) - BlazingSQL is a lightweight, GPU accelerated, SQL engine for Python. Built.. Apache-2

GitHub (👨‍💻 16 · 🔀 96 · 📋 91 - 46% open · ⏱️ 22.01.2020):
```
 git clone https://github.com/BlazingDB/blazingsql
```

Conda:

 conda install -c blazingsql blazingsql-protocol

cuSignal (🥉11 · ⭐ 210 · 🐣) - GPU accelerated signal processing. Apache-2

GitHub (👨‍💻 6 · 🔀 19 · 📋 9 - 77% open · ⏱️ 10.01.2020):
```
 git clone https://github.com/rapidsai/cusignal
```

Show 3 hidden projects...

py3nvml (🥉20 · ⭐ 130) - Python 3 Bindings for NVML library. Get NVIDIA GPU status inside your program. BSD-3

GitHub (👨‍💻 5 · 🔀 17 · 📦 71 · 📋 9 - 11% open · ⏱️ 11.10.2019):
```
 git clone https://github.com/fbcotter/py3nvml
```
PyPi (📥 99K / month · 📦 5 · ⏱️ 04.03.2019):
```
 pip install py3nvml
```

nvidia-ml-py3 (🥉16 · ⭐ 40 · 💤) - Python 3 Bindings for the NVIDIA Management Library. BSD-3

GitHub (👨‍💻 2 · 🔀 9 · 📦 800 · ⏱️ 06.03.2019):
```
 git clone https://github.com/nicolargo/nvidia-ml-py3
```
PyPi (📥 150K / month · 📦 12 · ⏱️ 03.06.2017):
```
 pip install nvidia-ml-py3
```

ipyexperiments (🥉13 · ⭐ 97 · 💤) - jupyter/ipython experiment containers for GPU and general RAM re-use. Apache-2

GitHub (👨‍💻 3 · 🔀 7 · 📦 1 · ⏱️ 12.03.2019):
```
 git clone https://github.com/stas00/ipyexperiments
```
PyPi (📥 430 / month · ⏱️ 12.03.2019):
```
 pip install ipyexperiments
```

Tensorflow Utilities

Libraries that extend TensorFlow with general-purpose capabilities.

tensor2tensor (🥇31 · ⭐ 9.5K) - Library of deep learning models and datasets designed to make deep.. Apache-2

GitHub (👨‍💻 220 · 🔀 2.4K · 📦 440 · 📋 1.1K - 43% open · ⏱️ 20.01.2020):
```
 git clone https://github.com/tensorflow/tensor2tensor
```
PyPi (📥 23K / month · 📦 82 · ⏱️ 11.01.2020):
```
 pip install tensor2tensor
```

tensorflow-hub (🥈29 · ⭐ 2.1K) - A library for transfer learning by reusing parts of TensorFlow models. Apache-2

GitHub (👨‍💻 37 · 🔀 1.1K · 📦 1.5K · 📋 390 - 10% open · ⏱️ 23.01.2020):
```
 git clone https://github.com/tensorflow/hub
```
PyPi (📥 390K / month · 📦 310 · ⏱️ 31.10.2019):
```
 pip install tensorflow-hub
```

TensorFlow Transform (🥉28 · ⭐ 790) - Input pipeline framework. Apache-2

GitHub (👨‍💻 26 · 🔀 150 · 📦 220 · 📋 100 - 16% open · ⏱️ 23.01.2020):
```
 git clone https://github.com/tensorflow/transform
```
PyPi (📥 2.2M / month · 📦 42 · ⏱️ 17.01.2020):
```
 pip install tensorflow-transform
```

TensorNets (🥉21 · ⭐ 890) - High level network definitions with pre-trained weights in TensorFlow. MIT

GitHub (👨‍💻 4 · 🔀 170 · 📦 18 · 📋 49 - 22% open · ⏱️ 23.01.2020):
```
 git clone https://github.com/taehoonlee/tensornets
```
PyPi (📥 440 / month · 📦 2 · ⏱️ 23.01.2020):
```
 pip install tensornets
```

Neural Structured Learning (🥉18 · ⭐ 560 · 🐣) - Training neural models with structured signals. Apache-2

GitHub (👨‍💻 12 · 🔀 75 · 📦 5 · 📋 27 - 18% open · ⏱️ 21.01.2020):
```
 git clone https://github.com/tensorflow/neural-structured-learning
```
PyPi (📥 380 / month · ⏱️ 18.09.2019):
```
 pip install neural-structured-learning
```

Pytorch Utilities

Libraries that extend Pytorch with general-purpose capabilities.

SRU (🥇22 · ⭐ 1.8K) - Training RNNs as Fast as CNNs (https://arxiv.org/abs/1709.02755). MIT

GitHub (👨‍💻 19 · 🔀 270 · 📦 8 · 📋 81 - 50% open · ⏱️ 23.10.2019):
```
 git clone https://github.com/asappresearch/sru
```
PyPi (📥 4.2K / month · ⏱️ 23.10.2019):
```
 pip install sru
```

torch-scatter (🥇22 · ⭐ 290) - PyTorch Extension Library of Optimized Scatter Operations. MIT

GitHub (👨‍💻 8 · 🔀 32 · 📋 91 - 24% open · ⏱️ 21.01.2020):
```
 git clone https://github.com/rusty1s/pytorch_scatter
```
PyPi (📥 8.7K / month · 📦 14 · ⏱️ 08.11.2019):
```
 pip install torch-scatter
```

AdaBound (🥈20 · ⭐ 2.7K · 💤) - An optimizer that trains as fast as Adam and as good as SGD. Apache-2

GitHub (👨‍💻 2 · 🔀 300 · 📦 45 · 📋 20 - 65% open · ⏱️ 06.03.2019):
```
 git clone https://github.com/Luolc/AdaBound
```
PyPi (📥 1.7K / month · 📦 1 · ⏱️ 26.02.2019):
```
 pip install adabound
```

EfficientNets (🥉18 · ⭐ 750) - Pretrained EfficientNet, MixNet, MobileNetV3, MNASNet A1 and B1, FBNet,.. Apache-2

GitHub (👨‍💻 3 · 🔀 92 · 📦 3 · ⏱️ 23.01.2020):

 git clone https://github.com/rwightman/gen-efficientnet-pytorch

PyPi (📥 170 / month · ⏱️ 23.01.2020):
```
 pip install geffnet
```

Torchmeta (🥉18 · ⭐ 520) - A collection of extensions and data-loaders for few-shot learning & meta-.. MIT

GitHub (👨‍💻 4 · 🔀 52 · 📦 2 · 📋 15 - 33% open · ⏱️ 11.01.2020):
```
 git clone https://github.com/tristandeleu/pytorch-meta
```
PyPi (📥 370 / month · ⏱️ 11.01.2020):
```
 pip install torchmeta
```

PyTorch Sparse (🥉18 · ⭐ 170) - PyTorch Extension Library of Optimized Autograd Sparse Matrix Operations. MIT

GitHub (👨‍💻 5 · 🔀 15 · 📋 26 - 23% open · ⏱️ 22.11.2019):
```
 git clone https://github.com/rusty1s/pytorch_sparse
```
PyPi (📥 6.4K / month · 📦 5 · ⏱️ 01.05.2019):
```
 pip install torch-sparse
```

Higher (🥉10 · ⭐ 540 · 🐣) - higher is a pytorch library allowing users to obtain higher order.. Apache-2

GitHub (👨‍💻 3 · 🔀 35 · 📋 20 - 55% open · ⏱️ 16.01.2020):
```
 git clone https://github.com/facebookresearch/higher
```

Database Clients

Libraries for connecting to, operating, and querying databases.

redis (🥇38 · ⭐ 8.2K) - Redis Python Client. MIT

GitHub (👨‍💻 230 · 🔀 1.8K · 📦 66K · 📋 800 - 23% open · ⏱️ 30.12.2019):
```
 git clone https://github.com/andymccurdy/redis-py
```
PyPi (📥 7.3M / month · 📦 49K · ⏱️ 13.10.2019):
```
 pip install redis
```

google-cloud-storage (🥇36 · ⭐ 3.1K) - Google Cloud Client Library for Python. Apache-2

GitHub (👨‍💻 310 · 🔀 1.3K · 📦 5.8K · 📋 3.5K - 7% open · ⏱️ 23.01.2020):
```
 git clone https://github.com/googleapis/google-cloud-python
```
PyPi (📥 8.9M / month · 📦 2.1K · ⏱️ 16.01.2020):
```
 pip install google-cloud-storage
```

pymongo (🥇36 · ⭐ 2.9K) - PyMongo - the Python driver for MongoDB. Apache-2

GitHub (👨‍💻 170 · 🔀 920 · 📦 51K · ⏱️ 15.01.2020):
```
 git clone https://github.com/mongodb/mongo-python-driver
```
PyPi (📥 5.3M / month · 📦 36K · ⏱️ 08.01.2020):
```
 pip install pymongo
```

SQLAlchemy (🥇36 · ⭐ 1.8K) - The Database Toolkit for Python. MIT

GitHub (👨‍💻 410 · 🔀 280 · 📦 140K · 📋 5K - 3% open · ⏱️ 23.01.2020):
```
 git clone https://github.com/sqlalchemy/sqlalchemy
```
PyPi (📥 8.1M / month · 📦 84K · ⏱️ 22.01.2020):
```
 pip install SQLAlchemy
```

boto3 (🥈35 · ⭐ 5.1K) - AWS SDK for Python. Apache-2

GitHub (👨‍💻 86 · 🔀 1.1K · 📦 47K · 📋 1.9K - 17% open · ⏱️ 21.01.2020):
```
 git clone https://github.com/boto/boto3
```
PyPi (📥 33M / month · 📦 23K · ⏱️ 21.01.2020):
```
 pip install boto3
```

elasticsearch (🥈34 · ⭐ 2.6K) - Official Python low-level client for Elasticsearch. Apache-2

GitHub (👨‍💻 150 · 🔀 860 · 📦 12K · 📋 750 - 11% open · ⏱️ 19.01.2020):
```
 git clone https://github.com/elastic/elasticsearch-py
```
PyPi (📥 3.1M / month · 📦 11K · ⏱️ 19.01.2020):
```
 pip install elasticsearch
```

PyMySQL (🥈33 · ⭐ 5.7K) - Pure Python MySQL Client. MIT

GitHub (👨‍💻 100 · 🔀 1.2K · 📦 42K · 📋 480 - 3% open · ⏱️ 11.12.2019):
```
 git clone https://github.com/PyMySQL/PyMySQL
```
PyPi (📥 3.9M / month · 📦 18K · ⏱️ 18.12.2018):
```
 pip install PyMySQL
```

kafka-python (🥈33 · ⭐ 3.6K) - Python client for Apache Kafka. Apache-2

GitHub (👨‍💻 180 · 🔀 1K · 📥 1.6K · 📦 3K · 📋 1.2K - 10% open · ⏱️ 30.12.2019):
```
 git clone https://github.com/dpkp/kafka-python
```
PyPi (📥 1.1M / month · 📦 2K · ⏱️ 30.09.2019):
```
 pip install kafka-python
```

Cassandra Driver (🥈31 · ⭐ 1.1K) - DataStax Python Driver for Apache Cassandra. Apache-2

GitHub (👨‍💻 170 · 🔀 420 · 📦 1.5K · ⏱️ 22.01.2020):
```
 git clone https://github.com/datastax/python-driver
```
PyPi (📥 210K / month · 📦 1.2K · ⏱️ 15.01.2020):
```
 pip install cassandra-driver
```

Conda:

 conda install -c conda-forge cassandra-driver

confluent-kafka-python (🥈30 · ⭐ 1.6K) - Confluent's Kafka Python Client. Apache-2

GitHub (👨‍💻 53 · 🔀 420 · 📦 980 · 📋 540 - 26% open · ⏱️ 08.01.2020):
```
 git clone https://github.com/confluentinc/confluent-kafka-python
```
PyPi (📥 520K / month · 📦 290 · ⏱️ 13.12.2019):
```
 pip install confluent-kafka
```

pyodbc (🥈30 · ⭐ 1.6K) - Python ODBC bridge. MIT

GitHub (👨‍💻 34 · 🔀 350 · 📋 570 - 22% open · ⏱️ 21.12.2019):
```
 git clone https://github.com/mkleehammer/pyodbc
```
PyPi (📥 1.6M / month · 📦 3.3K · ⏱️ 21.12.2019):
```
 pip install pyodbc
```

Prometheus Client (🥈30 · ⭐ 1.4K) - Prometheus instrumentation library for Python applications. Apache-2

GitHub (👨‍💻 84 · 🔀 380 · 📋 270 - 15% open · ⏱️ 23.12.2019):
```
 git clone https://github.com/prometheus/client_python
```
PyPi (📥 4.5M / month · 📦 1.2K · ⏱️ 20.06.2019):
```
 pip install prometheus_client
```

Conda:

 conda install -c conda-forge prometheus_client

influxdb (🥈30 · ⭐ 1.3K) - Python client for InfluxDB. MIT

GitHub (👨‍💻 120 · 🔀 420 · 📦 2.4K · 📋 460 - 30% open · ⏱️ 05.12.2019):
```
 git clone https://github.com/influxdata/influxdb-python
```
PyPi (📥 740K / month · 📦 1.9K · ⏱️ 26.08.2019):
```
 pip install influxdb
```

Motor (🥉29 · ⭐ 1.4K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2

GitHub (👨‍💻 26 · 🔀 120 · 📦 1.9K · ⏱️ 12.12.2019):
```
 git clone https://github.com/mongodb/motor
```
PyPi (📥 100K / month · 📦 1.8K · ⏱️ 12.12.2019):
```
 pip install motor
```

dataset (🥉28 · ⭐ 3.7K) - Easy-to-use data handling for SQL data stores with support for implicit table.. MIT

GitHub (👨‍💻 63 · 🔀 240 · 📦 1.2K · 📋 210 - 2% open · ⏱️ 11.01.2020):
```
 git clone https://github.com/pudo/dataset
```
PyPi (📥 54K / month · 📦 1K · ⏱️ 20.01.2020):
```
 pip install dataset
```

libcloud (🥉28 · ⭐ 1.6K) - Apache Libcloud is a Python library which hides differences between different.. Apache-2

GitHub (👨‍💻 390 · 🔀 840 · 📦 1.1K · 📋 61 - 42% open · ⏱️ 22.01.2020):
```
 git clone https://github.com/apache/libcloud
```
PyPi (📥 110K / month · 📦 1.5K · ⏱️ 02.01.2020):
```
 pip install apache-libcloud
```

pandas-gbq (🥉28 · ⭐ 180) - Pandas Google BigQuery. BSD-3

GitHub (👨‍💻 26 · 🔀 72 · 📥 73 · 📦 680 · 📋 160 - 16% open · ⏱️ 12.12.2019):
```
 git clone https://github.com/pydata/pandas-gbq
```
PyPi (📥 880K / month · 📦 420 · ⏱️ 12.12.2019):
```
 pip install pandas-gbq
```

Conda:

 conda install -c conda-forge pandas-gbq

Records (🥉27 · ⭐ 6.1K) - SQL for Humans. ISC

GitHub (👨‍💻 37 · 🔀 480 · 📦 500 · 📋 120 - 33% open · ⏱️ 20.08.2019):
```
 git clone https://github.com/kennethreitz/records
```
PyPi (📥 68K / month · 📦 300 · ⏱️ 21.02.2019):
```
 pip install records
```
Conda:
```
 conda install -c conda-forge records
```

minio (🥉27 · ⭐ 280) - MinIO Client SDK for Python. Apache-2

GitHub (👨‍💻 70 · 🔀 130 · 📦 570 · 📋 310 - 3% open · ⏱️ 23.01.2020):
```
 git clone https://github.com/minio/minio-py
```
PyPi (📥 120K / month · 📦 340 · ⏱️ 30.12.2019):
```
 pip install minio
```

cx-Oracle (🥉26 · ⭐ 570) - Python interface to Oracle Database conforming to the Python DB API 2.0.. BSD-3

GitHub (👨‍💻 15 · 🔀 210 · 📋 380 - 8% open · ⏱️ 21.01.2020):
```
 git clone https://github.com/oracle/python-cx_Oracle
```
PyPi (📥 660K / month · 📦 140 · ⏱️ 03.12.2019):
```
 pip install cx-Oracle
```

Pony (🥉25 · ⭐ 2K) - Pony Object Relational Mapper. Apache-2

GitHub (👨‍💻 19 · 🔀 160 · 📦 1.1K · 📋 450 - 36% open · ⏱️ 30.10.2019):
```
 git clone https://github.com/ponyorm/pony
```
PyPi (📥 14K / month · 📦 490 · ⏱️ 23.10.2019):
```
 pip install pony
```
Conda:
```
 conda install -c conda-forge pony
```

Ibis (🥉24 · ⭐ 1.3K) - A pandas-like deferred expression system, with first-class SQL support. Apache-2

GitHub (👨‍💻 44 · 🔀 180 · 📦 49 · 📋 1.2K - 32% open · ⏱️ 21.01.2020):
```
 git clone https://github.com/ibis-project/ibis
```
PyPi (📥 2.5K / month · 📦 19 · ⏱️ 24.06.2019):
```
 pip install ibis-framework
```

Conda:

 conda install -c conda-forge ibis-framework

HappyBase (🥉24 · ⭐ 510) - A developer-friendly Python library to interact with Apache HBase. MIT

GitHub (👨‍💻 17 · 🔀 140 · 📦 350 · 📋 190 - 11% open · ⏱️ 07.12.2019):
```
 git clone https://github.com/wbolster/happybase
```
PyPi (📥 180K / month · 📦 410 · ⏱️ 03.04.2017):
```
 pip install happybase
```

Conda:

 conda install -c conda-forge happybase

neo4j-driver (🥉23 · ⭐ 450) - Neo4j Bolt driver for Python. Apache-2

GitHub (👨‍💻 23 · 🔀 110 · 📋 130 - 8% open · ⏱️ 20.01.2020):
```
 git clone https://github.com/neo4j/neo4j-python-driver
```
PyPi (📥 40K / month · 📦 370 · ⏱️ 11.11.2019):
```
 pip install neo4j-driver
```

AWS Data Wrangler (🥉20 · ⭐ 450) - DataFrames on AWS. Apache-2

GitHub (👨‍💻 8 · 🔀 37 · 📥 1.1K · 📋 57 - 24% open · ⏱️ 22.01.2020):
```
 git clone https://github.com/awslabs/aws-data-wrangler
```
PyPi (📥 8.3K / month · ⏱️ 15.01.2020):
```
 pip install awswrangler
```

SuperSQLite (🥉15 · ⭐ 610) - A supercharged SQLite library for Python. MIT

GitHub (👨‍💻 2 · 🔀 13 · 📦 1 · ⏱️ 27.08.2019):
```
 git clone https://github.com/plasticityai/supersqlite
```
PyPi (📥 450 / month · ⏱️ 19.11.2018):
```
 pip install supersqlite
```

Show 8 hidden projects...

psycopg2 (🥈34 · ⭐ 1.6K) - PostgreSQL database adapter for the Python programming.. ❗️BSD-3-Clause-Attribution

GitHub (👨‍💻 91 · 🔀 300 · 📦 180K · 📋 820 - 4% open · ⏱️ 30.12.2019):
```
 git clone https://github.com/psycopg/psycopg2
```
PyPi (📥 5.8M / month · 📦 120K · ⏱️ 14.04.2019):
```
 pip install psycopg2
```
Conda (⏱️ 08.11.2019):
```
 conda install -c anaconda psycopg2
```

mysqlclient (🥈30 · ⭐ 1.6K) - MySQL database connector for Python (with Python 3 support). ❗️GPL-2.0

GitHub (👨‍💻 62 · 🔀 270 · 📥 4.9K · 📋 230 - 4% open · ⏱️ 20.01.2020):
```
 git clone https://github.com/PyMySQL/mysqlclient-python
```
PyPi (📥 2.1M / month · 📦 6.6K · ⏱️ 21.11.2019):
```
 pip install mysqlclient
```

Conda:

 conda install -c conda-forge mysqlclient

mongo-connector (🥉25 · ⭐ 1.6K · 💀) - MongoDB data stream pipeline tools by YouGov (adopted from MongoDB). Apache-2

GitHub (👨‍💻 61 · 🔀 440 · 📦 65 · 📋 710 - 30% open · ⏱️ 05.12.2018):
```
 git clone https://github.com/yougov/mongo-connector
```
PyPi (📥 9K / month · 📦 29 · ⏱️ 05.12.2018):
```
 pip install mongo-connector
```

cloudant (🥉25 · ⭐ 130) - A Python library for Cloudant and CouchDB. Apache-2

GitHub (👨‍💻 24 · 🔀 37 · 📦 760 · 📋 230 - 14% open · ⏱️ 15.10.2019):
```
 git clone https://github.com/cloudant/python-cloudant
```
PyPi (📥 250K / month · 📦 490 · ⏱️ 28.03.2019):
```
 pip install cloudant
```

db.py (🥉21 · ⭐ 1.2K · 💀) - db.py is an easier way to interact with your databases. BSD-2

GitHub (👨‍💻 24 · 🔀 110 · 📋 53 - 60% open · ⏱️ 31.03.2017):
```
 git clone https://github.com/yhat/db.py
```
PyPi (📥 1K / month · 📦 19 · ⏱️ 31.03.2017):
```
 pip install db.py
```

pyhdb (🥉21 · ⭐ 260 · 💀) - SAP HANA Connector in pure Python. Apache-2

GitHub (👨‍💻 10 · 🔀 110 · 📥 34 · 📦 75 · 📋 81 - 38% open · ⏱️ 24.05.2018):
```
 git clone https://github.com/SAP/pyhdb
```
PyPi (📥 30K / month · 📦 9 · ⏱️ 16.02.2018):
```
 pip install pyhdb
```

filedepot (🥉21 · ⭐ 110) - Toolkit for storing files and attachments in web applications. MIT

GitHub (👨‍💻 18 · 🔀 30 · 📦 95 · 📋 32 - 6% open · ⏱️ 26.11.2019):
```
 git clone https://github.com/amol-/depot
```
PyPi (📥 5.3K / month · 📦 86 · ⏱️ 13.08.2019):
```
 pip install filedepot
```

lazydata (🥉17 · ⭐ 610 · 💀) - Lazydata: Scalable data dependencies for Python projects. Apache-2

GitHub (👨‍💻 6 · 🔀 23 · 📦 6 · 📋 12 - 50% open · ⏱️ 12.10.2018):
```
 git clone https://github.com/rstojnic/lazydata
```
PyPi (📥 170 / month · ⏱️ 18.09.2018):
```
 pip install lazydata
```

System Monitoring & Profiling

Libraries to monitor, collect, and visualize system metrics (e.g., memory, CPU, GPU).

psutil (🥇34 · ⭐ 5.8K) - Cross-platform lib for process and system monitoring in Python. BSD-3

GitHub (👨‍💻 130 · 🔀 910 · 📦 37K · 📋 1.3K - 13% open · ⏱️ 19.01.2020):
```
 git clone https://github.com/giampaolo/psutil
```
PyPi (📥 9.8M / month · 📦 25K · ⏱️ 26.11.2019):
```
 pip install psutil
```
Conda:
```
 conda install -c conda-forge psutil
```

memory-profiler (🥈27 · ⭐ 2.1K) - Monitor Memory usage of Python code. BSD-3

GitHub (👨‍💻 74 · 🔀 240 · 📋 160 - 41% open · ⏱️ 11.01.2020):
```
 git clone https://github.com/pythonprofilers/memory_profiler
```
PyPi (📥 160K / month · 📦 530 · ⏱️ 16.08.2018):
```
 pip install memory_profiler
```

py-spy (🥈25 · ⭐ 5K) - Sampling profiler for Python programs. MIT

GitHub (👨‍💻 15 · 🔀 180 · 📥 960 · 📦 100 · 📋 140 - 22% open · ⏱️ 02.01.2020):
```
 git clone https://github.com/benfred/py-spy
```
PyPi (📥 52K / month · 📦 25 · ⏱️ 02.01.2020):
```
 pip install py-spy
```

pyinstrument (🥈25 · ⭐ 1.5K) - Call stack profiler for Python. Shows you why your code is slow!. BSD-3

GitHub (👨‍💻 19 · 🔀 78 · 📦 90 · 📋 50 - 22% open · ⏱️ 22.12.2019):
```
 git clone https://github.com/joerick/pyinstrument
```
PyPi (📥 27K / month · 📦 130 · ⏱️ 07.12.2019):
```
 pip install pyinstrument
```

line_profiler (🥉24 · ⭐ 3.3K · 💤) - Line-by-line profiling for Python. BSD-3

GitHub (👨‍💻 14 · 🔀 220 · 📋 140 - 43% open · ⏱️ 23.04.2019):
```
 git clone https://github.com/rkern/line_profiler
```
PyPi (📥 49K / month · 📦 300 · ⏱️ 20.12.2017):
```
 pip install line_profiler
```

Yappi (🥉24 · ⭐ 220) - Yet Another Python Profiler, but this time thread&coroutine aware. MIT

GitHub (👨‍💻 16 · 🔀 24 · 📦 200 · 📋 24 - 45% open · ⏱️ 08.01.2020):
```
 git clone https://github.com/sumerc/yappi
```
PyPi (📥 56K / month · 📦 640 · ⏱️ 19.12.2019):
```
 pip install yappi
```

gpustat (🥉23 · ⭐ 1.6K) - A simple command-line utility for querying and monitoring GPU status. MIT

GitHub (👨‍💻 8 · 🔀 140 · 📦 160 · 📋 53 - 33% open · ⏱️ 21.10.2019):
```
 git clone https://github.com/wookayin/gpustat
```
PyPi (📥 22K / month · 📦 40 · ⏱️ 22.07.2019):
```
 pip install gpustat
```

GPUtil (🥉22 · ⭐ 460) - A Python module for getting the GPU status from NVIDA GPUs using nvidia-smi.. MIT

GitHub (👨‍💻 13 · 🔀 59 · 📦 320 · 📋 18 - 27% open · ⏱️ 16.08.2019):
```
 git clone https://github.com/anderskm/gputil
```
PyPi (📥 42K / month · 📦 24 · ⏱️ 18.12.2018):
```
 pip install gputil
```

Profiling (🥉21 · ⭐ 3K) - An interactive continuous Python profiler. BSD-3

GitHub (👨‍💻 18 · 🔀 110 · 📦 22 · 📋 34 - 41% open · ⏱️ 09.12.2019):
```
 git clone https://github.com/what-studio/profiling
```
PyPi (📥 1.1K / month · 📦 5 · ⏱️ 28.06.2017):
```
 pip install profiling
```

Scalene (🥉19 · ⭐ 1.5K · 🐣) - a high-performance, high-precision CPU and memory profiler for Python. Apache-2

GitHub (👨‍💻 6 · 🔀 39 · 📦 1 · 📋 22 - 50% open · ⏱️ 23.01.2020):
```
 git clone https://github.com/emeryberger/scalene
```
PyPi (📥 1.5K / month · ⏱️ 18.01.2020):
```
 pip install scalene
```

StackImpact (🥉14 · ⭐ 660 · 💤) - StackImpact Python Profiler - Production-Grade Performance Profiler: CPU,.. BSD-3

GitHub (👨‍💻 1 · 🔀 17 · 📦 3 · ⏱️ 14.05.2019):
```
 git clone https://github.com/stackimpact/stackimpact-python
```
PyPi (📥 660 / month · 📦 1 · ⏱️ 14.05.2019):
```
 pip install stackimpact
```

Show 2 hidden projects...

Diamond (🥇28 · ⭐ 1.5K · 💀) - Diamond is a python daemon that collects system metrics and publishes them to.. MIT

GitHub (👨‍💻 340 · 🔀 560 · 📦 44 · 📋 340 - 63% open · ⏱️ 15.03.2018):
```
 git clone https://github.com/python-diamond/Diamond
```
PyPi (📥 69K / month · 📦 31 · ⏱️ 25.11.2016):
```
 pip install diamond
```

Glances (🥈27 · ⭐ 15K) - Glances an Eye on your system. A top/htop alternative for GNU/Linux, BSD, Mac.. ❗️LGPL-3.0

GitHub (👨‍💻 120 · 🔀 990 · 📥 350 · 📦 160 · 📋 1.1K - 10% open · ⏱️ 22.01.2020):
```
 git clone https://github.com/nicolargo/glances
```
PyPi (📥 41K / month · 📦 44 · ⏱️ 27.08.2019):
```
 pip install glances
```

Others

SymPy (🥇35 · ⭐ 6.6K) - A computer algebra system written in pure Python. BSD-3

GitHub (👨‍💻 900 · 🔀 2.9K · 📥 370K · 📦 16K · 📋 10K - 36% open · ⏱️ 23.01.2020):
```
 git clone https://github.com/sympy/sympy
```
PyPi (📥 410K / month · 📦 6.4K · ⏱️ 05.01.2020):
```
 pip install sympy
```
Conda (⏱️ 07.01.2020):
```
 conda install -c anaconda sympy
```

Autograd (🥇29 · ⭐ 4.5K) - Efficiently computes derivatives of numpy code. MIT

GitHub (👨‍💻 51 · 🔀 650 · 📦 580 · 📋 360 - 40% open · ⏱️ 18.11.2019):
```
 git clone https://github.com/HIPS/autograd
```
PyPi (📥 180K / month · 📦 270 · ⏱️ 25.07.2019):
```
 pip install autograd
```

imbalanced-learn (🥇29 · ⭐ 4.1K) - A Python Package to Tackle the Curse of Imbalanced Datasets in Machine.. MIT

GitHub (👨‍💻 45 · 🔀 890 · 📦 1.3K · 📋 360 - 6% open · ⏱️ 07.12.2019):
```
 git clone https://github.com/scikit-learn-contrib/imbalanced-learn
```
PyPi (📥 320K / month · 📦 270 · ⏱️ 07.12.2019):
```
 pip install imbalanced-learn
```

Mlxtend (🥇27 · ⭐ 2.7K) - A library of extension and helper modules for Python's data analysis and.. BSD-3

GitHub (👨‍💻 67 · 🔀 590 · 📦 750 · 📋 290 - 26% open · ⏱️ 07.01.2020):
```
 git clone https://github.com/rasbt/mlxtend
```
PyPi (📥 68K / month · 📦 81 · ⏱️ 19.07.2019):
```
 pip install mlxtend
```

PyOD (🥈26 · ⭐ 2.8K) - A Python Toolbox for Scalable Outlier Detection (Anomaly Detection). BSD-2

GitHub (👨‍💻 14 · 🔀 550 · 📦 75 · 📋 100 - 42% open · ⏱️ 30.12.2019):
```
 git clone https://github.com/yzhao062/pyod
```
PyPi (📥 130K / month · 📦 6 · ⏱️ 30.12.2019):
```
 pip install pyod
```

Streamlit (🥈25 · ⭐ 6.5K · 🐣) - Streamlit The fastest way to build custom ML tools. Apache-2

GitHub (👨‍💻 42 · 🔀 550 · 📋 650 - 56% open · ⏱️ 22.01.2020):
```
 git clone https://github.com/streamlit/streamlit
```
PyPi (📥 18K / month · 📦 17 · ⏱️ 15.01.2020):
```
 pip install streamlit
```

category_encoders (🥈25 · ⭐ 1.2K) - A library of sklearn compatible categorical variable encoders. BSD-3

GitHub (👨‍💻 28 · 🔀 240 · 📋 160 - 21% open · ⏱️ 08.01.2020):
```
 git clone https://github.com/scikit-learn-contrib/categorical-encoding
```
PyPi (📥 96K / month · 📦 11 · ⏱️ 14.10.2018):
```
 pip install category_encoders
```

DeepChem (🥈23 · ⭐ 1.9K) - Democratizing Deep-Learning for Drug Discovery, Quantum Chemistry, Materials.. MIT

GitHub (👨‍💻 110 · 🔀 600 · 📋 900 - 31% open · ⏱️ 18.01.2020):
```
 git clone https://github.com/deepchem/deepchem
```
PyPi (📥 630 / month · 📦 3 · ⏱️ 03.05.2019):
```
 pip install deepchem
```

kmodes (🥈23 · ⭐ 660) - Python implementations of the k-modes and k-prototypes clustering algorithms, for.. MIT

GitHub (👨‍💻 15 · 🔀 300 · 📦 92 · 📋 120 - 21% open · ⏱️ 07.01.2020):
```
 git clone https://github.com/nicodv/kmodes
```
PyPi (📥 25K / month · 📦 12 · ⏱️ 23.04.2019):
```
 pip install kmodes
```

metric-learn (🥈22 · ⭐ 930) - Metric learning algorithms in Python. MIT

GitHub (👨‍💻 19 · 🔀 190 · 📦 53 · 📋 140 - 33% open · ⏱️ 20.01.2020):
```
 git clone https://github.com/scikit-learn-contrib/metric-learn
```
PyPi (📥 1.1K / month · 📦 9 · ⏱️ 18.07.2019):
```
 pip install metric-learn
```

tensorly (🥈22 · ⭐ 800) - TensorLy: Tensor Learning in Python. BSD-2

GitHub (👨‍💻 29 · 🔀 160 · 📋 84 - 22% open · ⏱️ 06.01.2020):
```
 git clone https://github.com/tensorly/tensorly
```
PyPi (📥 1.8K / month · 📦 9 · ⏱️ 16.12.2019):
```
 pip install tensorly
```

AstroML (🥈22 · ⭐ 590) - Machine learning, statistics, and data mining for astronomy and astrophysics. BSD-2

GitHub (👨‍💻 27 · 🔀 220 · 📦 110 · 📋 120 - 39% open · ⏱️ 31.12.2019):
```
 git clone https://github.com/astroML/astroML
```
PyPi (📥 910 / month · 📦 27 · ⏱️ 02.10.2019):
```
 pip install astroML
```

pyjanitor (🥈22 · ⭐ 450) - Clean APIs for data cleaning. Python implementation of R package Janitor. MIT

GitHub (👨‍💻 75 · 🔀 96 · 📦 20 · 📋 300 - 24% open · ⏱️ 16.01.2020):
```
 git clone https://github.com/ericmjl/pyjanitor
```
PyPi (📥 1.1K / month · 📦 2 · ⏱️ 17.11.2019):
```
 pip install pyjanitor
```

PySwarms (🥉21 · ⭐ 520) - A research toolkit for particle swarm optimization in Python. MIT

GitHub (👨‍💻 30 · 🔀 170 · 📦 23 · 📋 140 - 11% open · ⏱️ 17.11.2019):
```
 git clone https://github.com/ljvmiranda921/pyswarms
```
PyPi (📥 1.9K / month · ⏱️ 18.02.2019):
```
 pip install pyswarms
```

scikit-multilearn (🥉21 · ⭐ 470 · 💤) - A scikit-learn based module for multi-label et. al. classification. BSD-2

GitHub (👨‍💻 15 · 🔀 94 · 📦 120 · 📋 140 - 36% open · ⏱️ 21.05.2019):
```
 git clone https://github.com/scikit-multilearn/scikit-multilearn
```
PyPi (📥 7.8K / month · 📦 3 · ⏱️ 10.12.2018):
```
 pip install scikit-multilearn
```

Prince (🥉21 · ⭐ 350) - Python factor analysis library (PCA, CA, MCA, MFA, FAMD). MIT

GitHub (👨‍💻 8 · 🔀 75 · 📦 29 · 📋 70 - 17% open · ⏱️ 07.01.2020):
```
 git clone https://github.com/MaxHalford/prince
```
PyPi (📥 3.3K / month · 📦 3 · ⏱️ 08.01.2020):
```
 pip install prince
```

StreamAlert (🥉20 · ⭐ 2.1K) - StreamAlert is a serverless, realtime data analysis framework which.. Apache-2

GitHub (👨‍💻 30 · 🔀 240 · 📋 280 - 25% open · ⏱️ 30.08.2019):
```
 git clone https://github.com/airbnb/streamalert
```

Mars (🥉20 · ⭐ 1.7K) - Mars is a tensor-based unified framework for large-scale data computation which.. Apache-2

GitHub (👨‍💻 8 · 🔀 190 · 📦 2 · 📋 400 - 19% open · ⏱️ 22.01.2020):
```
 git clone https://github.com/mars-project/mars
```
PyPi (📥 990 / month · ⏱️ 19.01.2020):
```
 pip install pymars
```

sklearn-contrib-lightning (🥉20 · ⭐ 1.3K · 💤) - Large-scale linear classification, regression and ranking.. BSD-3

GitHub (👨‍💻 13 · 🔀 160 · 📦 36 · 📋 75 - 54% open · ⏱️ 17.06.2019):
```
 git clone https://github.com/scikit-learn-contrib/lightning
```
PyPi (📥 360 / month · 📦 2 · ⏱️ 04.11.2017):
```
 pip install sklearn-contrib-lightning
```

modAL (🥉20 · ⭐ 620) - A modular active learning framework for Python. MIT

GitHub (👨‍💻 7 · 🔀 100 · 📦 20 · 📋 49 - 32% open · ⏱️ 11.11.2019):
```
 git clone https://github.com/modAL-python/modAL
```
PyPi (📥 670 / month · 📦 3 · ⏱️ 11.11.2019):
```
 pip install modAL
```

Trax (🥉19 · ⭐ 1.5K · 🐣) - Trax your path to advanced deep learning. Apache-2

GitHub (👨‍💻 16 · 🔀 110 · 📦 3 · 📋 14 - 71% open · ⏱️ 21.01.2020):
```
 git clone https://github.com/google/trax
```
PyPi (📥 840 / month · ⏱️ 17.01.2020):
```
 pip install trax
```

gplearn (🥉19 · ⭐ 750 · 💤) - Genetic Programming in Python, with a scikit-learn inspired API. BSD-3

GitHub (👨‍💻 10 · 🔀 120 · 📦 49 · 📋 120 - 17% open · ⏱️ 12.06.2019):
```
 git clone https://github.com/trevorstephens/gplearn
```
PyPi (📥 1.3K / month · 📦 7 · ⏱️ 01.06.2019):
```
 pip install gplearn
```

creme (🥉19 · ⭐ 500) - Online machine learning in Python. BSD-3

GitHub (👨‍💻 16 · 🔀 58 · 📦 5 · 📋 160 - 35% open · ⏱️ 22.01.2020):
```
 git clone https://github.com/creme-ml/creme
```
PyPi (📥 660 / month · ⏱️ 11.11.2019):
```
 pip install creme
```

vecstack (🥉19 · ⭐ 450) - Python package for stacking (machine learning technique). MIT

GitHub (👨‍💻 1 · 🔀 60 · 📦 33 · ⏱️ 30.10.2019):
```
 git clone https://github.com/vecxoz/vecstack
```
PyPi (📥 4.6K / month · 📦 4 · ⏱️ 12.08.2019):
```
 pip install vecstack
```

cleanlab (🥉18 · ⭐ 690) - Finding label errors in datasets and learning with noisy labels. MIT

GitHub (👨‍💻 3 · 🔀 65 · 📋 19 - 10% open · ⏱️ 30.12.2019):
```
 git clone https://github.com/cgnorthcutt/cleanlab
```
PyPi (📥 570 / month · ⏱️ 08.11.2019):
```
 pip install cleanlab
```

dabl (🥉18 · ⭐ 300) - Data Analysis Baseline Library. BSD-3

GitHub (👨‍💻 9 · 🔀 26 · 📋 69 - 66% open · ⏱️ 22.01.2020):
```
 git clone https://github.com/amueller/dabl
```
PyPi (📥 240 / month · ⏱️ 05.12.2019):
```
 pip install dabl
```

BioPandas (🥉18 · ⭐ 230) - Working with molecular structures in pandas DataFrames. BSD-3

GitHub (👨‍💻 5 · 🔀 52 · 📦 28 · 📋 29 - 44% open · ⏱️ 10.12.2019):
```
 git clone https://github.com/rasbt/biopandas
```
PyPi (📥 360 / month · 📦 1 · ⏱️ 09.07.2019):
```
 pip install biopandas
```

Conda:

 conda install -c conda-forge biopandas

apricot (🥉16 · ⭐ 240) - apricot implements submodular optimization for the purpose of selecting subsets of.. MIT

GitHub (👨‍💻 2 · 🔀 23 · 📦 2 · 📋 3 - 33% open · ⏱️ 08.01.2020):
```
 git clone https://github.com/jmschrei/apricot
```
PyPi (📥 160 / month · ⏱️ 03.11.2019):
```
 pip install apricot-select
```

baikal (🥉15 · ⭐ 380) - A graph-based functional API for building complex scikit-learn pipelines. BSD-3

GitHub (👨‍💻 1 · 🔀 17 · 📦 1 · 📋 8 - 50% open · ⏱️ 12.01.2020):
```
 git clone https://github.com/alegonz/baikal
```
PyPi (📥 85 / month · ⏱️ 16.11.2019):
```
 pip install baikal
```

Conda:

 conda install -c conda-forge cython-blis

Show 2 hidden projects...

Cython BLIS (🥈25 · ⭐ 140) - Fast matrix-multiplication as a self-contained Python library no system.. BSD-3

GitHub (👨‍💻 5 · 🔀 14 · 📦 2K · 📋 10 - 80% open · ⏱️ 14.11.2019):
```
 git clone https://github.com/explosion/cython-blis
```
PyPi (📥 680K / month · 📦 50 · ⏱️ 23.08.2019):
```
 pip install blis
```

Conda:

 conda install -c conda-forge cython-blis

mlens (🥉19 · ⭐ 580 · 💀) - ML-Ensemble high performance ensemble learning. MIT

GitHub (👨‍💻 7 · 🔀 72 · 📦 35 · 📋 73 - 13% open · ⏱️ 30.10.2018):
```
 git clone https://github.com/flennerhag/mlens
```
PyPi (📥 5.2K / month · ⏱️ 30.10.2018):
```
 pip install mlens
```

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.

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