Best of Machine Learning with Python

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

This curated list contains 780 awesome open-source projects with a total of 2.8M stars grouped into 32 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!

Contents

• Machine Learning Frameworks 47 projects
• Data Visualization 38 projects
• Text Data & NLP 77 projects
• Image Data 43 projects
• Graph Data 26 projects
• Audio Data 18 projects
• Geospatial Data 20 projects
• Financial Data 19 projects
• Time Series Data 14 projects
• Medical Data 19 projects
• Optical Character Recognition 9 projects
• Data Containers & Structures 27 projects
• Data Loading & Extraction 17 projects
• Web Scraping & Crawling 24 projects
• Data Pipelines & Streaming 26 projects
• Distributed Machine Learning 23 projects
• Hyperparameter Optimization & AutoML 40 projects
• Reinforcement Learning 18 projects
• Recommender Systems 12 projects
• Privacy Machine Learning 6 projects
• Workflow & Experiment Tracking 29 projects
• Model Serialization & Conversion 9 projects
• Model Interpretability 30 projects
• Vector Similarity Search (ANN) 11 projects
• Probabilistic Methods 14 projects
• Adversarial Robustness 7 projects
• GPU Utilities 15 projects
• Tensorflow Utilities 11 projects
• Pytorch Utilities 26 projects
• Database Clients 41 projects
• System Monitoring & Profiling 12 projects
• Others 47 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)
• 📈📉  Project is trending up or down
• ➕  Project was recently added
• ❗️  Warning (e.g. missing/risky license)
• 👨‍💻  Contributors count from Github
• 🔀  Fork count from Github
• 📋  Issue count from Github
• ⏱️  Last update timestamp on package manager
• 📥  Download count from package manager
• 📦  Number of dependent projects

Machine Learning Frameworks

General-purpose machine learning and deep learning frameworks.

Tensorflow (🥇44 · ⭐ 150K) - An Open Source Machine Learning Framework for Everyone. Apache-2

• GitHub (👨‍💻 3.5K · 🔀 84K · 📦 110K · 📋 30K - 14% open · ⏱️ 26.12.2020):

  git clone https://github.com/tensorflow/tensorflow

• PyPi (📥 7.3M / month · 📦 23K · ⏱️ 14.12.2020):

  pip install tensorflow

• Conda (📥 2.2M · ⏱️ 15.07.2020):

  conda install -c conda-forge tensorflow

scikit-learn (🥇41 · ⭐ 44K) - scikit-learn: machine learning in Python. BSD-3

• GitHub (👨‍💻 2.1K · 🔀 21K · 📥 620 · 📦 180K · 📋 8.9K - 25% open · ⏱️ 22.12.2020):

  git clone https://github.com/scikit-learn/scikit-learn

• PyPi (📥 10M / month · 📦 38K · ⏱️ 22.12.2020):

  pip install scikit-learn

• Conda (📥 6.1M · ⏱️ 22.12.2020):

  conda install -c conda-forge scikit-learn

PyTorch (🥇39 · ⭐ 45K) - Tensors and Dynamic neural networks in Python with strong GPU.. BSD-3

• GitHub (👨‍💻 2.4K · 🔀 12K · 📦 56K · 📋 19K - 36% open · ⏱️ 25.12.2020):

  git clone https://github.com/pytorch/pytorch

• PyPi (📥 1.8M / month · 📦 6.7K · ⏱️ 10.12.2020):

  pip install torch

• Conda (📥 9.5M · ⏱️ 10.12.2020):

  conda install -c pytorch pytorch

PySpark (🥇38 · ⭐ 28K) - Apache Spark Python API. Apache-2

• GitHub (👨‍💻 2.4K · 🔀 23K · 📦 530 · ⏱️ 26.12.2020):

  git clone https://github.com/apache/spark

• PyPi (📥 6.8M / month · 📦 760 · ⏱️ 07.09.2020):

  pip install pyspark

• Conda (📥 850K · ⏱️ 07.09.2020):

  conda install -c conda-forge pyspark

StatsModels (🥇36 · ⭐ 5.8K) - Statsmodels: statistical modeling and econometrics in Python. BSD-3

• GitHub (👨‍💻 300 · 🔀 2.1K · 📥 25 · 📦 35K · 📋 4.3K - 47% open · ⏱️ 23.12.2020):

  git clone https://github.com/statsmodels/statsmodels

• PyPi (📥 2.3M / month · 📦 6.7K · ⏱️ 29.10.2020):

  pip install statsmodels

• Conda (📥 3M · ⏱️ 21.11.2020):

  conda install -c conda-forge statsmodels

Keras (🥈35 · ⭐ 50K) - Deep Learning for humans. MIT

• GitHub (👨‍💻 890 · 🔀 19K · 📋 10K - 30% open · ⏱️ 23.12.2020):

  git clone https://github.com/keras-team/keras

• PyPi (📥 2M / month · 📦 15K · ⏱️ 24.06.2020):

  pip install keras

• Conda (📥 1.4M · ⏱️ 25.06.2020):

  conda install -c conda-forge keras

XGBoost (🥈35 · ⭐ 20K) - Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT or.. Apache-2

• GitHub (👨‍💻 500 · 🔀 7.8K · 📥 1.8K · 📦 12K · 📋 3.9K - 6% open · ⏱️ 23.12.2020):

  git clone https://github.com/dmlc/xgboost

• PyPi (📥 2.8M / month · 📦 1.6K · ⏱️ 09.12.2020):

  pip install xgboost

• Conda (📥 1.3M · ⏱️ 10.12.2020):

  conda install -c conda-forge xgboost

LightGBM (🥈35 · ⭐ 12K) - A fast, distributed, high performance gradient boosting (GBT, GBDT,.. MIT

• GitHub (👨‍💻 190 · 🔀 3.1K · 📥 82K · 📦 5.1K · 📋 2K - 4% open · ⏱️ 26.12.2020):

  git clone https://github.com/microsoft/LightGBM

• PyPi (📥 1.5M / month · 📦 560 · ⏱️ 08.12.2020):

  pip install lightgbm

• Conda (📥 450K · ⏱️ 08.12.2020):

  conda install -c conda-forge lightgbm

Theano (🥈35 · ⭐ 9.3K) - Theano is a Python library that allows you to define, optimize, and.. BSD-3

• GitHub (👨‍💻 380 · 🔀 2.5K · 📦 9.9K · 📋 2.8K - 24% open · ⏱️ 05.09.2020):

  git clone https://github.com/Theano/Theano

• PyPi (📥 230K / month · 📦 5.5K · ⏱️ 27.07.2020):

  pip install theano

• Conda (📥 1.3M · ⏱️ 01.11.2020):

  conda install -c conda-forge theano

MXNet (🥈34 · ⭐ 19K) - Lightweight, Portable, Flexible Distributed/Mobile Deep Learning.. Apache-2

• GitHub (👨‍💻 950 · 🔀 6.8K · 📥 23K · 📦 1.7K · 📋 9.3K - 19% open · ⏱️ 24.12.2020):

  git clone https://github.com/apache/incubator-mxnet

• PyPi (📥 130K / month · 📦 440 · ⏱️ 28.08.2020):

  pip install mxnet

• Conda (📥 5.6K · ⏱️ 29.02.2020):

  conda install -c anaconda mxnet

pytorch-lightning (🥈33 · ⭐ 11K) - The lightweight PyTorch wrapper for high-performance AI.. Apache-2

• GitHub (👨‍💻 350 · 🔀 1.3K · 📥 14 · 📦 1.5K · 📋 2.7K - 13% open · ⏱️ 26.12.2020):

  git clone https://github.com/PyTorchLightning/pytorch-lightning

• PyPi (📥 110K / month · 📦 14 · ⏱️ 23.12.2020):

  pip install pytorch-lightning

• Conda (📥 12K · ⏱️ 23.12.2020):

  conda install -c conda-forge pytorch-lightning

Fastai (🥈32 · ⭐ 20K) - The fastai deep learning library, plus lessons and tutorials. Apache-2

• GitHub (👨‍💻 470 · 🔀 6.9K · 📋 1.3K - 4% open · ⏱️ 26.12.2020):

  git clone https://github.com/fastai/fastai

• PyPi (📥 110K / month · 📦 370 · ⏱️ 22.12.2020):

  pip install fastai

jax (🥈32 · ⭐ 11K) - Composable transformations of Python+NumPy programs: differentiate,.. Apache-2

• GitHub (👨‍💻 240 · 🔀 890 · 📦 910 · 📋 2K - 34% open · ⏱️ 24.12.2020):

  git clone https://github.com/google/jax

• PyPi (📥 79K / month · 📦 46 · ⏱️ 05.12.2020):

  pip install jax

• Conda (📥 64K · ⏱️ 14.10.2020):

  conda install -c conda-forge jaxlib

Chainer (🥈32 · ⭐ 5.5K) - A flexible framework of neural networks for deep learning. MIT

• GitHub (👨‍💻 320 · 🔀 1.4K · 📦 1.8K · 📋 2K - 0% open · ⏱️ 23.12.2020):

  git clone https://github.com/chainer/chainer

• PyPi (📥 21K / month · 📦 740 · ⏱️ 30.07.2020):

  pip install chainer

Thinc (🥈32 · ⭐ 2.1K) - A refreshing functional take on deep learning, compatible with your.. MIT

• GitHub (👨‍💻 33 · 🔀 180 · 📦 10K · 📋 94 - 14% open · ⏱️ 16.12.2020):

  git clone https://github.com/explosion/thinc

• PyPi (📥 890K / month · 📦 1.1K · ⏱️ 16.12.2020):

  pip install thinc

• Conda (📥 830K · ⏱️ 18.12.2020):

  conda install -c conda-forge thinc

Catboost (🥈31 · ⭐ 5.6K) - A fast, scalable, high performance Gradient Boosting on Decision.. Apache-2

• GitHub (👨‍💻 710 · 🔀 850 · 📥 46K · 📋 1.3K - 22% open · ⏱️ 27.12.2020):

  git clone https://github.com/catboost/catboost

• PyPi (📥 660K / month · 📦 81 · ⏱️ 26.08.2020):

  pip install catboost

• Conda (📥 540K · ⏱️ 18.11.2020):

  conda install -c conda-forge catboost

PaddlePaddle (🥈30 · ⭐ 14K) - PArallel Distributed Deep LEarning: Machine Learning.. Apache-2

• GitHub (👨‍💻 490 · 🔀 3.4K · 📥 15K · 📦 22 · 📋 12K - 18% open · ⏱️ 26.12.2020):

  git clone https://github.com/PaddlePaddle/Paddle

• PyPi (📥 7.9K / month · 📦 16 · ⏱️ 14.12.2020):

  pip install paddlepaddle

TFlearn (🥈30 · ⭐ 9.5K) - Deep learning library featuring a higher-level API for TensorFlow. MIT

• GitHub (👨‍💻 130 · 🔀 2.4K · 📦 2.9K · 📋 930 - 61% open · ⏱️ 30.11.2020):

  git clone https://github.com/tflearn/tflearn

• PyPi (📥 15K / month · 📦 480 · ⏱️ 11.11.2020):

  pip install tflearn

Vowpal Wabbit (🥈30 · ⭐ 7.4K) - Vowpal Wabbit is a machine learning system which pushes the.. BSD-3

• GitHub (👨‍💻 300 · 🔀 1.7K · 📦 87 · 📋 1K - 15% open · ⏱️ 24.12.2020):

  git clone https://github.com/VowpalWabbit/vowpal_wabbit

• PyPi (📥 16K / month · 📦 8 · ⏱️ 12.11.2020):

  pip install vowpalwabbit

Turi Create (🥉29 · ⭐ 10K) - Turi Create simplifies the development of custom machine learning.. BSD-3

• GitHub (👨‍💻 81 · 🔀 1.1K · 📥 3.4K · 📦 220 · 📋 1.7K - 27% open · ⏱️ 13.10.2020):

  git clone https://github.com/apple/turicreate

• PyPi (📥 13K / month · 📦 34 · ⏱️ 30.09.2020):

  pip install turicreate

Sonnet (🥉28 · ⭐ 8.7K) - TensorFlow-based neural network library. Apache-2

• GitHub (👨‍💻 48 · 🔀 1.2K · 📦 460 · 📋 150 - 10% open · ⏱️ 08.10.2020):

  git clone https://github.com/deepmind/sonnet

• PyPi (📥 36K / month · 📦 82 · ⏱️ 27.03.2020):

  pip install dm-sonnet

• Conda (📥 6.7K · ⏱️ 14.11.2020):

  conda install -c conda-forge sonnet

tensorpack (🥉28 · ⭐ 5.9K) - A Neural Net Training Interface on TensorFlow, with focus.. Apache-2

• GitHub (👨‍💻 55 · 🔀 1.7K · 📥 95 · 📦 640 · 📋 1.3K - 0% open · ⏱️ 01.11.2020):

  git clone https://github.com/tensorpack/tensorpack

• PyPi (📥 50K / month · 📦 76 · ⏱️ 24.04.2020):

  pip install tensorpack

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

• GitHub (👨‍💻 160 · 🔀 690 · 📥 1.2K · 📦 160 · 📋 910 - 27% open · ⏱️ 22.10.2020):

  git clone https://github.com/clab/dynet

• PyPi (📥 5.7K / month · 📦 38 · ⏱️ 21.10.2020):

  pip install dyNET

Flax (🥉28 · ⭐ 1.3K) - Flax is a neural network ecosystem for JAX that is designed for.. Apache-2 jax

• GitHub (👨‍💻 68 · 🔀 150 · 📥 18 · 📦 73 · 📋 220 - 52% open · ⏱️ 23.12.2020):

  git clone https://github.com/google/flax

• PyPi (📥 61K / month · 📦 3 · ⏱️ 08.12.2020):

  pip install flax

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

• GitHub (👨‍💻 260 · 🔀 4.4K · 📥 14K · 📋 3.3K - 24% open · ⏱️ 31.03.2020):

  git clone https://github.com/microsoft/CNTK

• PyPi (📥 1.5K / month · 📦 17 · ⏱️ 09.12.2020):

  pip install cntk

skorch (🥉27 · ⭐ 3.7K) - A scikit-learn compatible neural network library that wraps.. BSD-3

• GitHub (👨‍💻 39 · 🔀 270 · 📦 240 · 📋 360 - 13% open · ⏱️ 25.12.2020):

  git clone https://github.com/skorch-dev/skorch

• PyPi (📥 7.9K / month · 📦 13 · ⏱️ 30.08.2020):

  pip install skorch

• Conda (📥 160K · ⏱️ 19.09.2020):

  conda install -c conda-forge skorch

Ignite (🥉27 · ⭐ 3.2K) - High-level library to help with training and evaluating neural.. BSD-3

• GitHub (👨‍💻 120 · 🔀 400 · 📦 670 · 📋 680 - 14% open · ⏱️ 25.12.2020):

  git clone https://github.com/pytorch/ignite

• PyPi (📥 28K / month · 📦 62 · ⏱️ 26.12.2020):

  pip install pytorch-ignite

• Conda (📥 50K · ⏱️ 20.09.2020):

  conda install -c pytorch ignite

Ludwig (🥉26 · ⭐ 7.4K) - Ludwig is a toolbox that allows to train and evaluate deep.. Apache-2

• GitHub (👨‍💻 84 · 🔀 870 · 📦 72 · 📋 500 - 19% open · ⏱️ 24.12.2020):

  git clone https://github.com/ludwig-ai/ludwig

• PyPi (📥 1.2K / month · 📦 6 · ⏱️ 05.10.2020):

  pip install ludwig

mlpack (🥉26 · ⭐ 3.5K) - mlpack: a scalable C++ machine learning library --. BSD-3

• GitHub (👨‍💻 260 · 🔀 1.3K · 📋 1.3K - 11% open · ⏱️ 27.12.2020):

  git clone https://github.com/mlpack/mlpack

• PyPi (📥 360 / month · ⏱️ 28.10.2020):

  pip install mlpack

• Conda (📥 61K · ⏱️ 29.10.2020):

  conda install -c conda-forge mlpack

Neural Network Libraries (🥉25 · ⭐ 2.4K) - Neural Network Libraries. Apache-2

• GitHub (👨‍💻 55 · 🔀 300 · 📥 510 · 📋 53 - 66% open · ⏱️ 23.12.2020):

  git clone https://github.com/sony/nnabla

• PyPi (📥 3.9K / month · 📦 34 · ⏱️ 24.12.2020):

  pip install nnabla

xLearn (🥉24 · ⭐ 2.8K · 💤) - High performance, easy-to-use, and scalable machine learning.. Apache-2

• GitHub (👨‍💻 30 · 🔀 480 · 📥 2.2K · 📦 38 · 📋 280 - 62% open · ⏱️ 03.03.2020):

  git clone https://github.com/aksnzhy/xlearn

• PyPi (📥 9.1K / month · 📦 1 · ⏱️ 04.12.2018):

  pip install xlearn

ktrain (🥉24 · ⭐ 700) - ktrain is a Python library that makes deep learning and AI more.. Apache-2

• GitHub (👨‍💻 12 · 🔀 170 · 📦 110 · 📋 280 - 2% open · ⏱️ 26.12.2020):

  git clone https://github.com/amaiya/ktrain

• PyPi (📥 7.3K / month · 📦 1 · ⏱️ 05.12.2020):

  pip install ktrain

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

• GitHub (👨‍💻 250 · 🔀 1K · 📋 1.6K - 33% open · ⏱️ 08.12.2020):

  git clone https://github.com/shogun-toolbox/shogun

• Conda (📥 89K · ⏱️ 25.06.2018):

  conda install -c conda-forge shogun

• Dockerhub (📥 1.4K · ⭐ 1 · ⏱️ 31.01.2019):

  docker pull shogun/shogun

einops (🥉23 · ⭐ 2K) - Deep learning operations reinvented (for pytorch, tensorflow, chainer,.. MIT

• GitHub (👨‍💻 10 · 🔀 64 · 📦 150 · 📋 59 - 37% open · ⏱️ 14.11.2020):

  git clone https://github.com/arogozhnikov/einops

• PyPi (📥 9.9K / month · 📦 10 · ⏱️ 08.09.2020):

  pip install einops

• Conda (📥 3.4K · ⏱️ 15.10.2020):

  conda install -c conda-forge einops

mace (🥉21 · ⭐ 4.2K) - MACE is a deep learning inference framework optimized for mobile.. Apache-2

• GitHub (👨‍💻 54 · 🔀 740 · 📥 1.3K · 📋 620 - 5% open · ⏱️ 23.12.2020):

  git clone https://github.com/XiaoMi/mace

Neural Tangents (🥉21 · ⭐ 1.2K) - Fast and Easy Infinite Neural Networks in Python. Apache-2

• GitHub (👨‍💻 16 · 🔀 140 · 📥 65 · 📦 12 · 📋 75 - 37% open · ⏱️ 24.12.2020):

  git clone https://github.com/google/neural-tangents

• PyPi (📥 680 / month · ⏱️ 18.11.2020):

  pip install neural-tangents

ThunderSVM (🥉20 · ⭐ 1.2K) - ThunderSVM: A Fast SVM Library on GPUs and CPUs. Apache-2

• GitHub (👨‍💻 33 · 🔀 160 · 📥 2.1K · 📋 190 - 22% open · ⏱️ 14.12.2020):

  git clone https://github.com/Xtra-Computing/thundersvm

• PyPi (📥 350 / month · ⏱️ 13.03.2020):

  pip install thundersvm

Haiku (🥉20 · ⭐ 870) - JAX-based neural network library. Apache-2

• GitHub (👨‍💻 32 · 🔀 58 · 📦 53 · 📋 65 - 27% open · ⏱️ 22.12.2020):

  git clone https://github.com/deepmind/dm-haiku

Torchbearer (🥉18 · ⭐ 580 · 💤) - torchbearer: A model fitting library for PyTorch. MIT

• GitHub (👨‍💻 13 · 🔀 62 · 📦 37 · 📋 240 - 3% open · ⏱️ 17.02.2020):

  git clone https://github.com/pytorchbearer/torchbearer

• PyPi (📥 400 / month · 📦 3 · ⏱️ 31.01.2020):

  pip install torchbearer

ThunderGBM (🥉17 · ⭐ 570) - ThunderGBM: Fast GBDTs and Random Forests on GPUs. Apache-2

• GitHub (👨‍💻 10 · 🔀 71 · 📋 43 - 39% open · ⏱️ 21.12.2020):

  git clone https://github.com/Xtra-Computing/thundergbm

• PyPi (📥 150 / month · ⏱️ 01.05.2020):

  pip install thundergbm

StarSpace (🥉13 · ⭐ 3.5K · 💤) - Learning embeddings for classification, retrieval and ranking. MIT

• GitHub (👨‍💻 17 · 🔀 480 · 📋 190 - 23% open · ⏱️ 13.12.2019):

  git clone https://github.com/facebookresearch/StarSpace

Show 6 hidden projects...

• dlib (🥈33 · ⭐ 9.7K · ➕) - A toolkit for making real world machine learning and data.. ❗️BSL-1.0
• NuPIC (🥉25 · ⭐ 6.2K · 💀) - Numenta Platform for Intelligent Computing is an.. ❗️AGPL-3.0
• MindsDB (🥉20 · ⭐ 3.1K) - Predictive AI layer for existing databases. ❗️GPL-3.0
• NeuPy (🥉20 · ⭐ 660 · 💀) - NeuPy is a Tensorflow based python library for prototyping and.. MIT
• elegy (🥉16 · ⭐ 140 · 🐣) - Elegy is a Neural Networks framework based on Jax and.. Apache-2 jax
• NeoML (🥉11 · ⭐ 550 · 🐣) - Machine learning framework for both deep learning and.. ❗️Unlicensed

Data Visualization

General-purpose and task-specific data visualization libraries.

Matplotlib (🥇40 · ⭐ 13K) - matplotlib: plotting with Python. ❗️Python-2.0

• GitHub (👨‍💻 1.2K · 🔀 5.5K · 📦 300K · 📋 7.5K - 21% open · ⏱️ 25.12.2020):

  git clone https://github.com/matplotlib/matplotlib

• PyPi (📥 9.2M / month · 📦 79K · ⏱️ 12.11.2020):

  pip install matplotlib

• Conda (📥 7.6M · ⏱️ 18.11.2020):

  conda install -c conda-forge matplotlib

Plotly (🥇35 · ⭐ 8.5K) - The interactive graphing library for Python (includes Plotly Express). MIT

• GitHub (👨‍💻 160 · 🔀 1.7K · 📦 5 · 📋 1.8K - 42% open · ⏱️ 23.12.2020):

  git clone https://github.com/plotly/plotly.py

• PyPi (📥 2.8M / month · 📦 5K · ⏱️ 09.12.2020):

  pip install plotly

• NPM (📥 36K / month · 📦 4 · ⏱️ 09.12.2020):

  npm install plotlywidget

• Conda (📥 1.1M · ⏱️ 09.12.2020):

  conda install -c conda-forge plotly

Seaborn (🥇35 · ⭐ 7.9K) - Statistical data visualization using matplotlib. BSD-3

• GitHub (👨‍💻 140 · 🔀 1.4K · 📥 110 · 📦 75K · 📋 1.7K - 4% open · ⏱️ 23.12.2020):

  git clone https://github.com/mwaskom/seaborn

• PyPi (📥 2.1M / month · 📦 13K · ⏱️ 20.12.2020):

  pip install seaborn

• Conda (📥 1.8M · ⏱️ 21.12.2020):

  conda install -c conda-forge seaborn

dash (🥇34 · ⭐ 14K · ➕) - Analytical Web Apps for Python, R, Julia, and Jupyter. No JavaScript.. MIT

• GitHub (👨‍💻 68 · 🔀 1.4K · 📦 16K · 📋 940 - 41% open · ⏱️ 18.12.2020):

  git clone https://github.com/plotly/dash

• PyPi (📥 240K / month · 📦 1.6K · ⏱️ 09.12.2020):

  pip install dash

• Conda (📥 200K · ⏱️ 11.12.2020):

  conda install -c conda-forge dash

Bokeh (🥈33 · ⭐ 14K) - Interactive Data Visualization in the browser, from Python. BSD-3

• GitHub (👨‍💻 540 · 🔀 3.6K · 📦 29K · 📋 6.3K - 9% open · ⏱️ 22.12.2020):

  git clone https://github.com/bokeh/bokeh

• PyPi (📥 1M / month · 📦 5.9K · ⏱️ 08.12.2020):

  pip install bokeh

• Conda (📥 3.5M · ⏱️ 23.11.2020):

  conda install -c conda-forge bokeh

pyecharts (🥈31 · ⭐ 10K) - Python Echarts Plotting Library. MIT

• GitHub (👨‍💻 29 · 🔀 2.3K · 📦 1.4K · 📋 1.3K - 2% open · ⏱️ 23.12.2020):

  git clone https://github.com/pyecharts/pyecharts

• PyPi (📥 32K / month · 📦 280 · ⏱️ 29.10.2020):

  pip install pyecharts

wordcloud (🥈31 · ⭐ 7.7K) - A little word cloud generator in Python. MIT

• GitHub (👨‍💻 58 · 🔀 2K · 📦 8.1K · 📋 430 - 20% open · ⏱️ 11.11.2020):

  git clone https://github.com/amueller/word_cloud

• PyPi (📥 250K / month · 📦 1.1K · ⏱️ 11.11.2020):

  pip install wordcloud

• Conda (📥 180K · ⏱️ 16.11.2020):

  conda install -c conda-forge wordcloud

bqplot (🥈30 · ⭐ 3K) - Plotting library for IPython/Jupyter notebooks. Apache-2

• GitHub (👨‍💻 51 · 🔀 400 · 📦 1.1K · 📋 500 - 37% open · ⏱️ 18.12.2020):

  git clone https://github.com/bqplot/bqplot

• PyPi (📥 15K / month · 📦 110 · ⏱️ 05.11.2020):

  pip install bqplot

• NPM (📥 140K / month · 📦 10 · ⏱️ 12.10.2020):

  npm install bqplot

• Conda (📥 440K · ⏱️ 12.10.2020):

  conda install -c conda-forge bqplot

pandas-profiling (🥈29 · ⭐ 6.5K) - Create HTML profiling reports from pandas DataFrame objects. MIT

• GitHub (👨‍💻 61 · 🔀 970 · 📦 2.7K · 📋 400 - 12% open · ⏱️ 30.11.2020):

  git clone https://github.com/pandas-profiling/pandas-profiling

• PyPi (📥 240K / month · 📦 160 · ⏱️ 03.09.2020):

  pip install pandas-profiling

• Conda (📥 94K · ⏱️ 03.09.2020):

  conda install -c conda-forge pandas-profiling

UMAP (🥈29 · ⭐ 4.4K) - Uniform Manifold Approximation and Projection. BSD-3

• GitHub (👨‍💻 67 · 🔀 470 · 📋 410 - 49% open · ⏱️ 16.12.2020):

  git clone https://github.com/lmcinnes/umap

• PyPi (📥 120K / month · 📦 230 · ⏱️ 26.11.2020):

  pip install umap-learn

PyQtGraph (🥈29 · ⭐ 2.2K) - Fast data visualization and GUI tools for scientific / engineering.. MIT

• GitHub (👨‍💻 180 · 🔀 790 · 📋 710 - 39% open · ⏱️ 25.12.2020):

  git clone https://github.com/pyqtgraph/pyqtgraph

• PyPi (📥 34K / month · 📦 890 · ⏱️ 20.12.2020):

  pip install pyqtgraph

• Conda (📥 160K · ⏱️ 20.12.2020):

  conda install -c conda-forge pyqtgraph

HoloViews (🥈29 · ⭐ 1.8K) - With Holoviews, your data visualizes itself. BSD-3

• GitHub (👨‍💻 99 · 🔀 290 · 📋 2.5K - 26% open · ⏱️ 22.12.2020):

  git clone https://github.com/holoviz/holoviews

• PyPi (📥 110K / month · 📦 170 · ⏱️ 03.12.2020):

  pip install holoviews

• NPM (📥 6.8K / month · ⏱️ 24.05.2020):

  npm install @pyviz/jupyterlab_pyviz

• Conda (📥 390K · ⏱️ 03.12.2020):

  conda install -c conda-forge holoviews

Graphviz (🥈29 · ⭐ 880 · ➕) - Simple Python interface for Graphviz. MIT

• GitHub (👨‍💻 15 · 🔀 140 · 📦 16K · 📋 99 - 5% open · ⏱️ 25.12.2020):

  git clone https://github.com/xflr6/graphviz

• PyPi (📥 2.3M / month · 📦 4.4K · ⏱️ 24.12.2020):

  pip install graphviz

VisPy (🥈28 · ⭐ 2.5K) - High-performance interactive 2D/3D data visualization library. BSD-3

• GitHub (👨‍💻 140 · 🔀 540 · 📦 440 · 📋 1.1K - 31% open · ⏱️ 28.11.2020):

  git clone https://github.com/vispy/vispy

• PyPi (📥 14K / month · 📦 120 · ⏱️ 28.11.2020):

  pip install vispy

• NPM (📥 67 / month · ⏱️ 15.03.2020):

  npm install vispy

• Conda (📥 120K · ⏱️ 28.11.2020):

  conda install -c conda-forge vispy

datashader (🥈28 · ⭐ 2.4K) - Quickly and accurately render even the largest data. BSD-3

• GitHub (👨‍💻 43 · 🔀 310 · 📦 540 · 📋 460 - 31% open · ⏱️ 23.12.2020):

  git clone https://github.com/holoviz/datashader

• PyPi (📥 15K / month · 📦 70 · ⏱️ 23.12.2020):

  pip install datashader

• Conda (📥 130K · ⏱️ 17.08.2020):

  conda install -c conda-forge datashader

missingno (🥉27 · ⭐ 2.6K) - Missing data visualization module for Python. MIT

• GitHub (👨‍💻 14 · 🔀 330 · 📦 2.5K · 📋 100 - 14% open · ⏱️ 23.11.2020):

  git clone https://github.com/ResidentMario/missingno

• PyPi (📥 200K / month · 📦 76 · ⏱️ 29.06.2018):

  pip install missingno

• Conda (📥 65K · ⏱️ 15.02.2020):

  conda install -c conda-forge missingno

Cufflinks (🥉27 · ⭐ 2K) - Productivity Tools for Plotly + Pandas. MIT

• GitHub (👨‍💻 37 · 🔀 500 · 📦 2.4K · 📋 200 - 39% open · ⏱️ 07.10.2020):

  git clone https://github.com/santosjorge/cufflinks

• PyPi (📥 51K / month · 📦 230 · ⏱️ 01.03.2020):

  pip install cufflinks

Perspective (🥉26 · ⭐ 3.1K) - Streaming pivot visualization via WebAssembly. Apache-2

• GitHub (👨‍💻 59 · 🔀 330 · 📦 160 · 📋 350 - 18% open · ⏱️ 22.12.2020):

  git clone https://github.com/finos/perspective

• PyPi (📥 560 / month · 📦 4 · ⏱️ 15.10.2020):

  pip install perspective-python

• NPM (📥 1K / month · ⏱️ 15.10.2020):

  npm install @finos/perspective-jupyterlab

PyVista (🥉26 · ⭐ 620) - 3D plotting and mesh analysis through a streamlined interface for.. MIT

• GitHub (👨‍💻 47 · 🔀 130 · 📥 30 · 📦 220 · 📋 380 - 30% open · ⏱️ 22.12.2020):

  git clone https://github.com/pyvista/pyvista

• PyPi (📥 8.9K / month · 📦 26 · ⏱️ 10.12.2020):

  pip install pyvista

• Conda (📥 51K · ⏱️ 10.12.2020):

  conda install -c conda-forge pyvista

hvPlot (🥉26 · ⭐ 330) - A high-level plotting API for pandas, dask, xarray, and networkx built.. BSD-3

• GitHub (👨‍💻 22 · 🔀 49 · 📦 410 · 📋 310 - 31% open · ⏱️ 18.11.2020):

  git clone https://github.com/holoviz/hvplot

• PyPi (📥 68K / month · 📦 15 · ⏱️ 02.06.2020):

  pip install hvplot

• Conda (📥 54K · ⏱️ 02.06.2020):

  conda install -c conda-forge hvplot

Chartify (🥉25 · ⭐ 2.8K) - Python library that makes it easy for data scientists to create.. Apache-2

• GitHub (👨‍💻 19 · 🔀 240 · 📦 52 · 📋 70 - 57% open · ⏱️ 02.11.2020):

  git clone https://github.com/spotify/chartify

• PyPi (📥 8.5K / month · 📦 5 · ⏱️ 02.11.2020):

  pip install chartify

• Conda (📥 12K · ⏱️ 07.11.2020):

  conda install -c conda-forge chartify

Facets Overview (🥉24 · ⭐ 6.4K) - Visualizations for machine learning datasets. Apache-2

• GitHub (👨‍💻 27 · 🔀 790 · 📦 35 · 📋 140 - 48% open · ⏱️ 27.10.2020):

  git clone https://github.com/pair-code/facets

• PyPi (📥 22K / month · ⏱️ 24.07.2019):

  pip install facets-overview

HyperTools (🥉24 · ⭐ 1.6K) - A Python toolbox for gaining geometric insights into high-.. MIT

• GitHub (👨‍💻 20 · 🔀 150 · 📦 90 · 📋 190 - 36% open · ⏱️ 02.10.2020):

  git clone https://github.com/ContextLab/hypertools

• PyPi (📥 520 / month · 📦 9 · ⏱️ 02.10.2020):

  pip install hypertools

pythreejs (🥉24 · ⭐ 690) - A Jupyter - Three.js bridge. BSD-3

• GitHub (👨‍💻 24 · 🔀 160 · 📦 15 · 📋 190 - 29% open · ⏱️ 09.10.2020):

  git clone https://github.com/jupyter-widgets/pythreejs

• PyPi (📥 6.7K / month · 📦 13 · ⏱️ 09.10.2020):

  pip install pythreejs

• NPM (📥 4.5K / month · 📦 8 · ⏱️ 19.03.2020):

  npm install jupyter-threejs

• Conda (📥 250K · ⏱️ 12.10.2020):

  conda install -c conda-forge pythreejs

openTSNE (🥉23 · ⭐ 730) - Extensible, parallel implementations of t-SNE. BSD-3

• GitHub (👨‍💻 10 · 🔀 81 · 📦 160 · 📋 71 - 4% open · ⏱️ 21.12.2020):

  git clone https://github.com/pavlin-policar/openTSNE

• PyPi (📥 13K / month · 📦 4 · ⏱️ 21.12.2020):

  pip install opentsne

• Conda (📥 71K · ⏱️ 21.12.2020):

  conda install -c conda-forge opentsne

PandasGUI (🥉22 · ⭐ 1.9K) - A GUI for Pandas DataFrames. MIT

• GitHub (👨‍💻 6 · 🔀 110 · 📦 24 · 📋 60 - 16% open · ⏱️ 05.12.2020):

  git clone https://github.com/adamerose/pandasgui

• PyPi (📥 2.1K / month · 📦 1 · ⏱️ 10.11.2020):

  pip install pandasgui

Pandas-Bokeh (🥉22 · ⭐ 590) - Bokeh Plotting Backend for Pandas and GeoPandas. MIT

• GitHub (👨‍💻 11 · 🔀 74 · 📦 120 · 📋 71 - 28% open · ⏱️ 27.11.2020):

  git clone https://github.com/PatrikHlobil/Pandas-Bokeh

• PyPi (📥 7.4K / month · 📦 10 · ⏱️ 27.11.2020):

  pip install pandas-bokeh

vega (🥉22 · ⭐ 290) - IPython/Jupyter notebook module for Vega and Vega-Lite. BSD-3

• GitHub (👨‍💻 9 · 🔀 46 · 📋 87 - 9% open · ⏱️ 21.12.2020):

  git clone https://github.com/vega/ipyvega

• PyPi (📥 6.9K / month · 📦 150 · ⏱️ 15.05.2020):

  pip install vega

• Conda (📥 370K · ⏱️ 10.12.2020):

  conda install -c conda-forge vega

PyWaffle (🥉20 · ⭐ 370) - Make Waffle Charts in Python. MIT

• GitHub (👨‍💻 6 · 🔀 59 · 📦 38 · 📋 12 - 16% open · ⏱️ 26.07.2020):

  git clone https://github.com/gyli/PyWaffle

• PyPi (📥 1.1K / month · ⏱️ 26.07.2020):

  pip install pywaffle

AutoViz (🥉20 · ⭐ 270) - Automatically Visualize any dataset, any size with a single line of.. Apache-2

• GitHub (👨‍💻 10 · 🔀 54 · 📦 24 · 📋 19 - 15% open · ⏱️ 21.12.2020):

  git clone https://github.com/AutoViML/AutoViz

• PyPi (📥 1.2K / month · ⏱️ 10.12.2020):

  pip install autoviz

HiPlot (🥉19 · ⭐ 1.6K) - HiPlot makes understanding high dimensional data easy. MIT

• GitHub (👨‍💻 6 · 🔀 86 · 📦 2 · 📋 45 - 8% open · ⏱️ 19.12.2020):

  git clone https://github.com/facebookresearch/hiplot

• PyPi (📥 3.1K / month · ⏱️ 23.12.2020):

  pip install hiplot

• Conda (📥 40K · ⏱️ 23.12.2020):

  conda install -c conda-forge hiplot

Sweetviz (🥉19 · ⭐ 1.2K) - Visualize and compare datasets, target values and associations, with.. MIT

• GitHub (👨‍💻 6 · 🔀 130 · 📋 64 - 32% open · ⏱️ 10.12.2020):

  git clone https://github.com/fbdesignpro/sweetviz

• PyPi (📥 7.9K / month · ⏱️ 10.12.2020):

  pip install sweetviz

nx-altair (🥉14 · ⭐ 150) - Draw interactive NetworkX graphs with Altair. MIT

• GitHub (👨‍💻 3 · 🔀 19 · 📋 8 - 50% open · ⏱️ 02.06.2020):

  git clone https://github.com/Zsailer/nx_altair

• PyPi (📥 190 / month · 📦 2 · ⏱️ 02.06.2020):

  pip install nx-altair

Show 5 hidden projects...

• Altair (🥉25 · ⭐ 240 · 💀) - Declarative statistical visualization library for Python. BSD-3
• PDPbox (🥉22 · ⭐ 520 · 💀) - python partial dependence plot toolbox. MIT
• pivottablejs (🥉20 · ⭐ 410 · 💀) - Dragndrop Pivot Tables and Charts for Jupyter/IPython.. MIT
• pdvega (🥉16 · ⭐ 340 · 💀) - Interactive plotting for Pandas using Vega-Lite. MIT
• nptsne (🥉15 · ⭐ 24) - nptsne is a numpy compatible python binary package that offers a.. Apache-2

Text Data & NLP

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

spaCy (🥇37 · ⭐ 18K) - Industrial-strength Natural Language Processing (NLP) with Python and.. MIT

• GitHub (👨‍💻 540 · 🔀 3.2K · 📥 2.9K · 📦 20K · 📋 4.2K - 2% open · ⏱️ 22.12.2020):

  git clone https://github.com/explosion/spaCy

• PyPi (📥 910K / month · 📦 3.1K · ⏱️ 11.12.2020):

  pip install spacy

• Conda (📥 1.4M · ⏱️ 18.12.2020):

  conda install -c conda-forge spacy

transformers (🥇36 · ⭐ 39K) - Transformers: State-of-the-art Natural Language Processing.. Apache-2

• GitHub (👨‍💻 740 · 🔀 9.4K · 📥 1.2K · 📦 6.4K · 📋 5.5K - 10% open · ⏱️ 25.12.2020):

  git clone https://github.com/huggingface/transformers

• PyPi (📥 720K / month · 📦 130 · ⏱️ 17.12.2020):

  pip install transformers

• Conda (📥 13K · ⏱️ 19.12.2020):

  conda install -c conda-forge transformers

nltk (🥇34 · ⭐ 9.5K) - Suite of libraries and programs for symbolic and statistical natural.. Apache-2

• GitHub (👨‍💻 380 · 🔀 2.4K · 📦 84K · 📋 1.5K - 16% open · ⏱️ 23.12.2020):

  git clone https://github.com/nltk/nltk

• PyPi (📥 4.2M / month · 📦 21K · ⏱️ 12.04.2020):

  pip install nltk

• Conda (📥 610K · ⏱️ 08.08.2019):

  conda install -c conda-forge nltk

Rasa (🥇32 · ⭐ 10K) - Open source machine learning framework to automate text- and voice-.. Apache-2

• GitHub (👨‍💻 450 · 🔀 3.2K · 📋 4.8K - 10% open · ⏱️ 22.12.2020):

  git clone https://github.com/RasaHQ/rasa

• PyPi (📥 69K / month · 📦 64 · ⏱️ 21.12.2020):

  pip install rasa

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

• GitHub (👨‍💻 100 · 🔀 3.6K · 📦 3K · 📋 1.4K - 14% open · ⏱️ 20.08.2020):

  git clone https://github.com/gunthercox/ChatterBot

• PyPi (📥 23K / month · 📦 680 · ⏱️ 22.08.2020):

  pip install chatterbot

sentencepiece (🥇31 · ⭐ 4.7K) - Unsupervised text tokenizer for Neural Network-based text.. Apache-2

• GitHub (👨‍💻 46 · 🔀 600 · 📥 9K · 📦 5.1K · 📋 400 - 8% open · ⏱️ 12.12.2020):

  git clone https://github.com/google/sentencepiece

• PyPi (📥 1.1M / month · 📦 120 · ⏱️ 24.10.2020):

  pip install sentencepiece

• Conda (📥 20K · ⏱️ 10.10.2020):

  conda install -c conda-forge sentencepiece

fastText (🥇30 · ⭐ 22K) - Library for fast text representation and classification. MIT

• GitHub (👨‍💻 58 · 🔀 4.2K · 📦 1.4K · 📋 990 - 40% open · ⏱️ 18.07.2020):

  git clone https://github.com/facebookresearch/fastText

• PyPi (📥 120K / month · 📦 190 · ⏱️ 28.04.2020):

  pip install fasttext

• Conda (📥 17K · ⏱️ 12.10.2020):

  conda install -c conda-forge fasttext

fairseq (🥇30 · ⭐ 11K · 📉) - Facebook AI Research Sequence-to-Sequence Toolkit written in.. MIT

• GitHub (👨‍💻 280 · 🔀 2.7K · 📥 49 · 📦 250 · 📋 2.3K - 24% open · ⏱️ 24.12.2020):

  git clone https://github.com/pytorch/fairseq

• PyPi (📥 8K / month · 📦 20 · ⏱️ 21.11.2020):

  pip install fairseq

flair (🥇30 · ⭐ 9.7K) - A very simple framework for state-of-the-art Natural Language.. MIT

• GitHub (👨‍💻 160 · 🔀 1.4K · 📦 570 · 📋 1.4K - 7% open · ⏱️ 17.12.2020):

  git clone https://github.com/flairNLP/flair

• PyPi (📥 36K / month · 📦 48 · ⏱️ 01.12.2020):

  pip install flair

torchtext (🥇30 · ⭐ 2.6K) - Data loaders and abstractions for text and NLP. BSD-3

• GitHub (👨‍💻 100 · 🔀 580 · 📦 3.4K · 📋 570 - 45% open · ⏱️ 23.12.2020):

  git clone https://github.com/pytorch/text

• PyPi (📥 97K / month · 📦 680 · ⏱️ 10.12.2020):

  pip install torchtext

AllenNLP (🥈29 · ⭐ 9.5K · 📉) - An open-source NLP research library, built on PyTorch. Apache-2

• GitHub (👨‍💻 230 · 🔀 2K · 📥 36 · 📦 1.3K · 📋 2.2K - 4% open · ⏱️ 23.12.2020):

  git clone https://github.com/allenai/allennlp

• PyPi (📥 23K / month · 📦 230 · ⏱️ 17.11.2020):

  pip install allennlp

TextBlob (🥈29 · ⭐ 7.5K) - Simple, Pythonic, text processing--Sentiment analysis, part-of-speech.. MIT

• GitHub (👨‍💻 33 · 🔀 950 · 📥 88 · 📦 9.5K · 📋 220 - 31% open · ⏱️ 25.12.2020):

  git clone https://github.com/sloria/TextBlob

• PyPi (📥 270K / month · 📦 2.5K · ⏱️ 24.02.2019):

  pip install textblob

• Conda (📥 110K · ⏱️ 24.02.2019):

  conda install -c conda-forge textblob

Tokenizers (🥈28 · ⭐ 4.1K) - Fast State-of-the-Art Tokenizers optimized for Research and.. Apache-2

• GitHub (👨‍💻 39 · 🔀 300 · 📦 20 · 📋 340 - 23% open · ⏱️ 15.12.2020):

  git clone https://github.com/huggingface/tokenizers

• PyPi (📥 880K / month · ⏱️ 08.12.2020):

  pip install tokenizers

• Conda (📥 15K · ⏱️ 19.11.2020):

  conda install -c conda-forge tokenizers

Dedupe (🥈28 · ⭐ 2.8K) - A python library for accurate and scalable fuzzy matching, record.. MIT

• GitHub (👨‍💻 55 · 🔀 400 · 📦 170 · 📋 620 - 7% open · ⏱️ 09.11.2020):

  git clone https://github.com/dedupeio/dedupe

• PyPi (📥 52K / month · 📦 78 · ⏱️ 06.09.2020):

  pip install dedupe

phonenumbers (🥈28 · ⭐ 2.6K) - Python port of Google's libphonenumber. Apache-2

• GitHub (👨‍💻 22 · 🔀 320 · 📋 110 - 2% open · ⏱️ 22.12.2020):

  git clone https://github.com/daviddrysdale/python-phonenumbers

• PyPi (📥 790K / month · 📦 2.3K · ⏱️ 16.12.2020):

  pip install phonenumbers

• Conda (📥 370K · ⏱️ 04.08.2019):

  conda install -c conda-forge phonenumbers

inflect (🥈28 · ⭐ 460) - Correctly generate plurals, ordinals, indefinite articles; convert.. MIT

• GitHub (👨‍💻 25 · 🔀 57 · 📋 71 - 18% open · ⏱️ 15.11.2020):

  git clone https://github.com/jaraco/inflect

• PyPi (📥 910K / month · 📦 1.4K · ⏱️ 15.11.2020):

  pip install inflect

• Conda (📥 120K · ⏱️ 15.11.2020):

  conda install -c conda-forge inflect

OpenNMT (🥈27 · ⭐ 4.7K) - Open Source Neural Machine Translation in PyTorch. MIT

• GitHub (👨‍💻 160 · 🔀 1.7K · 📦 63 · 📋 1.2K - 7% open · ⏱️ 09.12.2020):

  git clone https://github.com/OpenNMT/OpenNMT-py

• PyPi (📥 4K / month · 📦 4 · ⏱️ 10.11.2020):

  pip install OpenNMT-py

GluonNLP (🥈27 · ⭐ 2.2K) - Toolkit that enables easy text preprocessing, datasets.. Apache-2

• GitHub (👨‍💻 72 · 🔀 490 · 📦 350 · 📋 510 - 44% open · ⏱️ 08.10.2020):

  git clone https://github.com/dmlc/gluon-nlp

• PyPi (📥 34K / month · 📦 11 · ⏱️ 13.08.2020):

  pip install gluonnlp

textacy (🥈27 · ⭐ 1.6K) - NLP, before and after spaCy. Apache-2

• GitHub (👨‍💻 28 · 🔀 210 · 📋 220 - 13% open · ⏱️ 06.12.2020):

  git clone https://github.com/chartbeat-labs/textacy

• PyPi (📥 29K / month · 📦 77 · ⏱️ 29.08.2020):

  pip install textacy

• Conda (📥 73K · ⏱️ 19.11.2020):

  conda install -c conda-forge textacy

DeepPavlov (🥈26 · ⭐ 4.9K) - An open source library for deep learning end-to-end dialog.. Apache-2

• GitHub (👨‍💻 61 · 🔀 880 · 📦 170 · 📋 510 - 13% open · ⏱️ 24.12.2020):

  git clone https://github.com/deepmipt/DeepPavlov

• PyPi (📥 7.4K / month · 📦 4 · ⏱️ 24.12.2020):

  pip install deeppavlov

TensorFlow Text (🥈26 · ⭐ 670) - Making text a first-class citizen in TensorFlow. Apache-2

• GitHub (👨‍💻 30 · 🔀 84 · 📦 380 · 📋 120 - 32% open · ⏱️ 22.12.2020):

  git clone https://github.com/tensorflow/text

• PyPi (📥 150K / month · 📦 4 · ⏱️ 22.12.2020):

  pip install tensorflow-text

ftfy (🥈25 · ⭐ 2.9K) - Fixes mojibake and other glitches in Unicode text, after the fact. MIT

• GitHub (👨‍💻 17 · 🔀 98 · 📦 2.5K · 📋 110 - 13% open · ⏱️ 17.07.2020):

  git clone https://github.com/LuminosoInsight/python-ftfy

• PyPi (📥 250K / month · 📦 760 · ⏱️ 20.07.2020):

  pip install ftfy

• Conda (📥 93K · ⏱️ 03.02.2019):

  conda install -c conda-forge ftfy

fastNLP (🥈25 · ⭐ 1.9K · 📉) - fastNLP: A Modularized and Extensible NLP Framework. Currently.. Apache-2

• GitHub (👨‍💻 48 · 🔀 340 · 📥 54 · 📦 21 · 📋 140 - 9% open · ⏱️ 23.11.2020):

  git clone https://github.com/fastnlp/fastNLP

• PyPi (📥 1.3K / month · 📦 1 · ⏱️ 04.02.2019):

  pip install fastnlp

TextDistance (🥈25 · ⭐ 1.8K · 💤) - Compute distance between sequences. 30+ algorithms, pure.. MIT

• GitHub (👨‍💻 7 · 🔀 160 · 📥 96 · 📦 270 · ⏱️ 13.04.2020):

  git clone https://github.com/life4/textdistance

• PyPi (📥 100K / month · 📦 28 · ⏱️ 13.04.2020):

  pip install textdistance

• Conda (📥 14K · ⏱️ 10.11.2020):

  conda install -c conda-forge textdistance

spark-nlp (🥈25 · ⭐ 1.8K · ➕) - State of the Art Natural Language Processing. Apache-2

• GitHub (👨‍💻 71 · 🔀 390 · 📋 390 - 20% open · ⏱️ 21.12.2020):

  git clone https://github.com/JohnSnowLabs/spark-nlp

• PyPi (📥 360K / month · ⏱️ 15.12.2020):

  pip install spark-nlp

Jina (🥈25 · ⭐ 1.8K) - An easier way to build neural search in the cloud. Apache-2

• GitHub (👨‍💻 74 · 🔀 300 · 📦 41 · 📋 540 - 7% open · ⏱️ 26.12.2020):

  git clone https://github.com/jina-ai/jina

• PyPi (📥 1.3K / month · ⏱️ 23.12.2020):

  pip install jina

• Dockerhub (📥 63K · ⏱️ 26.12.2020):

  docker pull jinaai/jina

jellyfish (🥈25 · ⭐ 1.4K) - a python library for doing approximate and phonetic matching of.. BSD-2

• GitHub (👨‍💻 19 · 🔀 120 · 📦 2K · 📋 95 - 9% open · ⏱️ 08.12.2020):

  git clone https://github.com/jamesturk/jellyfish

• PyPi (📥 790K / month · 📦 650 · ⏱️ 21.05.2020):

  pip install jellyfish

• Conda (📥 110K · ⏱️ 10.10.2020):

  conda install -c conda-forge jellyfish

haystack (🥈25 · ⭐ 1.2K · ➕) - Transformers at scale for question answering & neural search... Apache-2

• GitHub (👨‍💻 27 · 🔀 210 · 📦 23 · 📋 390 - 13% open · ⏱️ 26.12.2020):

  git clone https://github.com/deepset-ai/haystack

• PyPi (📥 4.6K / month · 📦 74 · ⏱️ 03.07.2017):

  pip install haystack

CLTK (🥈25 · ⭐ 630) - The Classical Language Toolkit. MIT

• GitHub (👨‍💻 110 · 🔀 300 · 📥 22 · 📦 150 · 📋 480 - 26% open · ⏱️ 18.12.2020):

  git clone https://github.com/cltk/cltk

• PyPi (📥 1.3K / month · 📦 68 · ⏱️ 03.12.2020):

  pip install cltk

ParlAI (🥉24 · ⭐ 6.9K) - A framework for training and evaluating AI models on a variety of.. MIT

• GitHub (👨‍💻 140 · 🔀 1.4K · 📦 5 · 📋 910 - 12% open · ⏱️ 24.12.2020):

  git clone https://github.com/facebookresearch/ParlAI

• PyPi (📥 780 / month · ⏱️ 16.12.2020):

  pip install parlai

PyText (🥉24 · ⭐ 6.1K) - A natural language modeling framework based on PyTorch. BSD-3

• GitHub (👨‍💻 150 · 🔀 760 · 📥 210 · 📦 52 · 📋 190 - 60% open · ⏱️ 22.12.2020):

  git clone https://github.com/facebookresearch/pytext

• PyPi (📥 350 / month · 📦 1 · ⏱️ 27.04.2020):

  pip install pytext-nlp

stanza (🥉24 · ⭐ 5K) - Official Stanford NLP Python Library for Many Human Languages. Apache-2

• GitHub (👨‍💻 28 · 🔀 620 · 📋 420 - 17% open · ⏱️ 13.08.2020):

  git clone https://github.com/stanfordnlp/stanza

• PyPi (📥 14K / month · 📦 2 · ⏱️ 13.08.2020):

  pip install stanza

• Conda (📥 2.9K · ⏱️ 13.08.2020):

  conda install -c stanfordnlp stanza

T5 (🥉24 · ⭐ 3.1K) - Code for the paper Exploring the Limits of Transfer Learning with a.. Apache-2

• GitHub (👨‍💻 28 · 🔀 410 · 📦 18 · 📋 310 - 12% open · ⏱️ 23.12.2020):

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

• PyPi (📥 6K / month · ⏱️ 18.12.2020):

  pip install t5

Sumy (🥉24 · ⭐ 2.4K) - Module for automatic summarization of text documents and HTML pages. Apache-2

• GitHub (👨‍💻 20 · 🔀 430 · 📦 610 · 📋 88 - 11% open · ⏱️ 21.11.2020):

  git clone https://github.com/miso-belica/sumy

• PyPi (📥 7.5K / month · 📦 190 · ⏱️ 19.05.2019):

  pip install sumy

PyTextRank (🥉24 · ⭐ 1.4K) - Python implementation of TextRank for phrase extraction and.. MIT

• GitHub (👨‍💻 10 · 🔀 280 · 📦 120 · 📋 52 - 28% open · ⏱️ 21.09.2020):

  git clone https://github.com/DerwenAI/pytextrank

• PyPi (📥 12K / month · 📦 6 · ⏱️ 15.09.2020):

  pip install pytextrank

SciSpacy (🥉24 · ⭐ 760) - A full spaCy pipeline and models for scientific/biomedical.. Apache-2

• GitHub (👨‍💻 14 · 🔀 120 · 📦 190 · 📋 140 - 12% open · ⏱️ 10.11.2020):

  git clone https://github.com/allenai/scispacy

• PyPi (📥 8.8K / month · 📦 12 · ⏱️ 16.10.2020):

  pip install scispacy

pyahocorasick (🥉24 · ⭐ 560) - Python module (C extension and plain python) implementing Aho-.. BSD-3

• GitHub (👨‍💻 20 · 🔀 85 · 📦 460 · 📋 93 - 32% open · ⏱️ 23.12.2020):

  git clone https://github.com/WojciechMula/pyahocorasick

• PyPi (📥 120K / month · 📦 64 · ⏱️ 14.01.2019):

  pip install pyahocorasick

• Conda (📥 110K · ⏱️ 13.10.2020):

  conda install -c conda-forge pyahocorasick

Ciphey (🥉23 · ⭐ 5.9K) - Automatically decrypt encryptions without knowing the key or cipher,.. MIT

• GitHub (👨‍💻 38 · 🔀 330 · 📋 210 - 21% open · ⏱️ 07.12.2020):

  git clone https://github.com/Ciphey/Ciphey

• PyPi (📥 4.8K / month · ⏱️ 02.12.2020):

  pip install ciphey

• Dockerhub (📥 7K · ⭐ 1 · ⏱️ 17.12.2020):

  docker pull remnux/ciphey

flashtext (🥉23 · ⭐ 4.6K · 💤) - Extract Keywords from sentence or Replace keywords in sentences. MIT

• GitHub (👨‍💻 8 · 🔀 520 · 📦 320 · 📋 97 - 49% open · ⏱️ 03.05.2020):

  git clone https://github.com/vi3k6i5/flashtext

• PyPi (📥 230K / month · 📦 32 · ⏱️ 16.02.2018):

  pip install flashtext

textgenrnn (🥉23 · ⭐ 4.2K · ➕) - Easily train your own text-generating neural network of any.. MIT

• GitHub (👨‍💻 19 · 🔀 650 · 📥 380 · 📦 550 · 📋 190 - 57% open · ⏱️ 14.07.2020):

  git clone https://github.com/minimaxir/textgenrnn

• PyPi (📥 800 / month · 📦 14 · ⏱️ 02.02.2020):

  pip install textgenrnn

Snips NLU (🥉23 · ⭐ 3.4K · 💤) - Snips Python library to extract meaning from text. Apache-2

• GitHub (👨‍💻 21 · 🔀 450 · 📋 250 - 20% open · ⏱️ 08.02.2020):

  git clone https://github.com/snipsco/snips-nlu

• PyPi (📥 1.5K / month · 📦 8 · ⏱️ 15.01.2020):

  pip install snips-nlu

pytorch-nlp (🥉23 · ⭐ 1.8K) - Basic Utilities for PyTorch Natural Language Processing (NLP). BSD-3

• GitHub (👨‍💻 17 · 🔀 220 · 📦 160 · 📋 63 - 22% open · ⏱️ 11.10.2020):

  git clone https://github.com/PetrochukM/PyTorch-NLP

• PyPi (📥 3.9K / month · 📦 18 · ⏱️ 04.11.2019):

  pip install pytorch-nlp

sense2vec (🥉23 · ⭐ 1.1K · 💤) - Contextually-keyed word vectors. MIT

• GitHub (👨‍💻 14 · 🔀 200 · 📥 12K · 📦 47 · 📋 93 - 16% open · ⏱️ 29.05.2020):

  git clone https://github.com/explosion/sense2vec

• PyPi (📥 2.3K / month · 📦 6 · ⏱️ 22.11.2019):

  pip install sense2vec

• Conda (📥 14K · ⏱️ 16.03.2020):

  conda install -c conda-forge sense2vec

pySBD (🥉23 · ⭐ 240) - pySBD (Python Sentence Boundary Disambiguation) is a rule-based sentence.. MIT

• GitHub (👨‍💻 6 · 🔀 25 · 📦 90 · 📋 47 - 8% open · ⏱️ 01.12.2020):

  git clone https://github.com/nipunsadvilkar/pySBD

• PyPi (📥 12K / month · 📦 2 · ⏱️ 08.10.2020):

  pip install pysbd

neuralcoref (🥉22 · ⭐ 2.2K · ➕) - Fast Coreference Resolution in spaCy with Neural Networks. MIT

• GitHub (👨‍💻 19 · 🔀 370 · 📥 160 · 📦 270 · 📋 250 - 15% open · ⏱️ 07.09.2020):

  git clone https://github.com/huggingface/neuralcoref

• PyPi (📥 3.7K / month · 📦 9 · ⏱️ 08.04.2019):

  pip install neuralcoref

• Conda (📥 5.5K · ⏱️ 21.02.2020):

  conda install -c conda-forge neuralcoref

scattertext (🥉22 · ⭐ 1.5K) - Beautiful visualizations of how language differs among.. Apache-2

• GitHub (👨‍💻 10 · 🔀 200 · 📦 140 · 📋 67 - 25% open · ⏱️ 18.12.2020):

  git clone https://github.com/JasonKessler/scattertext

• PyPi (📥 3.4K / month · 📦 8 · ⏱️ 14.12.2020):

  pip install scattertext

• Conda (📥 42K · ⏱️ 18.12.2020):

  conda install -c conda-forge scattertext

fast-bert (🥉22 · ⭐ 1.5K) - Super easy library for BERT based NLP models. Apache-2

• GitHub (👨‍💻 34 · 🔀 300 · 📋 230 - 60% open · ⏱️ 17.12.2020):

  git clone https://github.com/kaushaltrivedi/fast-bert

• PyPi (📥 2K / month · 📦 2 · ⏱️ 09.12.2020):

  pip install fast-bert

spacy-transformers (🥉22 · ⭐ 860) - Use pretrained transformers like BERT, XLNet and GPT-2 in.. MIT spacy

• GitHub (👨‍💻 14 · 🔀 97 · 📦 65 · 📋 180 - 26% open · ⏱️ 17.12.2020):

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

• PyPi (📥 7.3K / month · 📦 3 · ⏱️ 14.10.2020):

  pip install spacy-transformers

NLP Architect (🥉21 · ⭐ 2.6K) - A model library for exploring state-of-the-art deep learning.. Apache-2

• GitHub (👨‍💻 35 · 🔀 390 · 📦 6 · 📋 120 - 13% open · ⏱️ 26.11.2020):

  git clone https://github.com/IntelLabs/nlp-architect

• PyPi (📥 270 / month · ⏱️ 12.04.2020):

  pip install nlp-architect

NeMo (🥉21 · ⭐ 2.3K) - NeMo: a toolkit for conversational AI. Apache-2

• GitHub (👨‍💻 67 · 🔀 360 · 📥 710 · 📋 390 - 40% open · ⏱️ 26.12.2020):

  git clone https://github.com/NVIDIA/NeMo

• PyPi (📥 2K / month · 📦 4 · ⏱️ 11.12.2020):

  pip install nemo-toolkit

Texar (🥉21 · ⭐ 2.1K) - Toolkit for Machine Learning, Natural Language Processing, and.. Apache-2

• GitHub (👨‍💻 41 · 🔀 330 · 📦 12 · 📋 160 - 20% open · ⏱️ 29.07.2020):

  git clone https://github.com/asyml/texar

• PyPi (📥 84 / month · 📦 2 · ⏱️ 19.11.2019):

  pip install texar

Texthero (🥉21 · ⭐ 2K) - Text preprocessing, representation and visualization from zero to hero. MIT

• GitHub (👨‍💻 18 · 🔀 180 · 📥 57 · 📋 120 - 60% open · ⏱️ 03.11.2020):

  git clone https://github.com/jbesomi/texthero

• PyPi (📥 3.1K / month · ⏱️ 06.07.2020):

  pip install texthero

DELTA (🥉21 · ⭐ 1.4K) - DELTA is a deep learning based natural language and speech.. Apache-2

• GitHub (👨‍💻 41 · 🔀 270 · 📋 73 - 12% open · ⏱️ 17.12.2020):

  git clone https://github.com/Delta-ML/delta

• PyPi (📥 31 / month · ⏱️ 27.03.2020):

  pip install delta-nlp

• Dockerhub (📥 12K · ⏱️ 26.12.2020):

  docker pull zh794390558/delta

DeepMatcher (🥉20 · ⭐ 3.3K · 💤) - Python package for performing Entity and Text Matching using.. BSD-3

• GitHub (👨‍💻 7 · 🔀 1.3K · 📦 9 · 📋 62 - 75% open · ⏱️ 20.04.2020):

  git clone https://github.com/anhaidgroup/deepmatcher

• PyPi (📥 270 / month · ⏱️ 30.12.2019):

  pip install deepmatcher

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

• GitHub (👨‍💻 19 · 🔀 370 · 📦 19 · 📋 330 - 9% open · ⏱️ 29.10.2020):

  git clone https://github.com/BrikerMan/Kashgari

• PyPi (📥 190 / month · 📦 1 · ⏱️ 26.06.2019):

  pip install kashgari-tf

FARM (🥉20 · ⭐ 1.1K) - Fast & easy transfer learning for NLP. Harvesting language models.. Apache-2

• GitHub (👨‍💻 28 · 🔀 140 · 📋 310 - 10% open · ⏱️ 23.12.2020):

  git clone https://github.com/deepset-ai/FARM

• PyPi (📥 6.7K / month · 📦 1 · ⏱️ 30.10.2020):

  pip install farm

Sockeye (🥉20 · ⭐ 980) - Sequence-to-sequence framework with a focus on Neural Machine.. Apache-2

• GitHub (👨‍💻 52 · 🔀 290 · 📋 240 - 7% open · ⏱️ 14.12.2020):

  git clone https://github.com/awslabs/sockeye

• PyPi (📥 540 / month · 📦 2 · ⏱️ 05.11.2020):

  pip install sockeye

YouTokenToMe (🥉20 · ⭐ 700 · 💤) - Unsupervised text tokenizer focused on computational efficiency. MIT

• GitHub (👨‍💻 6 · 🔀 42 · 📦 91 · 📋 41 - 51% open · ⏱️ 13.02.2020):

  git clone https://github.com/vkcom/youtokentome

• PyPi (📥 7K / month · 📦 6 · ⏱️ 12.02.2020):

  pip install youtokentome

finetune (🥉20 · ⭐ 630) - Scikit-learn style model finetuning for NLP. MPL-2.0

• GitHub (👨‍💻 18 · 🔀 67 · 📦 8 · 📋 130 - 13% open · ⏱️ 24.11.2020):

  git clone https://github.com/IndicoDataSolutions/finetune

• PyPi (📥 230 / month · 📦 2 · ⏱️ 10.01.2020):

  pip install finetune

textpipe (🥉19 · ⭐ 260) - Textpipe: clean and extract metadata from text. MIT

• GitHub (👨‍💻 27 · 🔀 17 · 📦 6 · 📋 44 - 45% open · ⏱️ 12.10.2020):

  git clone https://github.com/textpipe/textpipe

• PyPi (📥 410 / month · 📦 1 · ⏱️ 12.10.2020):

  pip install textpipe

Camphr (🥉17 · ⭐ 320) - spaCy plugin for Transformers , Udify, ELmo, etc. Apache-2 spacy

• GitHub (👨‍💻 7 · 🔀 15 · 📋 27 - 48% open · ⏱️ 26.12.2020):

  git clone https://github.com/PKSHATechnology-Research/camphr

• PyPi (📥 570 / month · ⏱️ 25.12.2020):

  pip install camphr

VizSeq (🥉16 · ⭐ 300) - An Analysis Toolkit for Natural Language Generation (Translation,.. MIT

• GitHub (👨‍💻 3 · 🔀 39 · 📦 1 · 📋 15 - 46% open · ⏱️ 13.12.2020):

  git clone https://github.com/facebookresearch/vizseq

• PyPi (📥 86 / month · ⏱️ 07.08.2020):

  pip install vizseq

Headliner (🥉16 · ⭐ 220 · 💤) - Easy training and deployment of seq2seq models. MIT

• GitHub (👨‍💻 2 · 🔀 37 · 📦 3 · 📋 14 - 7% open · ⏱️ 14.02.2020):

  git clone https://github.com/as-ideas/headliner

• PyPi (📥 390 / month · 📦 1 · ⏱️ 24.01.2020):

  pip install headliner

Translate (🥉15 · ⭐ 670) - Translate - a PyTorch Language Library. BSD-3

• GitHub (👨‍💻 83 · 🔀 160 · 📋 93 - 70% open · ⏱️ 16.11.2020):

  git clone https://github.com/pytorch/translate

• PyPi (📥 14 / month · ⏱️ 01.05.2018):

  pip install pytorch-translate

NeuralQA (🥉15 · ⭐ 180) - NeuralQA: A Usable Library for Question Answering on Large Datasets.. MIT

• GitHub (👨‍💻 3 · 🔀 23 · 📦 1 · 📋 26 - 69% open · ⏱️ 16.12.2020):

  git clone https://github.com/victordibia/neuralqa

• PyPi (📥 120 / month · ⏱️ 29.07.2020):

  pip install neuralqa

OpenNRE (🥉14 · ⭐ 2.9K · ➕) - An Open-Source Package for Neural Relation Extraction (NRE). MIT

• GitHub (👨‍💻 9 · 🔀 830 · 📋 300 - 4% open · ⏱️ 15.09.2020):

  git clone https://github.com/thunlp/OpenNRE

TransferNLP (🥉14 · ⭐ 280 · 💤) - NLP library designed for reproducible experimentation.. MIT

• GitHub (👨‍💻 7 · 🔀 18 · 📋 23 - 17% open · ⏱️ 28.05.2020):

  git clone https://github.com/feedly/transfer-nlp

• PyPi (📥 80 / month · ⏱️ 28.05.2020):

  pip install transfer-nlp

Show 10 hidden projects...

• gensim (🥇35 · ⭐ 12K) - Topic Modelling for Humans. ❗️LGPL-2.1
• fuzzywuzzy (🥈29 · ⭐ 7.7K · 💤) - Fuzzy String Matching in Python. ❗️GPL-2.0
• langid (🥈26 · ⭐ 1.7K · 💀) - Stand-alone language identification system. BSD-3
• polyglot (🥈25 · ⭐ 1.7K) - Multilingual text (NLP) processing toolkit. ❗️GPL-3.0
• anaGo (🥉22 · ⭐ 1.4K · 💀) - Bidirectional LSTM-CRF and ELMo for Named-Entity Recognition,.. MIT
• MatchZoo (🥉21 · ⭐ 3.3K · 💀) - Facilitating the design, comparison and sharing of deep.. Apache-2
• stop-words (🥉20 · ⭐ 120 · 💀) - Get list of common stop words in various languages in Python. BSD-3
• pyfasttext (🥉19 · ⭐ 230 · 💀) - Yet another Python binding for fastText. ❗️GPL-3.0
• NeuroNER (🥉18 · ⭐ 1.5K · 💀) - Named-entity recognition using neural networks. Easy-to-use and.. MIT
• ONNX-T5 (🥉11 · ⭐ 130 · 🐣) - Summarization, translation, sentiment-analysis, text-generation.. Apache-2

Image Data

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

scikit-image (🥇36 · ⭐ 4.1K) - Image processing in Python. BSD-2

• GitHub (👨‍💻 470 · 🔀 1.7K · 📦 57K · 📋 2.1K - 30% open · ⏱️ 26.12.2020):

  git clone https://github.com/scikit-image/scikit-image

• PyPi (📥 1.8M / month · 📦 15K · ⏱️ 23.12.2020):

  pip install scikit-image

• Conda (📥 2M · ⏱️ 23.12.2020):

  conda install -c conda-forge scikit-image

torchvision (🥇35 · ⭐ 8K) - Datasets, Transforms and Models specific to Computer Vision. BSD-3

• GitHub (👨‍💻 350 · 🔀 4.1K · 📦 38K · 📋 1.5K - 30% open · ⏱️ 23.12.2020):

  git clone https://github.com/pytorch/vision

• PyPi (📥 720K / month · 📦 4.6K · ⏱️ 10.12.2020):

  pip install torchvision

• Conda (📥 34K · ⏱️ 14.10.2018):

  conda install -c conda-forge torchvision

imgaug (🥇32 · ⭐ 10K) - Image augmentation for machine learning experiments. MIT

• GitHub (👨‍💻 36 · 🔀 1.9K · 📦 4.9K · 📋 420 - 51% open · ⏱️ 01.06.2020):

  git clone https://github.com/aleju/imgaug

• PyPi (📥 150K / month · 📦 280 · ⏱️ 05.02.2020):

  pip install imgaug

• Conda (📥 30K · ⏱️ 14.02.2020):

  conda install -c conda-forge imgaug

imageio (🥇32 · ⭐ 820) - Python library for reading and writing image data. BSD-2

• GitHub (👨‍💻 69 · 🔀 160 · 📦 34K · 📋 330 - 18% open · ⏱️ 07.12.2020):

  git clone https://github.com/imageio/imageio

• PyPi (📥 1.8M / month · 📦 3.8K · ⏱️ 06.07.2020):

  pip install imageio

• Conda (📥 1.6M · ⏱️ 06.07.2020):

  conda install -c conda-forge imageio

opencv-python (🥈30 · ⭐ 1.6K) - Automated CI toolchain to produce precompiled opencv-python,.. MIT

• GitHub (👨‍💻 27 · 🔀 300 · 📋 380 - 5% open · ⏱️ 11.12.2020):

  git clone https://github.com/skvark/opencv-python

• PyPi (📥 2.2M / month · 📦 13K · ⏱️ 02.11.2020):

  pip install opencv-python

Wand (🥈30 · ⭐ 1K · ➕) - The ctypes-based simple ImageMagick binding for Python. MIT

• GitHub (👨‍💻 94 · 🔀 180 · 📥 5.2K · 📦 3K · 📋 330 - 3% open · ⏱️ 08.12.2020):

  git clone https://github.com/emcconville/wand

• PyPi (📥 130K / month · 📦 1.2K · ⏱️ 29.11.2020):

  pip install wand

Face Recognition (🥈29 · ⭐ 38K) - The world's simplest facial recognition api for Python and.. MIT

• GitHub (👨‍💻 45 · 🔀 10K · 📥 430 · 📋 1.1K - 51% open · ⏱️ 26.09.2020):

  git clone https://github.com/ageitgey/face_recognition

• PyPi (📥 32K / month · 📦 410 · ⏱️ 21.08.2018):

  pip install face_recognition

MoviePy (🥈29 · ⭐ 7.2K) - Video editing with Python. MIT

• GitHub (👨‍💻 130 · 🔀 1K · 📦 5.5K · 📋 970 - 34% open · ⏱️ 25.11.2020):

  git clone https://github.com/Zulko/moviepy

• PyPi (📥 140K / month · 📦 1.1K · ⏱️ 05.10.2020):

  pip install moviepy

• Conda (📥 71K · ⏱️ 23.02.2020):

  conda install -c conda-forge moviepy

Albumentations (🥈29 · ⭐ 6.9K) - Fast image augmentation library and easy to use wrapper.. MIT

• GitHub (👨‍💻 71 · 🔀 880 · 📦 2.4K · 📋 380 - 39% open · ⏱️ 26.12.2020):

  git clone https://github.com/albumentations-team/albumentations

• PyPi (📥 61K / month · 📦 64 · ⏱️ 29.11.2020):

  pip install albumentations

• Conda (📥 13K · ⏱️ 29.11.2020):

  conda install -c conda-forge albumentations

Kornia (🥈28 · ⭐ 3.4K) - Open Source Differentiable Computer Vision Library for PyTorch. Apache-2

• GitHub (👨‍💻 78 · 🔀 340 · 📦 210 · 📋 340 - 30% open · ⏱️ 22.12.2020):

  git clone https://github.com/kornia/kornia

• PyPi (📥 16K / month · ⏱️ 20.10.2020):

  pip install kornia

ImageHash (🥈28 · ⭐ 1.8K) - A Python Perceptual Image Hashing Module. BSD-2

• GitHub (👨‍💻 17 · 🔀 240 · 📦 1.8K · 📋 86 - 19% open · ⏱️ 27.11.2020):

  git clone https://github.com/JohannesBuchner/imagehash

• PyPi (📥 370K / month · 📦 530 · ⏱️ 19.11.2020):

  pip install ImageHash

• Conda (📥 95K · ⏱️ 19.11.2020):

  conda install -c conda-forge imagehash

GluonCV (🥈27 · ⭐ 4.4K · 📉) - Gluon CV Toolkit. Apache-2

• GitHub (👨‍💻 110 · 🔀 1K · 📦 380 · 📋 740 - 49% open · ⏱️ 19.12.2020):

  git clone https://github.com/dmlc/gluon-cv

• PyPi (📥 45K / month · 📦 30 · ⏱️ 26.12.2020):

  pip install gluoncv

detectron2 (🥈26 · ⭐ 14K) - Detectron2 is FAIR's next-generation platform for object.. Apache-2

• GitHub (👨‍💻 140 · 🔀 3.5K · 📦 140 · 📋 2.1K - 3% open · ⏱️ 26.12.2020):

  git clone https://github.com/facebookresearch/detectron2

• Conda (📥 12K · ⏱️ 05.08.2020):

  conda install -c conda-forge detectron2

InsightFace (🥈26 · ⭐ 8.3K) - Face Analysis Project on MXNet. MIT

• GitHub (👨‍💻 14 · 🔀 2.8K · 📦 46 · 📋 1.3K - 51% open · ⏱️ 26.12.2020):

  git clone https://github.com/deepinsight/insightface

• PyPi (📥 6.2K / month · 📦 1 · ⏱️ 07.09.2019):

  pip install insightface

imageai (🥈26 · ⭐ 5.6K · 💤) - A python library built to empower developers to build applications.. MIT

• GitHub (👨‍💻 13 · 🔀 1.6K · 📥 520K · 📦 630 · 📋 580 - 33% open · ⏱️ 14.01.2020):

  git clone https://github.com/OlafenwaMoses/ImageAI

• PyPi (📥 6K / month · 📦 12 · ⏱️ 13.09.2019):

  pip install imageai

MMDetection (🥉25 · ⭐ 13K) - OpenMMLab Detection Toolbox and Benchmark. Apache-2

• GitHub (👨‍💻 180 · 🔀 4.4K · 📦 18 · 📋 3.2K - 11% open · ⏱️ 24.12.2020):

  git clone https://github.com/open-mmlab/mmdetection

PyTorch Image Models (🥉25 · ⭐ 6.1K) - PyTorch image models, scripts, pretrained weights --.. Apache-2

• GitHub (👨‍💻 25 · 🔀 860 · 📥 150K · 📦 220 · 📋 220 - 9% open · ⏱️ 19.12.2020):

  git clone https://github.com/rwightman/pytorch-image-models

Augmentor (🥉25 · ⭐ 4.3K · 💤) - Image augmentation library in Python for machine learning. MIT

• GitHub (👨‍💻 22 · 🔀 780 · 📦 270 · 📋 180 - 63% open · ⏱️ 09.03.2020):

  git clone https://github.com/mdbloice/Augmentor

• PyPi (📥 2.6K / month · 📦 42 · ⏱️ 17.01.2020):

  pip install Augmentor

chainercv (🥉25 · ⭐ 1.4K · 💤) - ChainerCV: a Library for Deep Learning in Computer Vision. MIT

• GitHub (👨‍💻 39 · 🔀 320 · 📦 210 · 📋 220 - 24% open · ⏱️ 07.01.2020):

  git clone https://github.com/chainer/chainercv

• PyPi (📥 3.8K / month · 📦 24 · ⏱️ 31.05.2019):

  pip install chainercv

PyTorch3D (🥉24 · ⭐ 4.1K) - PyTorch3D is FAIR's library of reusable components for deep.. MIT

• GitHub (👨‍💻 50 · 🔀 450 · 📦 38 · 📋 440 - 12% open · ⏱️ 24.12.2020):

  git clone https://github.com/facebookresearch/pytorch3d

• PyPi (📥 4.7K / month · ⏱️ 12.11.2020):

  pip install pytorch3d

• Conda (📥 5.2K · ⏱️ 12.11.2020):

  conda install -c pytorch3d pytorch3d

mtcnn (🥉24 · ⭐ 1.3K · ➕) - MTCNN face detection implementation for TensorFlow, as a PIP.. MIT

• GitHub (👨‍💻 13 · 🔀 360 · 📦 770 · 📋 87 - 58% open · ⏱️ 07.06.2020):

  git clone https://github.com/ipazc/mtcnn

• PyPi (📥 14K / month · 📦 21 · ⏱️ 14.11.2019):

  pip install mtcnn

segmentation_models (🥉23 · ⭐ 2.8K · 💤) - Segmentation models with pretrained backbones. Keras and.. MIT

• GitHub (👨‍💻 14 · 🔀 650 · 📋 370 - 36% open · ⏱️ 17.04.2020):

  git clone https://github.com/qubvel/segmentation_models

• PyPi (📥 15K / month · 📦 12 · ⏱️ 10.01.2020):

  pip install segmentation_models

Face Alignment (🥉22 · ⭐ 4.6K) - 2D and 3D Face alignment library build using pytorch. BSD-3

• GitHub (👨‍💻 20 · 🔀 990 · 📋 220 - 13% open · ⏱️ 22.12.2020):

  git clone https://github.com/1adrianb/face-alignment

• PyPi (📥 5.5K / month · 📦 6 · ⏱️ 22.12.2020):

  pip install face-alignment

Image Deduplicator (🥉22 · ⭐ 3.3K) - Finding duplicate images made easy!. Apache-2

• GitHub (👨‍💻 9 · 🔀 270 · 📦 8 · 📋 64 - 21% open · ⏱️ 23.11.2020):

  git clone https://github.com/idealo/imagededup

• PyPi (📥 2.3K / month · 📦 1 · ⏱️ 22.11.2020):

  pip install imagededup

pyvips (🥉22 · ⭐ 280 · ➕) - python binding for libvips using cffi. MIT

• GitHub (👨‍💻 10 · 🔀 25 · 📦 130 · 📋 200 - 34% open · ⏱️ 24.12.2020):

  git clone https://github.com/libvips/pyvips

• PyPi (📥 4.1K / month · 📦 22 · ⏱️ 18.12.2020):

  pip install pyvips

• Conda (📥 5.8K · ⏱️ 14.10.2020):

  conda install -c conda-forge pyvips

MMF (🥉21 · ⭐ 4K) - A modular framework for vision & language multimodal research from.. BSD-3

• GitHub (👨‍💻 50 · 🔀 590 · 📦 6 · 📋 400 - 21% open · ⏱️ 18.12.2020):

  git clone https://github.com/facebookresearch/mmf

• PyPi (📥 250 / month · ⏱️ 11.06.2020):

  pip install mmf

Image Super-Resolution (🥉21 · ⭐ 2.4K) - Super-scale your images and run experiments with Residual.. Apache-2

• GitHub (👨‍💻 9 · 🔀 450 · 📦 35 · 📋 140 - 32% open · ⏱️ 11.11.2020):

  git clone https://github.com/idealo/image-super-resolution

• PyPi (📥 2.7K / month · 📦 4 · ⏱️ 08.01.2020):

  pip install ISR

• Dockerhub (📥 110 · ⏱️ 01.04.2019):

  docker pull idealo/image-super-resolution-gpu

tensorflow-graphics (🥉21 · ⭐ 2.4K) - TensorFlow Graphics: Differentiable Graphics Layers for.. Apache-2

• GitHub (👨‍💻 30 · 🔀 260 · 📋 170 - 51% open · ⏱️ 30.10.2020):

  git clone https://github.com/tensorflow/graphics

• PyPi (📥 850 / month · 📦 3 · ⏱️ 20.05.2020):

  pip install tensorflow-graphics

Luminoth (🥉21 · ⭐ 2.3K · 💤) - Deep Learning toolkit for Computer Vision. BSD-3

• GitHub (👨‍💻 15 · 🔀 400 · 📥 11K · 📦 27 · 📋 180 - 28% open · ⏱️ 07.01.2020):

  git clone https://github.com/tryolabs/luminoth

• PyPi (📥 550 / month · ⏱️ 09.11.2018):

  pip install luminoth

caer (🥉21 · ⭐ 280 · 🐣) - A lightweight, scalable, GPU-accelerated Computer Vision library for.. MIT

• GitHub (👨‍💻 2 · 🔀 32 · 📥 10 · 📋 9 - 44% open · ⏱️ 15.12.2020):

  git clone https://github.com/jasmcaus/caer

• PyPi (📥 600K / month · ⏱️ 09.12.2020):

  pip install caer

Classy Vision (🥉20 · ⭐ 1K) - An end-to-end PyTorch framework for image and video.. MIT

• GitHub (👨‍💻 51 · 🔀 180 · 📋 85 - 54% open · ⏱️ 23.12.2020):

  git clone https://github.com/facebookresearch/ClassyVision

• PyPi (📥 530 / month · ⏱️ 20.11.2020):

  pip install classy_vision

• Conda (📥 5.4K · ⏱️ 11.12.2020):

  conda install -c conda-forge classy_vision

nude.py (🥉20 · ⭐ 780 · ➕) - Nudity detection with Python. MIT

• GitHub (👨‍💻 12 · 🔀 130 · 📦 47 · 📋 8 - 75% open · ⏱️ 23.11.2020):

  git clone https://github.com/hhatto/nude.py

• PyPi (📥 520 / month · 📦 9 · ⏱️ 23.11.2020):

  pip install nudepy

PaddleDetection (🥉17 · ⭐ 2.1K) - Object detection and instance segmentation toolkit based.. Apache-2

• GitHub (👨‍💻 43 · 🔀 590 · 📋 1.1K - 25% open · ⏱️ 21.12.2020):

  git clone https://github.com/PaddlePaddle/PaddleDetection

Norfair (🥉17 · ⭐ 580 · 🐣) - Lightweight Python library for adding real-time 2D object tracking.. BSD-3

• GitHub (👨‍💻 7 · 🔀 37 · 📋 16 - 31% open · ⏱️ 22.12.2020):

  git clone https://github.com/tryolabs/norfair

• PyPi (📥 250 / month · ⏱️ 07.12.2020):

  pip install norfair

lightly (🥉16 · ⭐ 380 · 🐣) - A python library for self-supervised learning. MIT

• GitHub (👨‍💻 3 · 🔀 18 · 📋 32 - 46% open · ⏱️ 23.12.2020):

  git clone https://github.com/lightly-ai/lightly

• PyPi (📥 370 / month · ⏱️ 17.12.2020):

  pip install lightly

DE⫶TR (🥉14 · ⭐ 5.7K) - End-to-End Object Detection with Transformers. Apache-2

• GitHub (👨‍💻 19 · 🔀 800 · 📋 250 - 22% open · ⏱️ 15.11.2020):

  git clone https://github.com/facebookresearch/detr

PySlowFast (🥉14 · ⭐ 3.2K) - PySlowFast: video understanding codebase from FAIR for.. Apache-2

• GitHub (👨‍💻 18 · 🔀 580 · 📦 2 · 📋 330 - 45% open · ⏱️ 17.12.2020):

  git clone https://github.com/facebookresearch/SlowFast

pycls (🥉13 · ⭐ 1.4K) - Codebase for Image Classification Research, written in PyTorch. MIT

• GitHub (👨‍💻 7 · 🔀 140 · 📦 1 · 📋 54 - 18% open · ⏱️ 20.11.2020):

  git clone https://github.com/facebookresearch/pycls

Show 5 hidden projects...

• Pillow (🥇38 · ⭐ 8K) - The friendly PIL fork (Python Imaging Library). ❗️PIL
• glfw (🥈29 · ⭐ 7.1K · ➕) - A multi-platform library for OpenGL, OpenGL ES, Vulkan, window and.. ❗️Zlib
• imutils (🥈27 · ⭐ 3.4K · 💀) - A series of convenience functions to make basic image processing.. MIT
• Pillow-SIMD (🥉23 · ⭐ 1.5K) - The friendly PIL fork. ❗️PIL
• Torch Points 3D (🥉17 · ⭐ 940) - Pytorch framework for doing deep learning on point clouds. ❗️Unlicensed

Graph Data

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

networkx (🥇37 · ⭐ 8.4K) - Network Analysis in Python. BSD-3

• GitHub (👨‍💻 480 · 🔀 2.2K · 📥 51 · 📦 63K · 📋 2.5K - 9% open · ⏱️ 26.12.2020):

  git clone https://github.com/networkx/networkx

• PyPi (📥 5.5M / month · 📦 21K · ⏱️ 22.08.2020):

  pip install networkx

• Conda (📥 2.8M · ⏱️ 23.08.2020):

  conda install -c conda-forge networkx

PyTorch Geometric (🥇28 · ⭐ 9.8K) - Geometric Deep Learning Extension Library for PyTorch. MIT

• GitHub (👨‍💻 140 · 🔀 1.6K · 📋 1.7K - 37% open · ⏱️ 25.12.2020):

  git clone https://github.com/rusty1s/pytorch_geometric

• PyPi (📥 12K / month · 📦 24 · ⏱️ 27.11.2020):

  pip install torch-geometric

dgl (🥇27 · ⭐ 6.4K) - Python package built to ease deep learning on graph, on top of existing.. Apache-2

• GitHub (👨‍💻 93 · 🔀 1.3K · 📋 870 - 24% open · ⏱️ 26.12.2020):

  git clone https://github.com/dmlc/dgl

• PyPi (📥 15K / month · 📦 15 · ⏱️ 26.12.2020):

  pip install dgl

StellarGraph (🥈25 · ⭐ 1.7K) - StellarGraph - Machine Learning on Graphs. Apache-2

• GitHub (👨‍💻 28 · 🔀 240 · 📦 40 · 📋 900 - 23% open · ⏱️ 21.07.2020):

  git clone https://github.com/stellargraph/stellargraph

• PyPi (📥 8.4K / month · 📦 2 · ⏱️ 25.06.2020):

  pip install stellargraph

Spektral (🥈23 · ⭐ 1.6K) - Graph Neural Networks with Keras and Tensorflow 2. MIT

• GitHub (👨‍💻 16 · 🔀 180 · 📦 26 · 📋 110 - 20% open · ⏱️ 23.12.2020):

  git clone https://github.com/danielegrattarola/spektral

• PyPi (📥 4K / month · ⏱️ 10.12.2020):

  pip install spektral

Node2Vec (🥈22 · ⭐ 610) - Implementation of the node2vec algorithm. MIT

• GitHub (👨‍💻 6 · 🔀 160 · 📦 100 · 📋 47 - 2% open · ⏱️ 28.11.2020):

  git clone https://github.com/eliorc/node2vec

• PyPi (📥 5.3K / month · 📦 5 · ⏱️ 28.11.2020):

  pip install node2vec

• Conda (📥 15K · ⏱️ 25.04.2020):

  conda install -c conda-forge node2vec

ogb (🥈21 · ⭐ 670 · ➕) - Benchmark datasets, data loaders, and evaluators for graph machine.. MIT

• GitHub (👨‍💻 12 · 🔀 91 · 📦 36 · 📋 86 - 2% open · ⏱️ 29.10.2020):

  git clone https://github.com/snap-stanford/ogb

• PyPi (📥 1.6K / month · ⏱️ 12.08.2020):

  pip install ogb

torch-cluster (🥈21 · ⭐ 310) - PyTorch Extension Library of Optimized Graph Cluster Algorithms. MIT

• GitHub (👨‍💻 17 · 🔀 61 · 📋 71 - 47% open · ⏱️ 07.12.2020):

  git clone https://github.com/rusty1s/pytorch_cluster

• PyPi (📥 3K / month · 📦 16 · ⏱️ 31.10.2020):

  pip install torch-cluster

AmpliGraph (🥈20 · ⭐ 1.4K) - Python library for Representation Learning on Knowledge.. Apache-2

• GitHub (👨‍💻 14 · 🔀 150 · 📦 9 · 📋 170 - 10% open · ⏱️ 25.08.2020):

  git clone https://github.com/Accenture/AmpliGraph

• PyPi (📥 580 / month · ⏱️ 25.08.2020):

  pip install ampligraph

graph-nets (🥉19 · ⭐ 4.7K) - Build Graph Nets in Tensorflow. Apache-2

• GitHub (👨‍💻 11 · 🔀 710 · 📋 110 - 11% open · ⏱️ 04.12.2020):

  git clone https://github.com/deepmind/graph_nets

• PyPi (📥 830 / month · 📦 7 · ⏱️ 29.01.2020):

  pip install graph-nets

PyTorch-BigGraph (🥉19 · ⭐ 2.6K) - Generate embeddings from large-scale graph-structured data. BSD-3

• GitHub (👨‍💻 19 · 🔀 360 · 📥 100 · 📋 130 - 24% open · ⏱️ 18.12.2020):

  git clone https://github.com/facebookresearch/PyTorch-BigGraph

• PyPi (📥 260 / month · 📦 4 · ⏱️ 01.05.2019):

  pip install torchbiggraph

Paddle Graph Learning (🥉19 · ⭐ 850) - Paddle Graph Learning (PGL) is an efficient and flexible.. Apache-2

• GitHub (👨‍💻 17 · 🔀 110 · 📦 9 · 📋 41 - 34% open · ⏱️ 14.12.2020):

  git clone https://github.com/PaddlePaddle/PGL

• PyPi (📥 760 / month · 📦 1 · ⏱️ 20.11.2020):

  pip install pgl

PyKEEN (🥉19 · ⭐ 270) - A Python library for learning and evaluating knowledge graph embeddings. MIT

• GitHub (👨‍💻 17 · 🔀 41 · 📥 37 · 📋 90 - 36% open · ⏱️ 22.12.2020):

  git clone https://github.com/pykeen/pykeen

• PyPi (📥 350 / month · 📦 1 · ⏱️ 25.08.2020):

  pip install pykeen

DeepGraph (🥉18 · ⭐ 230) - Analyze Data with Pandas-based Networks. Documentation:. BSD-3

• GitHub (👨‍💻 2 · 🔀 33 · 📦 1 · 📋 12 - 66% open · ⏱️ 01.10.2020):

  git clone https://github.com/deepgraph/deepgraph

• PyPi (📥 280 / month · ⏱️ 01.10.2020):

  pip install deepgraph

• Conda (📥 75K · ⏱️ 13.10.2020):

  conda install -c conda-forge deepgraph

kglib (🥉17 · ⭐ 380 · ➕) - Grakn Knowledge Graph Library (ML R&D). Apache-2

• GitHub (👨‍💻 7 · 🔀 68 · 📥 210 · 📋 59 - 16% open · ⏱️ 10.11.2020):

  git clone https://github.com/graknlabs/kglib

• PyPi (📥 84 / month · ⏱️ 19.08.2020):

  pip install grakn-kglib

Euler (🥉15 · ⭐ 2.4K) - A distributed graph deep learning framework. Apache-2

• GitHub (👨‍💻 5 · 🔀 500 · 📋 300 - 67% open · ⏱️ 29.07.2020):

  git clone https://github.com/alibaba/euler

• PyPi (📥 16 / month · ⏱️ 10.04.2019):

  pip install euler-gl

GraphEmbedding (🥉15 · ⭐ 1.7K) - Implementation and experiments of graph embedding algorithms. MIT

• GitHub (👨‍💻 6 · 🔀 530 · 📦 7 · 📋 39 - 66% open · ⏱️ 18.10.2020):

  git clone https://github.com/shenweichen/GraphEmbedding

OpenKE (🥉13 · ⭐ 2.3K · 💤) - An Open-Source Package for Knowledge Embedding (KE). MIT

• GitHub (👨‍💻 10 · 🔀 710 · 📋 270 - 17% open · ⏱️ 08.04.2020):

  git clone https://github.com/thunlp/OpenKE

GraphVite (🥉12 · ⭐ 820 · 💤) - GraphVite: A General and High-performance Graph Embedding.. Apache-2

• GitHub (👨‍💻 1 · 🔀 110 · 📋 74 - 31% open · ⏱️ 18.03.2020):

  git clone https://github.com/DeepGraphLearning/graphvite

• Conda (📥 3.3K · ⏱️ 19.03.2020):

  conda install -c milagraph graphvite

Show 7 hidden projects...

• pygal (🥇27 · ⭐ 2.3K · ➕) - PYthon svg GrAph plotting Library. ❗️LGPL-3.0
• igraph (🥇27 · ⭐ 750) - Python interface for igraph. ❗️GPL-2.0
• Karate Club (🥈20 · ⭐ 1.1K) - Karate Club: An API Oriented Open-source Python Framework for.. ❗️GPL-3.0
• DeepWalk (🥉19 · ⭐ 2.1K · 💤) - DeepWalk - Deep Learning for Graphs. ❗️GPL-3.0
• Sematch (🥉17 · ⭐ 340 · 💀) - semantic similarity framework for knowledge graph. Apache-2
• GraphSAGE (🥉14 · ⭐ 2K · 💀) - Representation learning on large graphs using stochastic graph.. MIT
• OpenNE (🥉14 · ⭐ 1.4K · 💀) - An Open-Source Package for Network Embedding (NE). MIT

Audio Data

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

DeepSpeech (🥇31 · ⭐ 16K · 📈) - DeepSpeech is an open source embedded (offline, on-device).. MPL-2.0

• GitHub (👨‍💻 150 · 🔀 3K · 📥 380K · 📦 370 · 📋 1.9K - 4% open · ⏱️ 19.12.2020):

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

• PyPi (📥 17K / month · 📦 29 · ⏱️ 19.12.2020):

  pip install deepspeech

Magenta (🥈29 · ⭐ 16K) - Magenta: Music and Art Generation with Machine Intelligence. Apache-2

• GitHub (👨‍💻 140 · 🔀 3.3K · 📦 250 · 📋 820 - 34% open · ⏱️ 01.12.2020):

  git clone https://github.com/magenta/magenta

• PyPi (📥 4.9K / month · 📦 35 · ⏱️ 12.11.2020):

  pip install magenta

Pydub (🥈29 · ⭐ 5K) - Manipulate audio with a simple and easy high level interface. MIT

• GitHub (👨‍💻 79 · 🔀 670 · 📦 5.4K · 📋 400 - 41% open · ⏱️ 14.12.2020):

  git clone https://github.com/jiaaro/pydub

• PyPi (📥 130K / month · 📦 1.4K · ⏱️ 03.06.2020):

  pip install pydub

• Conda (📥 12K · ⏱️ 02.02.2019):

  conda install -c conda-forge pydub

torchaudio (🥈29 · ⭐ 1.2K) - Data manipulation and transformation for audio signal.. BSD-2

• GitHub (👨‍💻 84 · 🔀 260 · 📦 960 · 📋 380 - 39% open · ⏱️ 23.12.2020):

  git clone https://github.com/pytorch/audio

• PyPi (📥 63K / month · 📦 9 · ⏱️ 27.10.2020):

  pip install torchaudio

spleeter (🥈28 · ⭐ 15K) - Deezer source separation library including pretrained models. MIT

• GitHub (👨‍💻 17 · 🔀 1.5K · 📥 870K · 📦 120 · 📋 480 - 18% open · ⏱️ 07.12.2020):

  git clone https://github.com/deezer/spleeter

• PyPi (📥 5.3K / month · ⏱️ 23.10.2020):

  pip install spleeter

• Conda (📥 40K · ⏱️ 30.06.2020):

  conda install -c conda-forge spleeter

librosa (🥈28 · ⭐ 4.2K) - Python library for audio and music analysis. ISC

• GitHub (👨‍💻 80 · 🔀 670 · 📦 8.6K · 📋 830 - 6% open · ⏱️ 11.09.2020):

  git clone https://github.com/librosa/librosa

• PyPi (📥 270K / month · 📦 1.8K · ⏱️ 22.07.2020):

  pip install librosa

• Conda (📥 240K · ⏱️ 22.07.2020):

  conda install -c conda-forge librosa

pyAudioAnalysis (🥉25 · ⭐ 3.6K) - Python Audio Analysis Library: Feature Extraction,.. Apache-2

• GitHub (👨‍💻 23 · 🔀 920 · 📦 170 · 📋 260 - 60% open · ⏱️ 18.12.2020):

  git clone https://github.com/tyiannak/pyAudioAnalysis

• PyPi (📥 7.2K / month · 📦 11 · ⏱️ 29.09.2020):

  pip install pyAudioAnalysis

espnet (🥉25 · ⭐ 3.2K · ➕) - End-to-End Speech Processing Toolkit. Apache-2

• GitHub (👨‍💻 130 · 🔀 960 · 📥 59 · 📦 3 · 📋 1.1K - 10% open · ⏱️ 25.12.2020):

  git clone https://github.com/espnet/espnet

• PyPi (📥 1.2K / month · ⏱️ 01.12.2020):

  pip install espnet

python-soundfile (🥉25 · ⭐ 350 · ➕) - SoundFile is an audio library based on libsndfile, CFFI,.. BSD-3

• GitHub (👨‍💻 19 · 🔀 40 · 📥 2K · 📦 5.1K · 📋 140 - 40% open · ⏱️ 01.12.2020):

  git clone https://github.com/bastibe/python-soundfile

• PyPi (📥 340K / month · 📦 740 · ⏱️ 19.04.2018):

  pip install soundfile

DDSP (🥉23 · ⭐ 1.7K) - DDSP: Differentiable Digital Signal Processing. Apache-2

• GitHub (👨‍💻 22 · 🔀 150 · 📦 5 · 📋 97 - 13% open · ⏱️ 21.12.2020):

  git clone https://github.com/magenta/ddsp

• PyPi (📥 1.4K / month · ⏱️ 21.08.2020):

  pip install ddsp

Dejavu (🥉22 · ⭐ 5.3K) - Audio fingerprinting and recognition in Python. MIT

• GitHub (👨‍💻 23 · 🔀 1.2K · 📦 16 · 📋 210 - 39% open · ⏱️ 03.06.2020):

  git clone https://github.com/worldveil/dejavu

• PyPi (📥 160 / month · 📦 1 · ⏱️ 19.04.2015):

  pip install PyDejavu

Porcupine (🥉21 · ⭐ 2.3K) - On-device wake word detection powered by deep learning. Apache-2

• GitHub (👨‍💻 25 · 🔀 320 · 📦 4 · 📋 270 - 2% open · ⏱️ 24.12.2020):

  git clone https://github.com/Picovoice/Porcupine

• PyPi (📥 830 / month · ⏱️ 02.10.2020):

  pip install pvporcupine

Madmom (🥉20 · ⭐ 690 · 💤) - Python audio and music signal processing library. BSD-3

• GitHub (👨‍💻 19 · 🔀 120 · 📦 110 · 📋 220 - 19% open · ⏱️ 19.12.2019):

  git clone https://github.com/CPJKU/madmom

• PyPi (📥 1.1K / month · 📦 8 · ⏱️ 14.11.2018):

  pip install madmom

Muda (🥉16 · ⭐ 170) - A library for augmenting annotated audio data. ISC

• GitHub (👨‍💻 6 · 🔀 30 · 📦 7 · 📋 49 - 10% open · ⏱️ 20.07.2020):

  git clone https://github.com/bmcfee/muda

• PyPi (📥 120 / month · 📦 1 · ⏱️ 15.11.2019):

  pip install muda

Julius (🥉13 · ⭐ 160 · 🐣) - Fast PyTorch based DSP for audio and 1D signals. MIT

• GitHub (👨‍💻 2 · 🔀 6 · 📦 1 · ⏱️ 10.12.2020):

  git clone https://github.com/adefossez/julius

• PyPi (📥 190 / month · ⏱️ 25.11.2020):

  pip install julius

Show 3 hidden projects...

• SpeechRecognition (🥇30 · ⭐ 5.3K · 💀) - Speech recognition module for Python, supporting several.. BSD-3
• aubio (🥉26 · ⭐ 2K) - a library for audio and music analysis. ❗️GPL-3.0
• Essentia (🥉23 · ⭐ 1.7K) - C++ library for audio and music analysis, description and.. ❗️AGPL-3.0

Geospatial Data

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

folium (🥇31 · ⭐ 5.1K) - Python Data. Leaflet.js Maps. MIT

• GitHub (👨‍💻 120 · 🔀 1.9K · 📦 7.8K · 📋 820 - 17% open · ⏱️ 23.12.2020):

  git clone https://github.com/python-visualization/folium

• PyPi (📥 250K / month · 📦 970 · ⏱️ 07.05.2020):

  pip install folium

• Conda (📥 310K · ⏱️ 07.05.2020):

  conda install -c conda-forge folium

geopy (🥇31 · ⭐ 3.1K) - Geocoding library for Python. MIT

• GitHub (👨‍💻 120 · 🔀 520 · 📦 15K · 📋 240 - 11% open · ⏱️ 27.12.2020):

  git clone https://github.com/geopy/geopy

• PyPi (📥 2.8M / month · 📦 7.2K · ⏱️ 27.06.2020):

  pip install geopy

• Conda (📥 490K · ⏱️ 27.06.2020):

  conda install -c conda-forge geopy

GeoPandas (🥇31 · ⭐ 2.4K · 📉) - Python tools for geographic data. BSD-3

• GitHub (👨‍💻 130 · 🔀 530 · 📥 830 · 📦 6.7K · 📋 940 - 31% open · ⏱️ 20.12.2020):

  git clone https://github.com/geopandas/geopandas

• PyPi (📥 420K / month · 📦 1.2K · ⏱️ 24.06.2020):

  pip install geopandas

• Conda (📥 790K · ⏱️ 16.07.2020):

  conda install -c conda-forge geopandas

Rasterio (🥈30 · ⭐ 1.4K) - Rasterio reads and writes geospatial raster datasets. BSD-3

• GitHub (👨‍💻 110 · 🔀 390 · 📥 700 · 📦 2.5K · 📋 1.3K - 10% open · ⏱️ 15.12.2020):

  git clone https://github.com/mapbox/rasterio

• PyPi (📥 160K / month · 📦 850 · ⏱️ 13.12.2020):

  pip install rasterio

• Conda (📥 820K · ⏱️ 30.10.2020):

  conda install -c conda-forge rasterio

Fiona (🥈30 · ⭐ 760) - Fiona reads and writes geographic data files. BSD-3

• GitHub (👨‍💻 65 · 🔀 160 · 📦 4.7K · 📋 620 - 11% open · ⏱️ 30.11.2020):

  git clone https://github.com/Toblerity/Fiona

• PyPi (📥 490K / month · 📦 1.2K · ⏱️ 17.11.2020):

  pip install fiona

• Conda (📥 1.6M · ⏱️ 17.11.2020):

  conda install -c conda-forge fiona

pyproj (🥈28 · ⭐ 560 · 📈) - Python interface to PROJ (cartographic projections and coordinate.. MIT

• GitHub (👨‍💻 39 · 🔀 150 · 📦 7.9K · 📋 380 - 1% open · ⏱️ 20.12.2020):

  git clone https://github.com/pyproj4/pyproj

• PyPi (📥 1.1M / month · 📦 2.5K · ⏱️ 05.11.2020):

  pip install pyproj

• Conda (📥 1.8M · ⏱️ 06.11.2020):

  conda install -c conda-forge pyproj

ipyleaflet (🥈27 · ⭐ 1.1K) - A Jupyter - Leaflet.js bridge. MIT

• GitHub (👨‍💻 63 · 🔀 260 · 📦 640 · 📋 370 - 33% open · ⏱️ 30.11.2020):

  git clone https://github.com/jupyter-widgets/ipyleaflet

• PyPi (📥 16K / month · 📦 98 · ⏱️ 24.07.2020):

  pip install ipyleaflet

• NPM (📥 150K / month · 📦 2 · ⏱️ 24.07.2020):

  npm install jupyter-leaflet

• Conda (📥 570K · ⏱️ 29.07.2020):

  conda install -c conda-forge ipyleaflet

geojson (🥈27 · ⭐ 580) - Python bindings and utilities for GeoJSON. BSD-3

• GitHub (👨‍💻 44 · 🔀 78 · 📦 5.4K · 📋 68 - 26% open · ⏱️ 25.11.2020):

  git clone https://github.com/jazzband/geojson

• PyPi (📥 420K / month · 📦 1.6K · ⏱️ 09.08.2019):

  pip install geojson

• Conda (📥 350K · ⏱️ 11.08.2019):

  conda install -c conda-forge geojson

ArcGIS API (🥉25 · ⭐ 930) - Documentation and samples for ArcGIS API for Python. Apache-2

• GitHub (👨‍💻 60 · 🔀 680 · 📋 310 - 40% open · ⏱️ 18.12.2020):

  git clone https://github.com/Esri/arcgis-python-api

• PyPi (📥 14K / month · 📦 10 · ⏱️ 30.11.2020):

  pip install arcgis

• Dockerhub (📥 3.6K · ⭐ 29 · ⏱️ 06.03.2020):

  docker pull esridocker/arcgis-api-python-notebook

PySAL (🥉24 · ⭐ 800) - PySAL: Python Spatial Analysis Library Meta-Package. BSD-3

• GitHub (👨‍💻 69 · 🔀 240 · 📋 630 - 9% open · ⏱️ 01.08.2020):

  git clone https://github.com/pysal/pysal

• PyPi (📥 11K / month · 📦 18 · ⏱️ 30.07.2020):

  pip install pysal

• Conda (📥 390K · ⏱️ 30.07.2020):

  conda install -c conda-forge pysal

GeoViews (🥉23 · ⭐ 320) - Simple, concise geographical visualization in Python. BSD-3

• GitHub (👨‍💻 21 · 🔀 59 · 📦 180 · 📋 250 - 31% open · ⏱️ 21.09.2020):

  git clone https://github.com/holoviz/geoviews

• PyPi (📥 1.5K / month · 📦 10 · ⏱️ 30.03.2020):

  pip install geoviews

• Conda (📥 53K · ⏱️ 23.09.2020):

  conda install -c conda-forge geoviews

EarthPy (🥉22 · ⭐ 210) - A package built to support working with spatial data using open source.. BSD-3

• GitHub (👨‍💻 38 · 🔀 90 · 📦 72 · 📋 220 - 9% open · ⏱️ 03.12.2020):

  git clone https://github.com/earthlab/earthpy

• PyPi (📥 2K / month · 📦 3 · ⏱️ 18.06.2020):

  pip install earthpy

• Conda (📥 26K · ⏱️ 19.06.2020):

  conda install -c conda-forge earthpy

pymap3d (🥉21 · ⭐ 170) - pure-Python (Numpy optional) 3D coordinate conversions for geospace.. BSD-2

• GitHub (👨‍💻 8 · 🔀 55 · 📋 24 - 8% open · ⏱️ 23.12.2020):

  git clone https://github.com/geospace-code/pymap3d

• PyPi (📥 14K / month · 📦 3 · ⏱️ 21.09.2020):

  pip install pymap3d

• Conda (📥 5.8K · ⏱️ 24.09.2020):

  conda install -c conda-forge pymap3d

Mapbox GL (🥉20 · ⭐ 550 · 💤) - Use Mapbox GL JS to visualize data in a Python Jupyter notebook. MIT

• GitHub (👨‍💻 20 · 🔀 120 · 📦 85 · 📋 100 - 33% open · ⏱️ 03.12.2019):

  git clone https://github.com/mapbox/mapboxgl-jupyter

• PyPi (📥 6.2K / month · 📦 18 · ⏱️ 02.06.2019):

  pip install mapboxgl

Show 6 hidden projects...

• Geocoder (🥈29 · ⭐ 1.3K · 💀) - Python Geocoder. MIT
• Cartopy (🥈27 · ⭐ 1.4K) - Rasterio reads and writes geospatial raster datasets. ❗️LGPL-3.0
• Satpy (🥉25 · ⭐ 660) - Python package for earth-observing satellite data processing. ❗️GPL-3.0
• gmaps (🥉22 · ⭐ 690 · 💀) - Google maps for Jupyter notebooks. BSD-3
• Sentinelsat (🥉22 · ⭐ 530) - Search and download Copernicus Sentinel satellite images. ❗️GPL-3.0
• geoplotlib (🥉20 · ⭐ 880 · 💀) - python toolbox for visualizing geographical data and making maps. MIT

Financial Data

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

zipline (🥇30 · ⭐ 13K) - Zipline, a Pythonic Algorithmic Trading Library. Apache-2

• GitHub (👨‍💻 150 · 🔀 3.6K · 📦 660 · 📋 960 - 33% open · ⏱️ 14.10.2020):

  git clone https://github.com/quantopian/zipline

• PyPi (📥 3.9K / month · 📦 79 · ⏱️ 05.10.2020):

  pip install zipline

yfinance (🥇29 · ⭐ 3.7K) - Yahoo! Finance market data downloader (+faster Pandas Datareader). Apache-2

• GitHub (👨‍💻 25 · 🔀 940 · 📦 2.4K · 📋 460 - 63% open · ⏱️ 25.09.2020):

  git clone https://github.com/ranaroussi/yfinance

• PyPi (📥 110K / month · 📦 26 · ⏱️ 05.10.2020):

  pip install yfinance

• Conda (📥 28K · ⏱️ 27.12.2019):

  conda install -c ranaroussi yfinance

Alpha Vantage (🥈27 · ⭐ 2.9K) - A python wrapper for Alpha Vantage API for financial data. MIT

• GitHub (👨‍💻 36 · 🔀 540 · 📋 210 - 7% open · ⏱️ 21.12.2020):

  git clone https://github.com/RomelTorres/alpha_vantage

• PyPi (📥 26K / month · 📦 200 · ⏱️ 26.08.2018):

  pip install alpha_vantage

empyrical (🥈26 · ⭐ 670) - Common financial risk and performance metrics. Used by zipline.. Apache-2

• GitHub (👨‍💻 22 · 🔀 210 · 📦 480 · 📋 53 - 50% open · ⏱️ 14.10.2020):

  git clone https://github.com/quantopian/empyrical

• PyPi (📥 17K / month · 📦 220 · ⏱️ 13.10.2020):

  pip install empyrical

• Conda (📥 8.8K · ⏱️ 14.10.2020):

  conda install -c conda-forge empyrical

pyfolio (🥈25 · ⭐ 3.3K) - Portfolio and risk analytics in Python. Apache-2

• GitHub (👨‍💻 55 · 🔀 1K · 📦 180 · 📋 380 - 31% open · ⏱️ 15.07.2020):

  git clone https://github.com/quantopian/pyfolio

• PyPi (📥 5.5K / month · 📦 27 · ⏱️ 15.04.2019):

  pip install pyfolio

• Conda (📥 5.3K · ⏱️ 16.05.2020):

  conda install -c conda-forge pyfolio

Alphalens (🥈24 · ⭐ 1.7K · 💤) - Performance analysis of predictive (alpha) stock factors. Apache-2

• GitHub (👨‍💻 25 · 🔀 600 · 📦 340 · 📋 180 - 20% open · ⏱️ 27.04.2020):

  git clone https://github.com/quantopian/alphalens

• PyPi (📥 1.6K / month · 📦 14 · ⏱️ 27.04.2020):

  pip install alphalens

• Conda (📥 10K · ⏱️ 16.05.2020):

  conda install -c conda-forge alphalens

IB-insync (🥈24 · ⭐ 1.2K) - Python sync/async framework for Interactive Brokers API. BSD-2

• GitHub (👨‍💻 25 · 🔀 370 · 📋 280 - 1% open · ⏱️ 13.12.2020):

  git clone https://github.com/erdewit/ib_insync

• PyPi (📥 3.1K / month · 📦 12 · ⏱️ 03.11.2020):

  pip install ib_insync

• Conda (📥 6.9K · ⏱️ 07.11.2020):

  conda install -c conda-forge ib-insync

ffn (🥈24 · ⭐ 730) - ffn - a financial function library for Python. MIT

• GitHub (👨‍💻 23 · 🔀 170 · 📦 94 · 📋 73 - 21% open · ⏱️ 18.12.2020):

  git clone https://github.com/pmorissette/ffn

• PyPi (📥 11K / month · 📦 16 · ⏱️ 28.05.2018):

  pip install ffn

bt (🥉22 · ⭐ 910) - bt - flexible backtesting for Python. MIT

• GitHub (👨‍💻 20 · 🔀 250 · 📦 39 · 📋 210 - 25% open · ⏱️ 18.12.2020):

  git clone https://github.com/pmorissette/bt

• PyPi (📥 3.6K / month · 📦 20 · ⏱️ 28.05.2018):

  pip install bt

TensorTrade (🥉21 · ⭐ 2K) - An open source reinforcement learning framework for training,.. Apache-2

• GitHub (👨‍💻 44 · 🔀 530 · 📦 9 · 📋 150 - 22% open · ⏱️ 20.12.2020):

  git clone https://github.com/tensortrade-org/tensortrade

• PyPi (📥 720 / month · 📦 1 · ⏱️ 24.08.2020):

  pip install tensortrade

finmarketpy (🥉20 · ⭐ 2.4K) - Python library for backtesting trading strategies & analyzing.. Apache-2

• GitHub (👨‍💻 14 · 🔀 410 · 📥 39 · 📦 3 · 📋 24 - 87% open · ⏱️ 26.12.2020):

  git clone https://github.com/cuemacro/finmarketpy

• PyPi (📥 89 / month · ⏱️ 20.10.2020):

  pip install finmarketpy

Qlib (🥉19 · ⭐ 3.3K · 🐣) - Qlib is an AI-oriented quantitative investment platform, which aims.. MIT

• GitHub (👨‍💻 24 · 🔀 480 · 📥 180 · 📋 72 - 54% open · ⏱️ 26.12.2020):

  git clone https://github.com/microsoft/qlib

• PyPi (📥 2.5K / month · ⏱️ 12.12.2020):

  pip install pyqlib

Crypto Signals (🥉18 · ⭐ 2.4K) - Github.com/CryptoSignal - #1 Quant Trading & Technical Analysis.. MIT

• GitHub (👨‍💻 25 · 🔀 640 · 📋 230 - 18% open · ⏱️ 03.09.2020):

  git clone https://github.com/CryptoSignal/crypto-signal

• Dockerhub (📥 41K · ⭐ 7 · ⏱️ 03.09.2020):

  docker pull shadowreaver/crypto-signal

Show 6 hidden projects...

• backtrader (🥈26 · ⭐ 5.2K) - Python Backtesting library for trading strategies. ❗️GPL-3.0
• arch (🥈24 · ⭐ 630) - ARCH models in Python. ❗️NCSA
• PyAlgoTrade (🥉23 · ⭐ 3.1K · 💀) - Python Algorithmic Trading Library. Apache-2
• Enigma Catalyst (🥉22 · ⭐ 1.9K · 💀) - An Algorithmic Trading Library for Crypto-Assets in Python. Apache-2
• FinTA (🥉22 · ⭐ 750) - Common financial technical indicators implemented in Pandas. ❗️LGPL-3.0
• Backtesting.py (🥉17 · ⭐ 860) - Backtest trading strategies in Python. ❗️AGPL-3.0

Time Series Data

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

Prophet (🥇30 · ⭐ 12K) - Tool for producing high quality forecasts for time series data that has.. MIT

• GitHub (👨‍💻 120 · 🔀 3.4K · 📥 520 · 📋 1.5K - 6% open · ⏱️ 08.12.2020):

  git clone https://github.com/facebook/prophet

• PyPi (📥 670K / month · 📦 150 · ⏱️ 05.09.2020):

  pip install fbprophet

tsfresh (🥇26 · ⭐ 5.2K) - Automatic extraction of relevant features from time series:. MIT

• GitHub (👨‍💻 70 · 🔀 810 · 📋 420 - 6% open · ⏱️ 23.12.2020):

  git clone https://github.com/blue-yonder/tsfresh

• PyPi (📥 160K / month · 📦 33 · ⏱️ 09.09.2020):

  pip install tsfresh

• Conda (📥 25K · ⏱️ 10.09.2020):

  conda install -c conda-forge tsfresh

sktime (🥇26 · ⭐ 3.3K) - A unified framework for machine learning with time series. BSD-3

• GitHub (👨‍💻 69 · 🔀 390 · 📥 41 · 📦 84 · 📋 300 - 35% open · ⏱️ 23.12.2020):

  git clone https://github.com/alan-turing-institute/sktime

• PyPi (📥 6.4K / month · ⏱️ 19.12.2020):

  pip install sktime

tslearn (🥇26 · ⭐ 1.4K) - A machine learning toolkit dedicated to time-series data. BSD-2

• GitHub (👨‍💻 27 · 🔀 210 · 📦 170 · 📋 210 - 24% open · ⏱️ 07.12.2020):

  git clone https://github.com/tslearn-team/tslearn

• PyPi (📥 51K / month · 📦 11 · ⏱️ 18.06.2020):

  pip install tslearn

• Conda (📥 180K · ⏱️ 19.06.2020):

  conda install -c conda-forge tslearn

Streamz (🥈24 · ⭐ 890) - Real-time stream processing for python. BSD-3

• GitHub (👨‍💻 38 · 🔀 110 · 📦 180 · 📋 210 - 41% open · ⏱️ 10.12.2020):

  git clone https://github.com/python-streamz/streamz

• PyPi (📥 2.8K / month · 📦 16 · ⏱️ 02.11.2020):

  pip install streamz

• Conda (📥 99K · ⏱️ 03.11.2020):

  conda install -c conda-forge streamz

GluonTS (🥈23 · ⭐ 1.6K) - Probabilistic time series modeling in Python. Apache-2

• GitHub (👨‍💻 66 · 🔀 350 · 📋 520 - 34% open · ⏱️ 23.12.2020):

  git clone https://github.com/awslabs/gluon-ts

• PyPi (📥 22K / month · ⏱️ 08.12.2020):

  pip install gluonts

STUMPY (🥉22 · ⭐ 1.6K) - STUMPY is a powerful and scalable Python library for computing a.. BSD-3

• GitHub (👨‍💻 20 · 🔀 150 · 📋 200 - 14% open · ⏱️ 23.12.2020):

  git clone https://github.com/TDAmeritrade/stumpy

• PyPi (📥 16K / month · ⏱️ 10.12.2020):

  pip install stumpy

• Conda (📥 14K · ⏱️ 10.12.2020):

  conda install -c conda-forge stumpy

Darts (🥉21 · ⭐ 680) - A python library for easy manipulation and forecasting of time series. Apache-2

• GitHub (👨‍💻 23 · 🔀 81 · 📦 10 · 📋 55 - 27% open · ⏱️ 09.11.2020):

  git clone https://github.com/unit8co/darts

• PyPi (📥 1K / month · ⏱️ 09.11.2020):

  pip install u8darts

• Dockerhub (📥 75 · ⏱️ 06.10.2020):

  docker pull unit8/darts

seglearn (🥉19 · ⭐ 410) - Python module for machine learning time series:. BSD-3

• GitHub (👨‍💻 13 · 🔀 45 · 📦 6 · 📋 24 - 25% open · ⏱️ 08.11.2020):

  git clone https://github.com/dmbee/seglearn

• PyPi (📥 2.9K / month · 📦 1 · ⏱️ 02.04.2020):

  pip install seglearn

pytorch-forecasting (🥉18 · ⭐ 460 · 🐣) - Time series forecasting with PyTorch. MIT

• GitHub (👨‍💻 9 · 🔀 48 · 📋 68 - 27% open · ⏱️ 26.12.2020):

  git clone https://github.com/jdb78/pytorch-forecasting

• PyPi (📥 3.9K / month · ⏱️ 03.12.2020):

  pip install pytorch-forecasting

ADTK (🥉17 · ⭐ 580 · 💤) - A Python toolkit for rule-based/unsupervised anomaly detection in.. MPL-2.0

• GitHub (👨‍💻 11 · 🔀 70 · 📋 50 - 40% open · ⏱️ 17.04.2020):

  git clone https://github.com/arundo/adtk

• PyPi (📥 34K / month · ⏱️ 17.04.2020):

  pip install adtk

tick (🥉17 · ⭐ 320) - Module for statistical learning, with a particular emphasis on time-.. BSD-3

• GitHub (👨‍💻 16 · 🔀 73 · 📥 160 · 📦 28 · 📋 210 - 25% open · ⏱️ 15.06.2020):

  git clone https://github.com/X-DataInitiative/tick

• PyPi (📥 730 / month · 📦 1 · ⏱️ 24.05.2020):

  pip install tick

Show 2 hidden projects...

• PyFlux (🥉22 · ⭐ 1.8K · 💀) - Open source time series library for Python. BSD-3
• luminol (🥉22 · ⭐ 860 · 💀) - Anomaly Detection and Correlation library. Apache-2

Medical Data

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

MNE (🥇31 · ⭐ 1.5K) - MNE: Magnetoencephalography (MEG) and Electroencephalography (EEG) in.. BSD-3

• GitHub (👨‍💻 240 · 🔀 840 · 📦 760 · 📋 3.4K - 8% open · ⏱️ 25.12.2020):

  git clone https://github.com/mne-tools/mne-python

• PyPi (📥 35K / month · 📦 200 · ⏱️ 17.12.2020):

  pip install mne

• Conda (📥 94K · ⏱️ 20.12.2020):

  conda install -c conda-forge mne

Nilearn (🥇30 · ⭐ 690) - Machine learning for NeuroImaging in Python. BSD-3

• GitHub (👨‍💻 160 · 🔀 370 · 📦 830 · 📋 1.4K - 26% open · ⏱️ 23.12.2020):

  git clone https://github.com/nilearn/nilearn

• PyPi (📥 12K / month · 📦 300 · ⏱️ 12.11.2020):

  pip install nilearn

• Conda (📥 74K · ⏱️ 12.11.2020):

  conda install -c conda-forge nilearn

Lifelines (🥈29 · ⭐ 1.5K) - Survival analysis in Python. MIT

• GitHub (👨‍💻 88 · 🔀 400 · 📦 470 · 📋 770 - 23% open · ⏱️ 09.12.2020):

  git clone https://github.com/CamDavidsonPilon/lifelines

• PyPi (📥 110K / month · 📦 130 · ⏱️ 09.12.2020):

  pip install lifelines

• Conda (📥 120K · ⏱️ 10.12.2020):

  conda install -c conda-forge lifelines

NIPYPE (🥈29 · ⭐ 540) - Workflows and interfaces for neuroimaging packages. Apache-2

• GitHub (👨‍💻 210 · 🔀 440 · 📦 470 · 📋 1.2K - 26% open · ⏱️ 08.12.2020):

  git clone https://github.com/nipy/nipype

• PyPi (📥 13K / month · 📦 190 · ⏱️ 16.08.2020):

  pip install nipype

• Conda (📥 340K · ⏱️ 28.11.2020):

  conda install -c conda-forge nipype

NiBabel (🥈29 · ⭐ 380) - Python package to access a cacophony of neuro-imaging file formats. MIT

• GitHub (👨‍💻 89 · 🔀 210 · 📦 3.4K · 📋 390 - 28% open · ⏱️ 16.12.2020):

  git clone https://github.com/nipy/nibabel

• PyPi (📥 50K / month · 📦 1.3K · ⏱️ 28.11.2020):

  pip install nibabel

• Conda (📥 290K · ⏱️ 29.11.2020):

  conda install -c conda-forge nibabel

DIPY (🥈28 · ⭐ 370) - DIPY is the paragon 3D/4D+ imaging library in Python. Contains generic.. BSD-3

• GitHub (👨‍💻 120 · 🔀 310 · 📦 310 · 📋 730 - 21% open · ⏱️ 10.12.2020):

  git clone https://github.com/dipy/dipy

• PyPi (📥 7.7K / month · 📦 94 · ⏱️ 05.11.2020):

  pip install dipy

• Conda (📥 170K · ⏱️ 14.11.2020):

  conda install -c conda-forge dipy

Hail (🥈24 · ⭐ 690) - Scalable genomic data analysis. MIT

• GitHub (👨‍💻 68 · 🔀 180 · 📦 26 · 📋 2.3K - 14% open · ⏱️ 23.12.2020):

  git clone https://github.com/hail-is/hail

• PyPi (📥 1.6K / month · ⏱️ 03.12.2020):

  pip install hail

MONAI (🥈22 · ⭐ 1.6K) - AI Toolkit for Healthcare Imaging. Apache-2

• GitHub (👨‍💻 48 · 🔀 280 · 📋 650 - 12% open · ⏱️ 18.12.2020):

  git clone https://github.com/Project-MONAI/MONAI

• PyPi (📥 3.5K / month · ⏱️ 15.12.2020):

  pip install monai

NiftyNet (🥈22 · ⭐ 1.3K · 💤) - [unmaintained] An open-source convolutional neural.. Apache-2

• GitHub (👨‍💻 58 · 🔀 370 · 📦 33 · 📋 320 - 30% open · ⏱️ 21.04.2020):

  git clone https://github.com/NifTK/NiftyNet

• PyPi (📥 260 / month · ⏱️ 10.10.2019):

  pip install niftynet

DeepVariant (🥉21 · ⭐ 2.1K) - DeepVariant is an analysis pipeline that uses a deep neural.. BSD-3

• GitHub (👨‍💻 19 · 🔀 520 · 📥 2.9K · 📋 360 - 0% open · ⏱️ 14.12.2020):

  git clone https://github.com/google/deepvariant

• Conda (📥 26K · ⏱️ 05.09.2020):

  conda install -c bioconda deepvariant

Brainiak (🥉19 · ⭐ 230) - Brain Imaging Analysis Kit. Apache-2

• GitHub (👨‍💻 32 · 🔀 100 · 📦 11 · 📋 180 - 35% open · ⏱️ 15.10.2020):

  git clone https://github.com/brainiak/brainiak

• PyPi (📥 130 / month · 📦 1 · ⏱️ 15.10.2020):

  pip install brainiak

• Dockerhub (📥 450 · ⭐ 1 · ⏱️ 15.10.2020):

  docker pull brainiak/brainiak

Medical Detection Toolkit (🥉13 · ⭐ 880 · 💤) - The Medical Detection Toolkit contains 2D + 3D.. Apache-2

• GitHub (👨‍💻 3 · 🔀 230 · 📋 110 - 24% open · ⏱️ 18.04.2020):

  git clone https://github.com/MIC-DKFZ/medicaldetectiontoolkit

MedicalNet (🥉11 · ⭐ 1K) - Many studies have shown that the performance on deep learning is.. MIT

• GitHub (👨‍💻 1 · 🔀 270 · 📋 54 - 74% open · ⏱️ 27.08.2020):

  git clone https://github.com/Tencent/MedicalNet

Show 6 hidden projects...

• NIPY (🥉21 · ⭐ 290) - Neuroimaging in Python FMRI analysis package. ❗️DSDP
• MedPy (🥉20 · ⭐ 310 · 💤) - Medical image processing in Python. ❗️GPL-3.0
• DLTK (🥉19 · ⭐ 1.2K · 💀) - Deep Learning Toolkit for Medical Image Analysis. Apache-2
• Glow (🥉18 · ⭐ 150) - An open-source toolkit for large-scale genomic analysis. Apache-2
• MedicalTorch (🥉14 · ⭐ 700 · 💀) - A medical imaging framework for Pytorch. Apache-2
• DeepNeuro (🥉14 · ⭐ 96) - A deep learning python package for neuroimaging data. Made by:. MIT

Optical Character Recognition

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

Tesseract (🥇29 · ⭐ 3.3K · 📉) - Python-tesseract is an optical character recognition (OCR).. Apache-2

• GitHub (👨‍💻 35 · 🔀 500 · 📋 240 - 2% open · ⏱️ 22.12.2020):

  git clone https://github.com/madmaze/pytesseract

• PyPi (📥 320K / month · 📦 1.4K · ⏱️ 15.12.2020):

  pip install pytesseract

• Conda (📥 37K · ⏱️ 20.11.2020):

  conda install -c conda-forge pytesseract

OCRmyPDF (🥈27 · ⭐ 3.6K) - OCRmyPDF adds an OCR text layer to scanned PDF files, allowing.. MPL-2.0

• GitHub (👨‍💻 47 · 🔀 410 · 📦 100 · 📋 640 - 14% open · ⏱️ 22.12.2020):

  git clone https://github.com/jbarlow83/OCRmyPDF

• PyPi (📥 13K / month · 📦 12 · ⏱️ 12.12.2020):

  pip install ocrmypdf

EasyOCR (🥈26 · ⭐ 9.6K) - Ready-to-use OCR with 80+ supported languages and all popular.. Apache-2

• GitHub (👨‍💻 73 · 🔀 900 · 📥 80K · 📦 93 · 📋 230 - 32% open · ⏱️ 19.12.2020):

  git clone https://github.com/JaidedAI/EasyOCR

• PyPi (📥 8.6K / month · ⏱️ 21.11.2020):

  pip install easyocr

tesserocr (🥈26 · ⭐ 1.4K) - A Python wrapper for the tesseract-ocr API. MIT

• GitHub (👨‍💻 23 · 🔀 180 · 📦 440 · 📋 200 - 29% open · ⏱️ 17.11.2020):

  git clone https://github.com/sirfz/tesserocr

• PyPi (📥 31K / month · 📦 50 · ⏱️ 17.03.2020):

  pip install tesserocr

• Conda (📥 31K · ⏱️ 14.10.2020):

  conda install -c conda-forge tesserocr

PaddleOCR (🥉23 · ⭐ 8K) - Awesome multilingual OCR toolkits based on PaddlePaddle.. Apache-2

• GitHub (👨‍💻 41 · 🔀 1.5K · 📦 10 · 📋 1K - 25% open · ⏱️ 26.12.2020):

  git clone https://github.com/PaddlePaddle/PaddleOCR

• PyPi (📥 1.5K / month · ⏱️ 18.12.2020):

  pip install paddleocr

attention-ocr (🥉21 · ⭐ 820) - A Tensorflow model for text recognition (CNN + seq2seq with.. MIT

• GitHub (👨‍💻 27 · 🔀 220 · 📦 15 · 📋 140 - 11% open · ⏱️ 31.10.2020):

  git clone https://github.com/emedvedev/attention-ocr

• PyPi (📥 140 / month · ⏱️ 19.04.2019):

  pip install aocr

keras-ocr (🥉20 · ⭐ 730) - A packaged and flexible version of the CRAFT text detector and Keras.. MIT

• GitHub (👨‍💻 9 · 🔀 160 · 📥 11K · 📋 120 - 22% open · ⏱️ 26.11.2020):

  git clone https://github.com/faustomorales/keras-ocr

• PyPi (📥 1.8K / month · 📦 1 · ⏱️ 26.11.2020):

  pip install keras-ocr

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

• GitHub (👨‍💻 5 · 🔀 91 · 📦 32 · 📋 21 - 57% open · ⏱️ 01.12.2020):

  git clone https://github.com/jlsutherland/doc2text

• PyPi (📥 270 / month · ⏱️ 06.09.2016):

  pip install doc2text

calamari (🥉18 · ⭐ 750) - Line based ATR Engine based on OCRopy. Apache-2

• GitHub (👨‍💻 17 · 🔀 160 · 📋 150 - 13% open · ⏱️ 21.12.2020):

  git clone https://github.com/Calamari-OCR/calamari

• PyPi (📥 540 / month · 📦 2 · ⏱️ 13.11.2018):

  pip install calamari_ocr

Data Containers & Structures

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

pandas (🥇43 · ⭐ 28K) - Flexible and powerful data analysis / manipulation library for.. BSD-3

• GitHub (👨‍💻 2.5K · 🔀 12K · 📥 57K · 📦 360K · 📋 20K - 18% open · ⏱️ 26.12.2020):

  git clone https://github.com/pandas-dev/pandas

• PyPi (📥 25M / month · 📦 77K · ⏱️ 26.12.2020):

  pip install pandas

• Conda (📥 13M · ⏱️ 10.12.2020):

  conda install -c conda-forge pandas

numpy (🥇42 · ⭐ 16K) - The fundamental package for scientific computing with Python. BSD-3

• GitHub (👨‍💻 1.2K · 🔀 5.1K · 📥 290K · 📦 580K · 📋 9.4K - 23% open · ⏱️ 27.12.2020):

  git clone https://github.com/numpy/numpy

• PyPi (📥 39M / month · 📦 170K · ⏱️ 25.12.2020):

  pip install numpy

• Conda (📥 15M · ⏱️ 14.12.2020):

  conda install -c conda-forge numpy

h5py (🥇36 · ⭐ 1.5K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3

• GitHub (👨‍💻 160 · 🔀 390 · 📥 760 · 📦 96K · 📋 1.1K - 16% open · ⏱️ 01.12.2020):

  git clone https://github.com/h5py/h5py

• PyPi (📥 5.6M / month · 📦 23K · ⏱️ 06.11.2020):

  pip install h5py

• Conda (📥 4.4M · ⏱️ 07.11.2020):

  conda install -c conda-forge h5py

Arrow (🥈35 · ⭐ 6.8K) - Apache Arrow is a cross-language development platform for in-memory.. Apache-2

• GitHub (👨‍💻 610 · 🔀 1.7K · 📦 26 · 📋 650 - 17% open · ⏱️ 26.12.2020):

  git clone https://github.com/apache/arrow

• PyPi (📥 11M / month · 📦 990 · ⏱️ 19.10.2020):

  pip install pyarrow

• Conda (📥 440K · ⏱️ 12.10.2020):

  conda install -c conda-forge arrow

xarray (🥈32 · ⭐ 1.9K) - N-D labeled arrays and datasets in Python. Apache-2

• GitHub (👨‍💻 290 · 🔀 610 · 📦 4.7K · 📋 2.6K - 29% open · ⏱️ 24.12.2020):

  git clone https://github.com/pydata/xarray

• PyPi (📥 290K / month · 📦 1.1K · ⏱️ 30.11.2020):

  pip install xarray

• Conda (📥 2.2M · ⏱️ 01.12.2020):

  conda install -c conda-forge xarray

numexpr (🥈30 · ⭐ 1.5K) - Fast numerical array expression evaluator for Python, NumPy, PyTables,.. MIT

• GitHub (👨‍💻 51 · 🔀 160 · 📋 300 - 17% open · ⏱️ 24.09.2020):

  git clone https://github.com/pydata/numexpr

• PyPi (📥 830K / month · 📦 5.5K · ⏱️ 05.01.2020):

  pip install numexpr

• Conda (📥 2M · ⏱️ 14.10.2020):

  conda install -c conda-forge numexpr

TinyDB (🥈29 · ⭐ 3.9K) - TinyDB is a lightweight document oriented database optimized for your.. MIT

• GitHub (👨‍💻 61 · 🔀 350 · 📋 240 - 5% open · ⏱️ 05.12.2020):

  git clone https://github.com/msiemens/tinydb

• PyPi (📥 130K / month · 📦 1.1K · ⏱️ 14.11.2020):

  pip install tinydb

• Conda (📥 96K · ⏱️ 14.11.2020):

  conda install -c conda-forge tinydb

Koalas (🥈29 · ⭐ 2.5K) - Koalas: pandas API on Apache Spark. Apache-2

• GitHub (👨‍💻 47 · 🔀 290 · 📥 1K · 📦 67 · 📋 500 - 16% open · ⏱️ 26.12.2020):

  git clone https://github.com/databricks/koalas

• PyPi (📥 880K / month · 📦 1 · ⏱️ 11.12.2020):

  pip install koalas

• Conda (📥 73K · ⏱️ 11.12.2020):

  conda install -c conda-forge koalas

PyTables (🥈29 · ⭐ 1K) - A Python package to manage extremely large amounts of data. BSD-2

• GitHub (👨‍💻 96 · 🔀 180 · 📥 120 · 📋 590 - 26% open · ⏱️ 22.12.2020):

  git clone https://github.com/PyTables/PyTables

• PyPi (📥 540K / month · 📦 3.8K · ⏱️ 30.10.2019):

  pip install tables

• Conda (📥 2.1M · ⏱️ 21.10.2020):

  conda install -c conda-forge pytables

Modin (🥈28 · ⭐ 5.5K) - Modin: Speed up your Pandas workflows by changing a single line.. Apache-2

• GitHub (👨‍💻 64 · 🔀 380 · 📥 200K · 📦 270 · 📋 1.4K - 27% open · ⏱️ 23.12.2020):

  git clone https://github.com/modin-project/modin

• PyPi (📥 50K / month · 📦 9 · ⏱️ 10.11.2020):

  pip install modin

Bottleneck (🥈28 · ⭐ 570) - Fast NumPy array functions written in C. BSD-2

• GitHub (👨‍💻 20 · 🔀 61 · 📦 18K · 📋 200 - 11% open · ⏱️ 25.11.2020):

  git clone https://github.com/pydata/bottleneck

• PyPi (📥 190K / month · 📦 2.9K · ⏱️ 21.02.2020):

  pip install Bottleneck

• Conda (📥 1.4M · ⏱️ 12.10.2020):

  conda install -c conda-forge bottleneck

datasketch (🥉27 · ⭐ 1.4K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT

• GitHub (👨‍💻 16 · 🔀 200 · 📥 16 · 📦 240 · 📋 110 - 17% open · ⏱️ 23.12.2020):

  git clone https://github.com/ekzhu/datasketch

• PyPi (📥 190K / month · 📦 86 · ⏱️ 15.12.2020):

  pip install datasketch

zarr (🥉26 · ⭐ 610) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT

• GitHub (👨‍💻 35 · 🔀 100 · 📦 500 · 📋 400 - 43% open · ⏱️ 21.12.2020):

  git clone https://github.com/zarr-developers/zarr-python

• PyPi (📥 20K / month · 📦 72 · ⏱️ 02.12.2020):

  pip install zarr

• Conda (📥 510K · ⏱️ 03.12.2020):

  conda install -c conda-forge zarr

swifter (🥉25 · ⭐ 1.5K) - A package which efficiently applies any function to a pandas.. MIT

• GitHub (👨‍💻 14 · 🔀 68 · 📦 270 · 📋 89 - 14% open · ⏱️ 19.12.2020):

  git clone https://github.com/jmcarpenter2/swifter

• PyPi (📥 54K / month · 📦 16 · ⏱️ 11.10.2020):

  pip install swifter

• Conda (📥 73K · ⏱️ 20.09.2020):

  conda install -c conda-forge swifter

Pandaral·lel (🥉23 · ⭐ 1.3K) - A simple and efficient tool to parallelize Pandas.. BSD-3

• GitHub (👨‍💻 13 · 🔀 89 · 📦 130 · 📋 110 - 52% open · ⏱️ 16.12.2020):

  git clone https://github.com/nalepae/pandarallel

• PyPi (📥 44K / month · ⏱️ 25.08.2020):

  pip install pandarallel

Vaex (🥉22 · ⭐ 5.5K) - Out-of-Core DataFrames for Python, ML, visualize and explore big tabular.. MIT

• GitHub (👨‍💻 35 · 🔀 420 · 📥 200 · 📋 650 - 41% open · ⏱️ 09.12.2020):

  git clone https://github.com/vaexio/vaex

• PyPi (📥 4.5K / month · 📦 2 · ⏱️ 08.12.2020):

  pip install vaex

• Conda (📥 93K · ⏱️ 01.06.2020):

  conda install -c conda-forge vaex

datatable (🥉20 · ⭐ 1.1K) - A Python package for manipulating 2-dimensional tabular data.. MPL-2.0

• GitHub (👨‍💻 28 · 🔀 95 · 📥 710 · 📋 1.2K - 9% open · ⏱️ 18.12.2020):

  git clone https://github.com/h2oai/datatable

• PyPi (📥 16K / month · 📦 6 · ⏱️ 10.12.2020):

  pip install datatable

StaticFrame (🥉20 · ⭐ 210) - The StaticFrame library defines the Series and Frame, immutable data.. MIT

• GitHub (👨‍💻 14 · 🔀 20 · 📦 5 · 📋 260 - 12% open · ⏱️ 24.12.2020):

  git clone https://github.com/InvestmentSystems/static-frame

• PyPi (📥 1.9K / month · ⏱️ 01.12.2020):

  pip install static-frame

• Conda (📥 58K · ⏱️ 14.12.2020):

  conda install -c conda-forge static-frame

fletcher (🥉20 · ⭐ 200) - Pandas ExtensionDType/Array backed by Apache Arrow. MIT

• GitHub (👨‍💻 23 · 🔀 32 · 📥 12 · 📦 1 · 📋 72 - 45% open · ⏱️ 18.12.2020):

  git clone https://github.com/xhochy/fletcher

• PyPi (📥 480 / month · ⏱️ 07.12.2020):

  pip install fletcher

• Conda (📥 18K · ⏱️ 07.12.2020):

  conda install -c conda-forge fletcher

Bounter (🥉18 · ⭐ 890) - Efficient Counter that uses a limited (bounded) amount of memory.. MIT

• GitHub (👨‍💻 8 · 🔀 48 · 📦 20 · 📋 20 - 55% open · ⏱️ 16.08.2020):

  git clone https://github.com/RaRe-Technologies/bounter

• PyPi (📥 330 / month · 📦 14 · ⏱️ 17.08.2020):

  pip install bounter

PandaPy (🥉15 · ⭐ 460) - PandaPy has the speed of NumPy and the usability of Pandas 10x to.. MIT

• GitHub (👨‍💻 3 · 🔀 44 · 📦 1 · 📋 3 - 66% open · ⏱️ 12.11.2020):

  git clone https://github.com/firmai/pandapy

• PyPi (📥 97 / month · ⏱️ 25.01.2020):

  pip install pandapy

Show 6 hidden projects...

• Blaze (🥈28 · ⭐ 2.9K · 💀) - NumPy and Pandas interface to Big Data. BSD-3
• sklearn-pandas (🥈28 · ⭐ 2.3K) - Pandas integration with sklearn. ❗️Zlib
• Arctic (🥉24 · ⭐ 2.1K) - Arctic is a high performance datastore for numeric data. ❗️LGPL-2.1
• pandasql (🥉22 · ⭐ 930 · 💀) - sqldf for pandas. MIT
• pickleDB (🥉21 · ⭐ 530 · 💀) - pickleDB is an open source key-value store using Python's json.. BSD-3
• Pandas Summary (🥉21 · ⭐ 360 · 💀) - An extension to pandas dataframes describe function. MIT

Data Loading & Extraction

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

Faker (🥇36 · ⭐ 12K) - Faker is a Python package that generates fake data for you. MIT

• GitHub (👨‍💻 380 · 🔀 1.3K · 📦 22K · 📋 470 - 27% open · ⏱️ 24.12.2020):

  git clone https://github.com/joke2k/faker

• PyPi (📥 2.1M / month · 📦 4.7K · ⏱️ 15.12.2020):

  pip install Faker

• Conda (📥 360K · ⏱️ 15.12.2020):

  conda install -c conda-forge faker

xlrd (🥇33 · ⭐ 1.8K) - Please use openpyxl where you can... BSD-3

• GitHub (👨‍💻 50 · 🔀 410 · 📦 60K · ⏱️ 12.12.2020):

  git clone https://github.com/python-excel/xlrd

• PyPi (📥 5.6M / month · 📦 14K · ⏱️ 11.12.2020):

  pip install xlrd

• Conda (📥 1.1M · ⏱️ 25.07.2020):

  conda install -c conda-forge xlrd

xmltodict (🥈32 · ⭐ 4.2K · 💤) - Python module that makes working with XML feel like you are.. MIT

• GitHub (👨‍💻 41 · 🔀 390 · 📦 20K · 📋 200 - 31% open · ⏱️ 26.04.2020):

  git clone https://github.com/martinblech/xmltodict

• PyPi (📥 4.1M / month · 📦 8.2K · ⏱️ 11.02.2019):

  pip install xmltodict

• Conda (📥 570K · ⏱️ 11.02.2019):

  conda install -c conda-forge xmltodict

Tablib (🥈32 · ⭐ 3.8K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT

• GitHub (👨‍💻 110 · 🔀 560 · 📦 8.8K · 📋 230 - 14% open · ⏱️ 11.12.2020):

  git clone https://github.com/jazzband/tablib

• PyPi (📥 600K / month · 📦 2.4K · ⏱️ 05.12.2020):

  pip install tablib

• Conda (📥 56K · ⏱️ 05.12.2020):

  conda install -c conda-forge tablib

TensorFlow Datasets (🥈32 · ⭐ 2.6K · 📈) - TFDS is a collection of datasets ready to use with.. Apache-2

• GitHub (👨‍💻 180 · 🔀 890 · 📦 3.2K · 📋 880 - 43% open · ⏱️ 18.12.2020):

  git clone https://github.com/tensorflow/datasets

• PyPi (📥 540K / month · 📦 100 · ⏱️ 09.10.2020):

  pip install tensorflow-datasets

smart-open (🥈30 · ⭐ 1.9K) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT

• GitHub (👨‍💻 68 · 🔀 260 · 📋 290 - 23% open · ⏱️ 10.12.2020):

  git clone https://github.com/RaRe-Technologies/smart_open

• PyPi (📥 6.9M / month · 📦 640 · ⏱️ 27.11.2020):

  pip install smart-open

python-magic (🥈30 · ⭐ 1.8K) - A python wrapper for libmagic. MIT

• GitHub (👨‍💻 47 · 🔀 210 · 📦 11K · 📋 150 - 18% open · ⏱️ 11.12.2020):

  git clone https://github.com/ahupp/python-magic

• PyPi (📥 1.4M / month · 📦 5.1K · ⏱️ 06.05.2020):

  pip install python-magic

• Conda (📥 73K · ⏱️ 24.12.2020):

  conda install -c conda-forge python-magic

pandas-datareader (🥈30 · ⭐ 1.8K) - Extract data from a wide range of Internet sources into a.. BSD-3

• GitHub (👨‍💻 76 · 🔀 490 · 📦 7.2K · 📋 440 - 15% open · ⏱️ 02.09.2020):

  git clone https://github.com/pydata/pandas-datareader

• PyPi (📥 110K / month · 📦 1.4K · ⏱️ 10.07.2020):

  pip install pandas-datareader

• Conda (📥 83K · ⏱️ 20.11.2019):

  conda install -c conda-forge pandas-datareader

csvkit (🥉28 · ⭐ 4.4K) - A suite of utilities for converting to and working with CSV, the king of.. MIT

• GitHub (👨‍💻 91 · 🔀 540 · 📦 790 · 📋 800 - 7% open · ⏱️ 30.10.2020):

  git clone https://github.com/wireservice/csvkit

• PyPi (📥 27K / month · 📦 700 · ⏱️ 03.03.2020):

  pip install csvkit

• Conda (📥 45K · ⏱️ 28.05.2019):

  conda install -c conda-forge csvkit

snorkel (🥉28 · ⭐ 4.4K) - A system for quickly generating training data with weak supervision. Apache-2

• GitHub (👨‍💻 62 · 🔀 700 · 📥 480 · 📦 61 · 📋 940 - 3% open · ⏱️ 05.09.2020):

  git clone https://github.com/snorkel-team/snorkel

• PyPi (📥 74K / month · 📦 4 · ⏱️ 07.04.2020):

  pip install snorkel

• Conda (📥 15K · ⏱️ 10.04.2020):

  conda install -c conda-forge snorkel

PDFMiner (🥉26 · ⭐ 4.5K · 💤) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT

• GitHub (👨‍💻 28 · 🔀 1K · 📦 1.9K · 📋 260 - 85% open · ⏱️ 18.01.2020):

  git clone https://github.com/euske/pdfminer

• PyPi (📥 170K / month · 📦 1.5K · ⏱️ 25.11.2019):

  pip install pdfminer

• Conda (📥 13K · ⏱️ 03.11.2019):

  conda install -c conda-forge pdfminer

Intake (🥉24 · ⭐ 510) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2

• GitHub (👨‍💻 51 · 🔀 91 · 📦 210 · 📋 260 - 28% open · ⏱️ 16.12.2020):

  git clone https://github.com/intake/intake

• PyPi (📥 3.3K / month · 📦 74 · ⏱️ 03.06.2020):

  pip install intake

• Conda (📥 54K · ⏱️ 03.06.2020):

  conda install -c conda-forge intake

SDV (🥉22 · ⭐ 290) - Synthetic Data Generation for tabular, relational and time series data. MIT

• GitHub (👨‍💻 32 · 🔀 52 · 📦 12 · 📋 170 - 24% open · ⏱️ 22.12.2020):

  git clone https://github.com/sdv-dev/SDV

• PyPi (📥 1.5K / month · ⏱️ 22.12.2020):

  pip install sdv

Show 4 hidden projects...

• textract (🥉26 · ⭐ 2.9K · 💀) - extract text from any document. no muss. no fuss. MIT
• Camelot (🥉24 · ⭐ 3K · 💀) - Camelot: PDF Table Extraction for Humans. MIT
• Singer (🥉24 · ⭐ 650) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0
• pyexcel-xlsx (🥉23 · ⭐ 83) - A wrapper library to read, manipulate and write data in xlsx and.. BSD-3

Web Scraping & Crawling

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

Scrapy (🥇38 · ⭐ 39K) - Scrapy, a fast high-level web crawling & scraping framework for Python. BSD-3

• GitHub (👨‍💻 460 · 🔀 8.9K · 📦 22K · 📋 2.6K - 28% open · ⏱️ 24.12.2020):

  git clone https://github.com/scrapy/scrapy

• PyPi (📥 510K / month · 📦 8.4K · ⏱️ 17.11.2020):

  pip install scrapy

• Conda (📥 380K · ⏱️ 17.11.2020):

  conda install -c conda-forge scrapy

youtube-dl (🥇37 · ⭐ 86K) - Command-line program to download videos from YouTube.com and.. Unlicense

• GitHub (👨‍💻 910 · 🔀 3.2K · 📥 46M · 📋 23K - 17% open · ⏱️ 26.12.2020):

  git clone https://github.com/ytdl-org/youtube-dl

• PyPi (📥 1.9M / month · 📦 2.9K · ⏱️ 26.12.2020):

  pip install youtube_dl

• Conda (📥 530K · ⏱️ 26.12.2020):

  conda install -c conda-forge youtube-dl

feedparser (🥇31 · ⭐ 1.2K · ➕) - Parse feeds in Python. BSD-2

• GitHub (👨‍💻 42 · 🔀 250 · 📋 170 - 37% open · ⏱️ 26.12.2020):

  git clone https://github.com/kurtmckee/feedparser

• PyPi (📥 530K / month · 📦 14K · ⏱️ 25.10.2020):

  pip install feedparser

You-Get (🥈29 · ⭐ 38K) - Dumb downloader that scrapes the web. MIT

• GitHub (👨‍💻 220 · 🔀 7.9K · 📥 330K · ⏱️ 26.12.2020):

  git clone https://github.com/soimort/you-get

• PyPi (📥 24K / month · 📦 18 · ⏱️ 26.12.2020):

  pip install you-get

Requests-HTML (🥈29 · ⭐ 11K · 💤) - Pythonic HTML Parsing for Humans. MIT

• GitHub (👨‍💻 62 · 🔀 770 · 📦 3.5K · 📋 320 - 41% open · ⏱️ 10.05.2020):

  git clone https://github.com/psf/requests-html

• PyPi (📥 280K / month · 📦 360 · ⏱️ 17.02.2019):

  pip install requests-html

newspaper3k (🥈29 · ⭐ 11K) - News, full-text, and article metadata extraction in Python 3... MIT

• GitHub (👨‍💻 100 · 🔀 1.7K · 📦 2.1K · 📋 660 - 63% open · ⏱️ 02.09.2020):

  git clone https://github.com/codelucas/newspaper

• PyPi (📥 27K / month · 📦 440 · ⏱️ 28.09.2018):

  pip install newspaper3k

• Conda (📥 35K · ⏱️ 14.10.2020):

  conda install -c conda-forge newspaper3k

Pattern (🥈29 · ⭐ 7.7K · 💤) - Web mining module for Python, with tools for scraping, natural.. BSD-3

• GitHub (👨‍💻 30 · 🔀 1.5K · 📦 1K · 📋 230 - 67% open · ⏱️ 25.04.2020):

  git clone https://github.com/clips/pattern

• PyPi (📥 65K / month · 📦 270 · ⏱️ 18.08.2018):

  pip install pattern

• Conda (📥 5.5K · ⏱️ 05.05.2020):

  conda install -c conda-forge pattern

Datasets (🥈29 · ⭐ 5.9K) - The largest hub of ready-to-use NLP datasets for ML models with.. Apache-2

• GitHub (👨‍💻 190 · 🔀 610 · 📦 220 · 📋 550 - 47% open · ⏱️ 23.12.2020):

  git clone https://github.com/huggingface/datasets

• PyPi (📥 23K / month · 📦 18 · ⏱️ 19.11.2020):

  pip install datasets

pyspider (🥈28 · ⭐ 15K) - A Powerful Spider(Web Crawler) System in Python. Apache-2

• GitHub (👨‍💻 62 · 🔀 3.6K · 📦 280 · 📋 820 - 33% open · ⏱️ 02.08.2020):

  git clone https://github.com/binux/pyspider

• PyPi (📥 1.8K / month · 📦 30 · ⏱️ 18.04.2018):

  pip install pyspider

MechanicalSoup (🥉26 · ⭐ 3.6K) - A Python library for automating interaction with websites. MIT

• GitHub (👨‍💻 41 · 🔀 310 · 📥 39 · 📋 140 - 15% open · ⏱️ 11.11.2020):

  git clone https://github.com/MechanicalSoup/MechanicalSoup

• PyPi (📥 32K / month · 📦 390 · ⏱️ 27.08.2019):

  pip install MechanicalSoup

• Conda (📥 73K · ⏱️ 29.08.2019):

  conda install -c conda-forge mechanicalsoup

Grab (🥉26 · ⭐ 2K) - Web Scraping Framework. MIT

• GitHub (👨‍💻 65 · 🔀 240 · 📦 300 · 📋 220 - 12% open · ⏱️ 08.12.2020):

  git clone https://github.com/lorien/grab

• PyPi (📥 1.8K / month · 📦 100 · ⏱️ 24.06.2018):

  pip install grab

micawber (🥉25 · ⭐ 510) - a small library for extracting rich content from urls. MIT

• GitHub (👨‍💻 26 · 🔀 78 · 📦 480 · ⏱️ 18.12.2020):

  git clone https://github.com/coleifer/micawber

• PyPi (📥 4K / month · 📦 370 · ⏱️ 17.12.2020):

  pip install micawber

beautifulsoup4 (🥉22) - Screen-scraping library. MIT

• PyPi (📥 9.5M / month · 📦 62K · ⏱️ 03.10.2020):

  pip install beautifulsoup4

• Conda (📥 3.2M · ⏱️ 03.10.2020):

  conda install -c conda-forge beautifulsoup4

AutoScraper (🥉20 · ⭐ 3.1K · 🐣) - A Smart, Automatic, Fast and Lightweight Web Scraper for Python. MIT

• GitHub (👨‍💻 6 · 🔀 290 · 📦 18 · 📋 26 - 11% open · ⏱️ 15.12.2020):

  git clone https://github.com/alirezamika/autoscraper

• PyPi (📥 830 / month · ⏱️ 29.11.2020):

  pip install autoscraper

Lassie (🥉20 · ⭐ 520 · ➕) - Web Content Retrieval for Humans. MIT

• GitHub (👨‍💻 14 · 🔀 42 · 📦 20 · 📋 39 - 25% open · ⏱️ 16.12.2020):

  git clone https://github.com/michaelhelmick/lassie

• PyPi (📥 540 / month · 📦 7 · ⏱️ 16.12.2020):

  pip install lassie

gazpacho (🥉20 · ⭐ 500) - The simple, fast, and modern web scraping library. MIT

• GitHub (👨‍💻 13 · 🔀 47 · 📦 79 · 📋 33 - 12% open · ⏱️ 31.10.2020):

  git clone https://github.com/maxhumber/gazpacho

• PyPi (📥 2.5K / month · 📦 2 · ⏱️ 24.09.2020):

  pip install gazpacho

Cola (🥉18 · ⭐ 1.4K · 💤) - A high-level distributed crawling framework. Apache-2

• GitHub (👨‍💻 3 · 🔀 540 · 📦 3 · 📋 66 - 21% open · ⏱️ 01.03.2020):

  git clone https://github.com/qinxuye/cola

• PyPi (📥 59 / month · 📦 1 · ⏱️ 31.03.2016):

  pip install cola

Transistor (🥉16 · ⭐ 210) - Transistor, a Python web scraping framework for intelligent use cases. MIT

• GitHub (👨‍💻 3 · 🔀 17 · 📥 52 · 📋 63 - 95% open · ⏱️ 16.08.2020):

  git clone https://github.com/bomquote/transistor

• PyPi (📥 100 / month · ⏱️ 03.08.2020):

  pip install transistor

Show 6 hidden projects...

• soupsieve (🥈29 · ⭐ 84) - A modern CSS selector implementation for BeautifulSoup. MIT
• Google Images Download (🥉27 · ⭐ 7.3K · 💀) - Python Script to download hundreds of images from 'Google.. MIT
• gallery-dl (🥉23 · ⭐ 2.8K) - Command-line program to download image galleries and.. ❗️GPL-2.0
• WikiExtractor (🥉23 · ⭐ 2.5K) - A tool for extracting plain text from Wikipedia dumps. ❗️AGPL-3.0
• Photon (🥉20 · ⭐ 7.4K · 💤) - Incredibly fast crawler designed for OSINT. ❗️GPL-3.0
• lazynlp (🥉14 · ⭐ 1.9K · 💀) - Library to scrape and clean web pages to create massive datasets. MIT

Data Pipelines & Streaming

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

Celery (🥇37 · ⭐ 16K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3

• GitHub (👨‍💻 1.1K · 🔀 3.9K · 📦 47K · 📋 4.4K - 11% open · ⏱️ 27.12.2020):

  git clone https://github.com/celery/celery

• PyPi (📥 2.2M / month · 📦 28K · ⏱️ 16.12.2020):

  pip install celery

• Conda (📥 360K · ⏱️ 11.11.2020):

  conda install -c conda-forge celery

Airflow (🥇35 · ⭐ 20K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2

• GitHub (👨‍💻 1.7K · 🔀 7.6K · 📥 68K · 📋 2.7K - 34% open · ⏱️ 26.12.2020):

  git clone https://github.com/apache/airflow

• PyPi (📥 580K / month · 📦 290 · ⏱️ 14.12.2020):

  pip install apache-airflow

• Conda (📥 250K · ⏱️ 26.11.2020):

  conda install -c conda-forge airflow

• Dockerhub (📥 3.3M · ⭐ 190 · ⏱️ 26.12.2020):

  docker pull apache/airflow

luigi (🥇33 · ⭐ 14K) - Luigi is a Python module that helps you build complex pipelines of.. Apache-2

• GitHub (👨‍💻 550 · 🔀 2.2K · 📦 1.3K · 📋 900 - 7% open · ⏱️ 10.12.2020):

  git clone https://github.com/spotify/luigi

• PyPi (📥 390K / month · 📦 680 · ⏱️ 23.09.2020):

  pip install luigi

• Conda (📥 6.2K · ⏱️ 21.07.2020):

  conda install -c anaconda luigi

Beam (🥈32 · ⭐ 4.5K) - Unified programming model to define and execute data processing.. Apache-2

• GitHub (👨‍💻 980 · 🔀 2.7K · ⏱️ 25.12.2020):

  git clone https://github.com/apache/beam

• PyPi (📥 1.7M / month · 📦 190 · ⏱️ 11.12.2020):

  pip install apache-beam

Prefect (🥈30 · ⭐ 5.6K) - The easiest way to automate your data. Apache-2

• GitHub (👨‍💻 170 · 🔀 470 · 📦 220 · 📋 1.5K - 15% open · ⏱️ 24.12.2020):

  git clone https://github.com/PrefectHQ/prefect

• PyPi (📥 34K / month · 📦 2 · ⏱️ 16.12.2020):

  pip install prefect

• Conda (📥 63K · ⏱️ 17.12.2020):

  conda install -c conda-forge prefect

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

• GitHub (👨‍💻 140 · 🔀 590 · 📦 640 · 📋 1.3K - 15% open · ⏱️ 16.11.2020):

  git clone https://github.com/Yelp/mrjob

• PyPi (📥 110K / month · 📦 110 · ⏱️ 17.09.2020):

  pip install mrjob

• Conda (📥 300K · ⏱️ 24.12.2020):

  conda install -c conda-forge mrjob

faust (🥈28 · ⭐ 5.1K) - Python Stream Processing. BSD-3

• GitHub (👨‍💻 90 · 🔀 420 · 📦 560 · 📋 440 - 50% open · ⏱️ 09.10.2020):

  git clone https://github.com/robinhood/faust

• PyPi (📥 75K / month · 📦 28 · ⏱️ 25.02.2020):

  pip install faust

dbt (🥈28 · ⭐ 2.3K) - dbt (data build tool) enables data analysts and engineers to transform.. Apache-2

• GitHub (👨‍💻 130 · 🔀 460 · 📦 160 · 📋 1.7K - 15% open · ⏱️ 22.12.2020):

  git clone https://github.com/fishtown-analytics/dbt

• PyPi (📥 88K / month · 📦 9 · ⏱️ 21.10.2020):

  pip install dbt

• Conda (📥 150K · ⏱️ 14.05.2020):

  conda install -c conda-forge dbt

Kedro (🥈27 · ⭐ 3.3K · 📉) - A Python framework for creating reproducible, maintainable and.. Apache-2

• GitHub (👨‍💻 89 · 🔀 380 · 📦 340 · 📋 410 - 19% open · ⏱️ 17.12.2020):

  git clone https://github.com/quantumblacklabs/kedro

• PyPi (📥 59K / month · 📦 16 · ⏱️ 17.12.2020):

  pip install kedro

Dagster (🥈26 · ⭐ 2.4K) - A data orchestrator for machine learning, analytics, and ETL. Apache-2

• GitHub (👨‍💻 110 · 🔀 250 · 📦 130 · 📋 2.3K - 25% open · ⏱️ 24.12.2020):

  git clone https://github.com/dagster-io/dagster

• PyPi (📥 26K / month · 📦 4 · ⏱️ 11.12.2020):

  pip install dagster

• Conda (📥 120K · ⏱️ 04.12.2020):

  conda install -c conda-forge dagster

PyFunctional (🥈26 · ⭐ 1.8K) - Python library for creating data pipelines with chain functional.. MIT

• GitHub (👨‍💻 22 · 🔀 96 · 📦 240 · 📋 120 - 2% open · ⏱️ 16.12.2020):

  git clone https://github.com/EntilZha/PyFunctional

• PyPi (📥 33K / month · ⏱️ 17.09.2020):

  pip install pyfunctional

petl (🥈26 · ⭐ 800) - Python Extract Transform and Load Tables of Data. MIT

• GitHub (👨‍💻 43 · 🔀 150 · 📦 300 · 📋 410 - 16% open · ⏱️ 24.12.2020):

  git clone https://github.com/petl-developers/petl

• PyPi (📥 15K / month · 📦 110 · ⏱️ 06.10.2020):

  pip install petl

• Conda (📥 19K · ⏱️ 25.09.2020):

  conda install -c conda-forge petl

streamparse (🥉25 · ⭐ 1.4K) - Run Python in Apache Storm topologies. Pythonic API, CLI.. Apache-2

• GitHub (👨‍💻 40 · 🔀 220 · 📦 46 · 📋 330 - 20% open · ⏱️ 18.12.2020):

  git clone https://github.com/Parsely/streamparse

• PyPi (📥 1.7K / month · 📦 26 · ⏱️ 07.10.2020):

  pip install streamparse

TFX (🥉25 · ⭐ 1.3K) - TFX is an end-to-end platform for deploying production ML pipelines. Apache-2

• GitHub (👨‍💻 96 · 🔀 360 · 📋 500 - 40% open · ⏱️ 24.12.2020):

  git clone https://github.com/tensorflow/tfx

• PyPi (📥 64K / month · 📦 2 · ⏱️ 19.11.2020):

  pip install tfx

Optimus (🥉24 · ⭐ 960) - Agile Data Preparation Workflows madeeasy with dask, cudf,.. Apache-2

• GitHub (👨‍💻 21 · 🔀 190 · 📦 11 · 📋 300 - 45% open · ⏱️ 19.11.2020):

  git clone https://github.com/ironmussa/Optimus

• PyPi (📥 7.7K / month · ⏱️ 30.05.2019):

  pip install optimuspyspark

Great Expectations (🥉23 · ⭐ 3.3K) - Always know what to expect from your data. Apache-2

• GitHub (👨‍💻 140 · 🔀 370 · 📋 730 - 20% open · ⏱️ 23.12.2020):

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

• PyPi (📥 350K / month · 📦 6 · ⏱️ 23.12.2020):

  pip install great_expectations

pysparkling (🥉22 · ⭐ 230) - A pure Python implementation of Apache Spark's RDD and DStream.. MIT

• GitHub (👨‍💻 9 · 🔀 43 · 📦 54 · 📋 22 - 9% open · ⏱️ 02.11.2020):

  git clone https://github.com/svenkreiss/pysparkling

• PyPi (📥 6.4K / month · 📦 7 · ⏱️ 13.07.2019):

  pip install pysparkling

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

• GitHub (👨‍💻 8 · 🔀 64 · 📋 45 - 24% open · ⏱️ 13.11.2020):

  git clone https://github.com/cgarciae/pypeln

• PyPi (📥 2.4K / month · 📦 5 · ⏱️ 11.10.2020):

  pip install pypeln

pdpipe (🥉20 · ⭐ 570) - Easy pipelines for pandas DataFrames. MIT

• GitHub (👨‍💻 8 · 🔀 29 · 📦 21 · 📋 20 - 30% open · ⏱️ 17.11.2020):

  git clone https://github.com/pdpipe/pdpipe

• PyPi (📥 1.1K / month · ⏱️ 09.11.2020):

  pip install pdpipe

riko (🥉19 · ⭐ 1.5K) - A Python stream processing engine modeled after Yahoo! Pipes. MIT

• GitHub (👨‍💻 18 · 🔀 70 · 📋 30 - 73% open · ⏱️ 14.08.2020):

  git clone https://github.com/nerevu/riko

• PyPi (📥 170 / month · 📦 1 · ⏱️ 14.08.2020):

  pip install riko

TaskTiger (🥉19 · ⭐ 1K) - Python task queue using Redis. MIT

• GitHub (👨‍💻 19 · 🔀 58 · 📦 19 · 📋 61 - 49% open · ⏱️ 17.12.2020):

  git clone https://github.com/closeio/tasktiger

• PyPi (📥 420 / month · 📦 9 · ⏱️ 18.06.2020):

  pip install tasktiger

Databolt Flow (🥉19 · ⭐ 890) - Python library for building highly effective data science workflows. MIT

• GitHub (👨‍💻 10 · 🔀 64 · 📦 12 · 📋 16 - 31% open · ⏱️ 19.12.2020):

  git clone https://github.com/d6t/d6tflow

• PyPi (📥 230 / month · ⏱️ 19.12.2020):

  pip install d6tflow

Mara Pipelines (🥉18 · ⭐ 1.6K) - A lightweight opinionated ETL framework, halfway between plain.. MIT

• GitHub (👨‍💻 15 · 🔀 76 · 📦 7 · 📋 17 - 35% open · ⏱️ 31.07.2020):

  git clone https://github.com/mara/mara-pipelines

• PyPi (📥 42 / month · ⏱️ 31.07.2020):

  pip install mara-pipelines

BatchFlow (🥉18 · ⭐ 150) - BatchFlow helps you conveniently work with random or sequential.. Apache-2

• GitHub (👨‍💻 28 · 🔀 33 · 📋 100 - 49% open · ⏱️ 08.12.2020):

  git clone https://github.com/analysiscenter/batchflow

• PyPi (📥 24 / month · ⏱️ 23.08.2019):

  pip install batchflow

Show 2 hidden projects...

• bonobo (🥉23 · ⭐ 1.4K · 💀) - Extract Transform Load for Python 3.5+. Apache-2
• Botflow (🥉15 · ⭐ 1.2K · 💀) - Python Fast Dataflow programming framework for Data pipeline.. BSD-3

Distributed Machine Learning

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

dask (🥇35 · ⭐ 7.7K) - Parallel computing with task scheduling. BSD-3

• GitHub (👨‍💻 420 · 🔀 1.2K · 📦 24K · 📋 3.5K - 19% open · ⏱️ 21.12.2020):

  git clone https://github.com/dask/dask

• PyPi (📥 1.4M / month · 📦 3.9K · ⏱️ 11.12.2020):

  pip install dask

• Conda (📥 2.8M · ⏱️ 11.12.2020):

  conda install -c conda-forge dask

Ray (🥇33 · ⭐ 14K) - An open source framework that provides a simple, universal API for.. Apache-2

• GitHub (👨‍💻 410 · 🔀 2.3K · 📦 1.4K · 📋 5.5K - 21% open · ⏱️ 27.12.2020):

  git clone https://github.com/ray-project/ray

• PyPi (📥 220K / month · 📦 160 · ⏱️ 24.12.2020):

  pip install ray

horovod (🥇30 · ⭐ 11K) - Distributed training framework for TensorFlow, Keras, PyTorch, and.. Apache-2

• GitHub (👨‍💻 110 · 🔀 1.7K · 📦 300 · 📋 1.6K - 15% open · ⏱️ 22.12.2020):

  git clone https://github.com/horovod/horovod

• PyPi (📥 110K / month · 📦 20 · ⏱️ 01.10.2020):

  pip install horovod

ipyparallel (🥈29 · ⭐ 1.8K) - Interactive Parallel Computing in Python. BSD-3

• GitHub (👨‍💻 94 · 🔀 720 · 📦 1.3K · 📋 250 - 56% open · ⏱️ 24.08.2020):

  git clone https://github.com/ipython/ipyparallel

• PyPi (📥 61K / month · 📦 490 · ⏱️ 05.05.2020):

  pip install ipyparallel

• Conda (📥 360K · ⏱️ 14.12.2020):

  conda install -c conda-forge ipyparallel

dask-ml (🥈26 · ⭐ 680) - Scalable Machine Learning with Dask. BSD-3

• GitHub (👨‍💻 60 · 🔀 180 · 📦 320 · 📋 370 - 46% open · ⏱️ 25.11.2020):

  git clone https://github.com/dask/dask-ml

• PyPi (📥 45K / month · 📦 42 · ⏱️ 24.09.2020):

  pip install dask-ml

• Conda (📥 190K · ⏱️ 24.09.2020):

  conda install -c conda-forge dask-ml

Mesh (🥈26 · ⭐ 600) - Mesh TensorFlow: Model Parallelism Made Easier. Apache-2

• GitHub (👨‍💻 38 · 🔀 110 · 📦 470 · 📋 84 - 85% open · ⏱️ 21.12.2020):

  git clone https://github.com/tensorflow/mesh

• PyPi (📥 78K / month · 📦 28 · ⏱️ 17.12.2020):

  pip install mesh-tensorflow

mpi4py (🥈26 · ⭐ 370) - Python bindings for MPI. BSD-3

• GitHub (👨‍💻 13 · 🔀 60 · 📥 200 · 📋 4 - 25% open · ⏱️ 22.12.2020):

  git clone https://github.com/mpi4py/mpi4py

• PyPi (📥 160K / month · 📦 700 · ⏱️ 04.11.2019):

  pip install mpi4py

• Conda (📥 490K · ⏱️ 21.11.2020):

  conda install -c conda-forge mpi4py

BigDL (🥈25 · ⭐ 3.7K) - BigDL: Distributed Deep Learning Framework for Apache Spark. Apache-2

• GitHub (👨‍💻 71 · 🔀 900 · 📦 19 · 📋 910 - 19% open · ⏱️ 23.12.2020):

  git clone https://github.com/intel-analytics/BigDL

• PyPi (📥 1.2K / month · 📦 3 · ⏱️ 06.12.2020):

  pip install bigdl

• Maven (⏱️ 05.12.2020):

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

TensorFlowOnSpark (🥉24 · ⭐ 3.6K) - TensorFlowOnSpark brings TensorFlow programs to Apache.. Apache-2

• GitHub (👨‍💻 33 · 🔀 930 · 📋 340 - 1% open · ⏱️ 21.12.2020):

  git clone https://github.com/yahoo/TensorFlowOnSpark

• PyPi (📥 34K / month · 📦 5 · ⏱️ 18.12.2020):

  pip install tensorflowonspark

DeepSpeed (🥉23 · ⭐ 3.9K) - DeepSpeed is a deep learning optimization library that makes.. MIT

• GitHub (👨‍💻 34 · 🔀 340 · 📦 5 · 📋 230 - 39% open · ⏱️ 23.12.2020):

  git clone https://github.com/microsoft/DeepSpeed

• PyPi (📥 1K / month · ⏱️ 23.12.2020):

  pip install deepspeed

• Dockerhub (📥 6.5K · ⭐ 2 · ⏱️ 20.11.2020):

  docker pull deepspeed/deepspeed

MMLSpark (🥉23 · ⭐ 2.2K) - Microsoft Machine Learning for Apache Spark. MIT

• GitHub (👨‍💻 61 · 🔀 470 · 📋 380 - 44% open · ⏱️ 03.12.2020):

  git clone https://github.com/Azure/mmlspark

• PyPi (📥 19K / month · ⏱️ 18.03.2020):

  pip install mmlspark

Elephas (🥉23 · ⭐ 1.4K) - Distributed Deep learning with Keras & Spark. MIT

• GitHub (👨‍💻 25 · 🔀 280 · 📋 130 - 38% open · ⏱️ 22.12.2020):

  git clone https://github.com/maxpumperla/elephas

• PyPi (📥 11K / month · 📦 3 · ⏱️ 10.02.2020):

  pip install elephas

analytics-zoo (🥉22 · ⭐ 2.2K · ➕) - Distributed Tensorflow, Keras and PyTorch on Apache.. Apache-2

• GitHub (👨‍💻 81 · 🔀 620 · 📦 2 · 📋 890 - 47% open · ⏱️ 26.12.2020):

  git clone https://github.com/intel-analytics/analytics-zoo

• PyPi (📥 780 / month · ⏱️ 17.12.2020):

  pip install analytics-zoo

BytePS (🥉20 · ⭐ 2.6K) - A high performance and generic framework for distributed DNN.. Apache-2

• GitHub (👨‍💻 16 · 🔀 360 · 📋 200 - 35% open · ⏱️ 06.12.2020):

  git clone https://github.com/bytedance/byteps

• PyPi (📥 150 / month · ⏱️ 04.11.2020):

  pip install byteps

• Dockerhub (📥 930 · ⏱️ 03.03.2020):

  docker pull bytepsimage/tensorflow

Fiber (🥉20 · ⭐ 830) - Distributed Computing for AI Made Simple. Apache-2

• GitHub (👨‍💻 5 · 🔀 87 · 📦 17 · 📋 17 - 70% open · ⏱️ 06.10.2020):

  git clone https://github.com/uber/fiber

• PyPi (📥 1.5K / month · 📦 1 · ⏱️ 09.07.2020):

  pip install fiber

Submit it (🥉20 · ⭐ 270) - Python 3.6+ toolbox for submitting jobs to Slurm. MIT

• GitHub (👨‍💻 8 · 🔀 16 · 📦 69 · 📋 21 - 42% open · ⏱️ 04.12.2020):

  git clone https://github.com/facebookincubator/submitit

• PyPi (📥 1.7K / month · ⏱️ 01.12.2020):

  pip install submitit

• Conda (📥 630 · ⏱️ 19.11.2020):

  conda install -c conda-forge submitit

Apache Singa (🥉19 · ⭐ 2.2K) - a distributed deep learning platform. Apache-2

• GitHub (👨‍💻 70 · 🔀 570 · 📋 81 - 60% open · ⏱️ 11.12.2020):

  git clone https://github.com/apache/singa

• Conda (📥 240 · ⏱️ 19.10.2020):

  conda install -c nusdbsystem singa

• Dockerhub (📥 160 · ⭐ 2 · ⏱️ 04.06.2019):

  docker pull apache/singa

sk-dist (🥉18 · ⭐ 250) - Distributed scikit-learn meta-estimators in PySpark. Apache-2

• GitHub (👨‍💻 6 · 🔀 42 · 📦 6 · 📋 15 - 40% open · ⏱️ 03.12.2020):

  git clone https://github.com/Ibotta/sk-dist

• PyPi (📥 4.7K / month · 📦 2 · ⏱️ 14.05.2020):

  pip install sk-dist

Hivemind (🥉17 · ⭐ 630) - Decentralized deep learning in PyTorch. Built to train models on.. MIT

• GitHub (👨‍💻 8 · 🔀 28 · 📦 1 · 📋 31 - 45% open · ⏱️ 26.12.2020):

  git clone https://github.com/learning-at-home/hivemind

• PyPi (📥 38 / month · 📦 1 · ⏱️ 28.08.2020):

  pip install hivemind

FairScale (🥉17 · ⭐ 590 · 🐣) - PyTorch extensions for high performance and large scale.. BSD-3

• GitHub (👨‍💻 16 · 🔀 39 · 📦 1 · 📋 72 - 31% open · ⏱️ 24.12.2020):

  git clone https://github.com/facebookresearch/fairscale

• PyPi (📥 500 / month · ⏱️ 02.12.2020):

  pip install fairscale

Show 3 hidden projects...

• DEAP (🥈28 · ⭐ 4K) - Distributed Evolutionary Algorithms in Python. ❗️LGPL-3.0
• TensorFrames (🥉19 · ⭐ 770 · 💀) - [DEPRECATED] Tensorflow wrapper for DataFrames on Apache.. Apache-2
• LazyCluster (🥉12 · ⭐ 31) - Distributed machine learning made simple. Apache-2

Hyperparameter Optimization & AutoML

Libraries for hyperparameter optimization, automl and neural architecture search.

Hyperopt (🥇31 · ⭐ 5.3K) - Distributed Asynchronous Hyperparameter Optimization in Python. BSD-3

• GitHub (👨‍💻 84 · 🔀 840 · 📦 2.4K · 📋 540 - 59% open · ⏱️ 24.12.2020):

  git clone https://github.com/hyperopt/hyperopt

• PyPi (📥 470K / month · 📦 500 · ⏱️ 07.10.2020):

  pip install hyperopt

• Conda (📥 150K · ⏱️ 14.10.2020):

  conda install -c conda-forge hyperopt

Optuna (🥇31 · ⭐ 3.8K) - A hyperparameter optimization framework. MIT

• GitHub (👨‍💻 120 · 🔀 430 · 📦 810 · 📋 610 - 26% open · ⏱️ 25.12.2020):

  git clone https://github.com/optuna/optuna

• PyPi (📥 170K / month · 📦 52 · ⏱️ 04.11.2020):

  pip install optuna

• Conda (📥 16K · ⏱️ 11.11.2020):

  conda install -c conda-forge optuna

scikit-optimize (🥇31 · ⭐ 2K) - Sequential model-based optimization with a `scipy.optimize`.. BSD-3

• GitHub (👨‍💻 67 · 🔀 370 · 📦 1.3K · 📋 510 - 31% open · ⏱️ 29.09.2020):

  git clone https://github.com/scikit-optimize/scikit-optimize

• PyPi (📥 500K / month · 📦 160 · ⏱️ 04.09.2020):

  pip install scikit-optimize

• Conda (📥 180K · ⏱️ 04.09.2020):

  conda install -c conda-forge scikit-optimize

Keras Tuner (🥇29 · ⭐ 2.2K) - Hyperparameter tuning for humans. Apache-2

• GitHub (👨‍💻 28 · 🔀 250 · 📦 330 · 📋 280 - 52% open · ⏱️ 09.12.2020):

  git clone https://github.com/keras-team/keras-tuner

• PyPi (📥 830K / month · 📦 2 · ⏱️ 20.11.2020):

  pip install keras-tuner

featuretools (🥈28 · ⭐ 5.3K) - An open source python library for automated feature engineering. BSD-3

• GitHub (👨‍💻 49 · 🔀 680 · 📦 630 · 📋 490 - 21% open · ⏱️ 21.12.2020):

  git clone https://github.com/alteryx/featuretools

• PyPi (📥 66K / month · 📦 70 · ⏱️ 30.11.2020):

  pip install featuretools

• Conda (📥 42K · ⏱️ 30.11.2020):

  conda install -c conda-forge featuretools

AutoKeras (🥈27 · ⭐ 7.7K) - AutoML library for deep learning. Apache-2

• GitHub (👨‍💻 120 · 🔀 1.2K · 📦 140 · 📋 710 - 8% open · ⏱️ 11.12.2020):

  git clone https://github.com/keras-team/autokeras

• PyPi (📥 6.3K / month · 📦 7 · ⏱️ 30.11.2020):

  pip install autokeras

NNI (🥈26 · ⭐ 8.6K) - An open source AutoML toolkit for automate machine learning lifecycle,.. MIT

• GitHub (👨‍💻 110 · 🔀 1.1K · 📦 76 · 📋 1.1K - 21% open · ⏱️ 21.12.2020):

  git clone https://github.com/microsoft/nni

• PyPi (📥 2.1K / month · 📦 8 · ⏱️ 22.10.2020):

  pip install nni

Bayesian Optimization (🥈26 · ⭐ 4.7K) - A Python implementation of global optimization with.. MIT

• GitHub (👨‍💻 27 · 🔀 1K · 📥 44 · 📦 550 · 📋 200 - 20% open · ⏱️ 19.12.2020):

  git clone https://github.com/fmfn/BayesianOptimization

• PyPi (📥 58K / month · 📦 92 · ⏱️ 16.05.2020):

  pip install bayesian-optimization

BoTorch (🥈26 · ⭐ 1.8K) - Bayesian optimization in PyTorch. MIT

• GitHub (👨‍💻 49 · 🔀 170 · 📦 70 · 📋 150 - 27% open · ⏱️ 23.12.2020):

  git clone https://github.com/pytorch/botorch

• PyPi (📥 29K / month · ⏱️ 08.12.2020):

  pip install botorch

SMAC3 (🥈26 · ⭐ 540) - Sequential Model-based Algorithm Configuration. BSD-3

• GitHub (👨‍💻 30 · 🔀 150 · 📋 330 - 23% open · ⏱️ 29.10.2020):

  git clone https://github.com/automl/SMAC3

• PyPi (📥 10K / month · 📦 58 · ⏱️ 29.10.2020):

  pip install smac

auto-sklearn (🥈25 · ⭐ 5.1K) - Automated Machine Learning with scikit-learn. BSD-3

• GitHub (👨‍💻 63 · 🔀 960 · 📦 120 · 📋 670 - 17% open · ⏱️ 22.12.2020):

  git clone https://github.com/automl/auto-sklearn

• PyPi (📥 7K / month · 📦 15 · ⏱️ 22.12.2020):

  pip install auto-sklearn

AutoGluon (🥈25 · ⭐ 2.8K) - AutoGluon: AutoML for Text, Image, and Tabular Data. Apache-2

• GitHub (👨‍💻 50 · 🔀 370 · 📦 42 · 📋 360 - 40% open · ⏱️ 25.12.2020):

  git clone https://github.com/awslabs/autogluon

• PyPi (📥 12K / month · ⏱️ 26.12.2020):

  pip install autogluon

nevergrad (🥈25 · ⭐ 2.8K) - A Python toolbox for performing gradient-free optimization. MIT

• GitHub (👨‍💻 40 · 🔀 260 · 📦 110 · 📋 180 - 37% open · ⏱️ 25.12.2020):

  git clone https://github.com/facebookresearch/nevergrad

• PyPi (📥 7.1K / month · 📦 14 · ⏱️ 10.12.2020):

  pip install nevergrad

• Conda (📥 5.4K · ⏱️ 14.12.2020):

  conda install -c conda-forge nevergrad

Ax (🥈25 · ⭐ 1.4K) - Adaptive Experimentation Platform. MIT

• GitHub (👨‍💻 89 · 🔀 140 · 📦 110 · 📋 200 - 15% open · ⏱️ 24.12.2020):

  git clone https://github.com/facebook/Ax

• PyPi (📥 18K / month · 📦 4 · ⏱️ 08.12.2020):

  pip install ax-platform

Hyperas (🥈24 · ⭐ 2.1K · 📉) - Keras + Hyperopt: A very simple wrapper for convenient.. MIT

• GitHub (👨‍💻 21 · 🔀 300 · 📋 250 - 35% open · ⏱️ 22.12.2020):

  git clone https://github.com/maxpumperla/hyperas

• PyPi (📥 14K / month · 📦 21 · ⏱️ 28.02.2019):

  pip install hyperas

GPyOpt (🥈24 · ⭐ 700) - Gaussian Process Optimization using GPy. BSD-3

• GitHub (👨‍💻 49 · 🔀 210 · 📦 160 · 📋 290 - 34% open · ⏱️ 05.11.2020):

  git clone https://github.com/SheffieldML/GPyOpt

• PyPi (📥 5.2K / month · 📦 36 · ⏱️ 19.03.2020):

  pip install gpyopt

Orion (🥉23 · ⭐ 180) - Asynchronous Distributed Hyperparameter Optimization. BSD-3

• GitHub (👨‍💻 18 · 🔀 35 · 📦 39 · 📋 110 - 13% open · ⏱️ 23.12.2020):

  git clone https://github.com/Epistimio/orion

• PyPi (📥 1.1K / month · 📦 8 · ⏱️ 04.12.2020):

  pip install orion

AdaNet (🥉22 · ⭐ 3.2K) - Fast and flexible AutoML with learning guarantees. Apache-2

• GitHub (👨‍💻 26 · 🔀 490 · 📦 33 · 📋 110 - 57% open · ⏱️ 09.07.2020):

  git clone https://github.com/tensorflow/adanet

• PyPi (📥 690 / month · 📦 2 · ⏱️ 09.07.2020):

  pip install adanet

Talos (🥉22 · ⭐ 1.3K) - Hyperparameter Optimization for TensorFlow, Keras and PyTorch. MIT

• GitHub (👨‍💻 19 · 🔀 220 · 📦 100 · 📋 380 - 10% open · ⏱️ 21.11.2020):

  git clone https://github.com/autonomio/talos

• PyPi (📥 1.1K / month · 📦 6 · ⏱️ 09.11.2020):

  pip install talos

Neuraxle (🥉21 · ⭐ 340 · ➕) - A Sklearn-like Framework for Hyperparameter Tuning and AutoML.. Apache-2

• GitHub (👨‍💻 7 · 🔀 39 · 📦 17 · 📋 240 - 48% open · ⏱️ 09.12.2020):

  git clone https://github.com/Neuraxio/Neuraxle

• PyPi (📥 450 / month · ⏱️ 20.09.2020):

  pip install neuraxle

mljar-supervised (🥉20 · ⭐ 600 · ➕) - Automates Machine Learning Pipeline with Feature.. MIT

• GitHub (👨‍💻 7 · 🔀 92 · 📦 8 · 📋 250 - 19% open · ⏱️ 17.12.2020):

  git clone https://github.com/mljar/mljar-supervised

• PyPi (📥 1.2K / month · ⏱️ 17.12.2020):

  pip install mljar-supervised

Test Tube (🥉18 · ⭐ 640 · 💤) - Python library to easily log experiments and parallelize.. MIT

• GitHub (👨‍💻 16 · 🔀 59 · 📥 7 · 📋 43 - 51% open · ⏱️ 17.03.2020):

  git clone https://github.com/williamFalcon/test-tube

• PyPi (📥 7.7K / month · 📦 5 · ⏱️ 12.12.2018):

  pip install test_tube

Dragonfly (🥉18 · ⭐ 550) - An open source python library for scalable Bayesian optimisation. MIT

• GitHub (👨‍💻 12 · 🔀 72 · 📋 38 - 55% open · ⏱️ 03.07.2020):

  git clone https://github.com/dragonfly/dragonfly

• PyPi (📥 3.9K / month · 📦 2 · ⏱️ 03.07.2020):

  pip install dragonfly-opt

HyperparameterHunter (🥉16 · ⭐ 630) - Easy hyperparameter optimization and automatic result.. MIT

• GitHub (👨‍💻 3 · 🔀 77 · 📥 240 · 📋 120 - 30% open · ⏱️ 21.10.2020):

  git clone https://github.com/HunterMcGushion/hyperparameter_hunter

• PyPi (📥 95 / month · 📦 1 · ⏱️ 06.08.2019):

  pip install hyperparameter-hunter

AlphaPy (🥉16 · ⭐ 530) - Automated Machine Learning [AutoML] with Python, scikit-learn,.. Apache-2

• GitHub (👨‍💻 3 · 🔀 110 · 📦 2 · 📋 39 - 25% open · ⏱️ 06.09.2020):

  git clone https://github.com/ScottfreeLLC/AlphaPy

• PyPi (📥 110 / month · ⏱️ 25.08.2020):

  pip install alphapy

Auto Tune Models (🥉16 · ⭐ 500 · 💤) - Auto Tune Models - A multi-tenant, multi-data system for.. MIT

• GitHub (👨‍💻 16 · 🔀 120 · 📦 6 · 📋 88 - 19% open · ⏱️ 21.02.2020):

  git clone https://github.com/HDI-Project/ATM

• PyPi (📥 100 / month · ⏱️ 24.06.2019):

  pip install atm

Parfit (🥉15 · ⭐ 200 · 💤) - A package for parallelizing the fit and flexibly scoring of.. MIT

• GitHub (👨‍💻 2 · 🔀 26 · 📦 6 · 📋 10 - 50% open · ⏱️ 04.04.2020):

  git clone https://github.com/jmcarpenter2/parfit

• PyPi (📥 4.1K / month · ⏱️ 11.10.2018):

  pip install parfit

ENAS (🥉14 · ⭐ 2.4K) - PyTorch implementation of Efficient Neural Architecture Search via.. Apache-2

• GitHub (👨‍💻 6 · 🔀 440 · 📋 44 - 84% open · ⏱️ 16.06.2020):

  git clone https://github.com/carpedm20/ENAS-pytorch

Devol (🥉11 · ⭐ 920) - Genetic neural architecture search with Keras. MIT

• GitHub (👨‍💻 18 · 🔀 110 · 📋 27 - 25% open · ⏱️ 05.07.2020):

  git clone https://github.com/joeddav/devol

Show 11 hidden projects...

• TPOT (🥈28 · ⭐ 7.7K) - A Python Automated Machine Learning tool that optimizes machine.. ❗️LGPL-3.0
• MLBox (🥉23 · ⭐ 1.2K) - MLBox is a powerful Automated Machine Learning python library. ❗️BSD-1-Clause
• auto_ml (🥉20 · ⭐ 1.5K · 💀) - [UNMAINTAINED] Automated machine learning for analytics & production. MIT
• HpBandSter (🥉19 · ⭐ 430 · 💀) - a distributed Hyperband implementation on Steroids. BSD-3
• Sherpa (🥉19 · ⭐ 280) - Hyperparameter optimization that enables researchers to experiment,.. ❗️GPL-3.0
• Advisor (🥉17 · ⭐ 1.3K · 💀) - Open-source implementation of Google Vizier for hyper.. Apache-2
• automl-gs (🥉16 · ⭐ 1.7K · 💀) - Provide an input CSV and a target field to predict, generate a.. MIT
• Xcessiv (🥉16 · ⭐ 1.3K · 💀) - A web-based application for quick, scalable, and automated.. Apache-2
• Hypermax (🥉14 · ⭐ 94) - Better, faster hyper-parameter optimization. BSD-3
• Auptimizer (🥉13 · ⭐ 150) - An automatic ML model optimization tool. ❗️GPL-3.0
• Hypertunity (🥉11 · ⭐ 120 · 💤) - A toolset for black-box hyperparameter optimisation. Apache-2

Reinforcement Learning

Libraries for building and evaluating reinforcement learning & agent-based systems.

OpenAI Gym (🥇35 · ⭐ 23K) - A toolkit for developing and comparing reinforcement learning.. MIT

• GitHub (👨‍💻 270 · 🔀 6.6K · 📦 17K · 📋 1.3K - 17% open · ⏱️ 18.12.2020):

  git clone https://github.com/openai/gym

• PyPi (📥 320K / month · 📦 3.6K · ⏱️ 19.12.2020):

  pip install gym

Dopamine (🥇27 · ⭐ 9.2K) - Dopamine is a research framework for fast prototyping of.. Apache-2

• GitHub (👨‍💻 13 · 🔀 1.2K · 📋 140 - 51% open · ⏱️ 24.11.2020):

  git clone https://github.com/google/dopamine

• PyPi (📥 66K / month · 📦 31 · ⏱️ 16.10.2020):

  pip install dopamine-rl

TF-Agents (🥇27 · ⭐ 1.7K) - TF-Agents is a library for Reinforcement Learning in.. Apache-2

• GitHub (👨‍💻 84 · 🔀 440 · 📦 330 · 📋 400 - 24% open · ⏱️ 21.12.2020):

  git clone https://github.com/tensorflow/agents

• PyPi (📥 6.9K / month · 📦 6 · ⏱️ 15.12.2020):

  pip install tf-agents

TensorLayer (🥈26 · ⭐ 6.4K) - Deep Learning and Reinforcement Learning Library for.. Apache-2

• GitHub (👨‍💻 130 · 🔀 1.4K · 📥 1.2K · 📋 450 - 10% open · ⏱️ 29.10.2020):

  git clone https://github.com/tensorlayer/tensorlayer

• PyPi (📥 2.7K / month · 📦 68 · ⏱️ 19.06.2020):

  pip install tensorlayer

Stable Baselines (🥈25 · ⭐ 2.7K) - A fork of OpenAI Baselines, implementations of reinforcement.. MIT

• GitHub (👨‍💻 110 · 🔀 540 · 📋 820 - 14% open · ⏱️ 23.12.2020):

  git clone https://github.com/hill-a/stable-baselines

• PyPi (📥 8.9K / month · 📦 25 · ⏱️ 05.08.2020):

  pip install stable-baselines

ViZDoom (🥈25 · ⭐ 1.1K) - Doom-based AI Research Platform for Reinforcement Learning from Raw.. MIT

• GitHub (👨‍💻 43 · 🔀 280 · 📥 10K · 📦 96 · 📋 410 - 21% open · ⏱️ 16.12.2020):

  git clone https://github.com/mwydmuch/ViZDoom

• PyPi (📥 390 / month · 📦 12 · ⏱️ 29.10.2020):

  pip install vizdoom

TensorForce (🥉24 · ⭐ 2.8K) - Tensorforce: a TensorFlow library for applied.. Apache-2

• GitHub (👨‍💻 76 · 🔀 470 · 📋 540 - 1% open · ⏱️ 22.12.2020):

  git clone https://github.com/tensorforce/tensorforce

• PyPi (📥 920 / month · 📦 23 · ⏱️ 07.09.2019):

  pip install tensorforce

Acme (🥉23 · ⭐ 1.8K) - A library of reinforcement learning components and agents. Apache-2

• GitHub (👨‍💻 29 · 🔀 170 · 📦 16 · 📋 80 - 46% open · ⏱️ 17.12.2020):

  git clone https://github.com/deepmind/acme

• PyPi (📥 600 / month · ⏱️ 24.07.2020):

  pip install dm-acme

garage (🥉23 · ⭐ 990) - A toolkit for reproducible reinforcement learning research. MIT

• GitHub (👨‍💻 73 · 🔀 180 · 📦 13 · 📋 950 - 19% open · ⏱️ 23.12.2020):

  git clone https://github.com/rlworkgroup/garage

• PyPi (📥 260 / month · ⏱️ 02.10.2020):

  pip install garage

ChainerRL (🥉23 · ⭐ 920) - ChainerRL is a deep reinforcement learning library built on top of.. MIT

• GitHub (👨‍💻 29 · 🔀 210 · 📦 88 · 📋 220 - 33% open · ⏱️ 09.12.2020):

  git clone https://github.com/chainer/chainerrl

• PyPi (📥 870 / month · 📦 14 · ⏱️ 14.02.2020):

  pip install chainerrl

TRFL (🥉20 · ⭐ 3.1K · 💤) - TensorFlow Reinforcement Learning. Apache-2

• GitHub (👨‍💻 12 · 🔀 360 · 📦 36 · 📋 20 - 20% open · ⏱️ 20.04.2020):

  git clone https://github.com/deepmind/trfl

• PyPi (📥 690 / month · 📦 2 · ⏱️ 20.04.2020):

  pip install trfl

Coach (🥉19 · ⭐ 1.9K) - Reinforcement Learning Coach by Intel AI Lab enables easy.. Apache-2

• GitHub (👨‍💻 34 · 🔀 370 · 📋 260 - 30% open · ⏱️ 15.12.2020):

  git clone https://github.com/IntelLabs/coach

• PyPi (📥 140 / month · 📦 1 · ⏱️ 10.10.2019):

  pip install rl_coach

PARL (🥉19 · ⭐ 1.7K) - A high-performance distributed training framework for.. Apache-2

• GitHub (👨‍💻 20 · 🔀 400 · 📦 65 · 📋 190 - 24% open · ⏱️ 25.12.2020):

  git clone https://github.com/PaddlePaddle/PARL

• PyPi (📥 470 / month · ⏱️ 20.12.2020):

  pip install parl

PFRL (🥉19 · ⭐ 460 · 🐣) - PFRL: a PyTorch-based deep reinforcement learning library. MIT

• GitHub (👨‍💻 10 · 🔀 56 · 📦 4 · 📋 41 - 53% open · ⏱️ 17.12.2020):

  git clone https://github.com/pfnet/pfrl

• PyPi (📥 610 / month · ⏱️ 17.12.2020):

  pip install pfrl

ReAgent (🥉16 · ⭐ 2.7K) - A platform for Reasoning systems (Reinforcement Learning,.. BSD-3

• GitHub (👨‍💻 82 · 🔀 370 · 📋 93 - 21% open · ⏱️ 25.12.2020):

  git clone https://github.com/facebookresearch/ReAgent

RLax (🥉16 · ⭐ 520) - A library of reinforcement learning building blocks in JAX. Apache-2 jax

• GitHub (👨‍💻 10 · 🔀 36 · 📦 9 · 📋 6 - 50% open · ⏱️ 04.12.2020):

  git clone https://github.com/deepmind/rlax

• PyPi (📥 130 / month · ⏱️ 19.02.2020):

  pip install rlax

Show 2 hidden projects...

• keras-rl (🥈26 · ⭐ 4.9K · 💀) - Deep Reinforcement Learning for Keras. MIT
• DeepMind Lab (🥉17 · ⭐ 6.4K) - A customisable 3D platform for agent-based AI research. ❗️GPL-2.0

Recommender Systems

Libraries for building and evaluating recommendation systems.

scikit-surprise (🥇28 · ⭐ 4.6K) - A Python scikit for building and analyzing recommender.. BSD-3

• GitHub (👨‍💻 38 · 🔀 810 · 📦 840 · 📋 320 - 10% open · ⏱️ 05.08.2020):

  git clone https://github.com/NicolasHug/Surprise

• PyPi (📥 41K / month · 📦 24 · ⏱️ 19.07.2020):

  pip install scikit-surprise

• Conda (📥 150K · ⏱️ 13.10.2020):

  conda install -c conda-forge scikit-surprise

implicit (🥇28 · ⭐ 2.2K) - Fast Python Collaborative Filtering for Implicit Feedback Datasets. MIT

• GitHub (👨‍💻 28 · 🔀 450 · 📦 330 · 📋 330 - 22% open · ⏱️ 15.11.2020):

  git clone https://github.com/benfred/implicit

• PyPi (📥 94K / month · 📦 22 · ⏱️ 15.09.2020):

  pip install implicit

• Conda (📥 170K · ⏱️ 24.11.2020):

  conda install -c conda-forge implicit

lightfm (🥈27 · ⭐ 3.4K) - A Python implementation of LightFM, a hybrid recommendation.. Apache-2

• GitHub (👨‍💻 42 · 🔀 560 · 📦 370 · 📋 400 - 31% open · ⏱️ 27.11.2020):

  git clone https://github.com/lyst/lightfm

• PyPi (📥 97K / month · 📦 28 · ⏱️ 27.11.2020):

  pip install lightfm

• Conda (📥 71K · ⏱️ 07.12.2020):

  conda install -c conda-forge lightfm

Recommenders (🥈21 · ⭐ 8.9K) - Best Practices on Recommendation Systems. MIT

• GitHub (👨‍💻 86 · 🔀 1.5K · 📦 1 · 📋 530 - 19% open · ⏱️ 27.11.2020):

  git clone https://github.com/microsoft/recommenders

TF Ranking (🥈21 · ⭐ 2K) - Learning to Rank in TensorFlow. Apache-2

• GitHub (👨‍💻 17 · 🔀 350 · 📋 220 - 10% open · ⏱️ 19.08.2020):

  git clone https://github.com/tensorflow/ranking

• PyPi (📥 21K / month · 📦 1 · ⏱️ 19.08.2020):

  pip install tensorflow_ranking

tensorrec (🥈21 · ⭐ 1.1K · 💤) - A TensorFlow recommendation algorithm and framework in.. Apache-2

• GitHub (👨‍💻 8 · 🔀 200 · 📦 22 · 📋 120 - 26% open · ⏱️ 04.02.2020):

  git clone https://github.com/jfkirk/tensorrec

• PyPi (📥 1.1K / month · 📦 1 · ⏱️ 02.04.2019):

  pip install tensorrec

RecBole (🥉20 · ⭐ 650 · 🐣) - A unified, comprehensive and efficient recommendation library. MIT

• GitHub (👨‍💻 21 · 🔀 86 · 📋 42 - 40% open · ⏱️ 24.12.2020):

  git clone https://github.com/RUCAIBox/RecBole

• PyPi (📥 140 / month · ⏱️ 06.12.2020):

  pip install recbole

• Conda (📥 140 · ⏱️ 06.12.2020):

  conda install -c aibox recbole

recmetrics (🥉20 · ⭐ 220) - A library of metrics for evaluating recommender systems. MIT

• GitHub (👨‍💻 12 · 🔀 52 · 📦 16 · 📋 14 - 50% open · ⏱️ 03.12.2020):

  git clone https://github.com/statisticianinstilettos/recmetrics

• PyPi (📥 1.1K / month · ⏱️ 10.02.2019):

  pip install recmetrics

TF Recommenders (🥉19 · ⭐ 660 · 🐣) - TensorFlow Recommenders is a library for building.. Apache-2

• GitHub (👨‍💻 16 · 🔀 65 · 📦 10 · 📋 64 - 37% open · ⏱️ 22.12.2020):

  git clone https://github.com/tensorflow/recommenders

• PyPi (📥 3.1K / month · ⏱️ 22.12.2020):

  pip install tensorflow-recommenders

Spotlight (🥉18 · ⭐ 2.4K · 💤) - Deep recommender models using PyTorch. MIT

• GitHub (👨‍💻 11 · 🔀 370 · 📋 110 - 57% open · ⏱️ 09.02.2020):

  git clone https://github.com/maciejkula/spotlight

• Conda (📥 5.9K · ⏱️ 27.05.2018):

  conda install -c maciejkula spotlight

Case Recommender (🥉17 · ⭐ 300 · 💤) - Case Recommender: A Flexible and Extensible Python.. MIT

• GitHub (👨‍💻 10 · 🔀 66 · 📦 5 · 📋 22 - 27% open · ⏱️ 26.05.2020):

  git clone https://github.com/caserec/CaseRecommender

• PyPi (📥 190 / month · ⏱️ 20.08.2019):

  pip install caserecommender

OpenRec (🥉16 · ⭐ 350 · 💤) - OpenRec is an open-source and modular library for neural.. Apache-2

• GitHub (👨‍💻 10 · 🔀 79 · 📦 1 · 📋 16 - 25% open · ⏱️ 19.02.2020):

  git clone https://github.com/ylongqi/openrec

• PyPi (📥 63 / month · 📦 1 · ⏱️ 11.09.2019):

  pip install openrec

Privacy Machine Learning

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

PySyft (🥇26 · ⭐ 6.7K) - A library for answering questions using data you cannot see. MIT

• GitHub (👨‍💻 330 · 🔀 1.5K · 📋 2.6K - 6% open · ⏱️ 24.12.2020):

  git clone https://github.com/OpenMined/PySyft

• PyPi (📥 2.3K / month · 📦 3 · ⏱️ 14.09.2020):

  pip install syft

TensorFlow Privacy (🥈21 · ⭐ 1.3K) - Library for training machine learning models with privacy.. Apache-2

• GitHub (👨‍💻 33 · 🔀 260 · 📥 41 · 📋 110 - 34% open · ⏱️ 23.12.2020):

  git clone https://github.com/tensorflow/privacy

• PyPi (📥 4.4K / month · 📦 1 · ⏱️ 03.09.2020):

  pip install tensorflow-privacy

TFEncrypted (🥈21 · ⭐ 800) - A Framework for Encrypted Machine Learning in TensorFlow. Apache-2

• GitHub (👨‍💻 28 · 🔀 130 · 📦 46 · 📋 390 - 41% open · ⏱️ 19.08.2020):

  git clone https://github.com/tf-encrypted/tf-encrypted

• PyPi (📥 530 / month · 📦 8 · ⏱️ 21.10.2019):

  pip install tf-encrypted

FATE (🥉20 · ⭐ 2.6K) - An Industrial Grade Federated Learning Framework. Apache-2

• GitHub (👨‍💻 50 · 🔀 760 · 📋 770 - 32% open · ⏱️ 22.12.2020):

  git clone https://github.com/FederatedAI/FATE

Opacus (🥉20 · ⭐ 690) - Training PyTorch models with differential privacy. Apache-2

• GitHub (👨‍💻 23 · 🔀 87 · 📥 28 · 📦 9 · 📋 53 - 13% open · ⏱️ 22.12.2020):

  git clone https://github.com/pytorch/opacus

• PyPi (📥 690 / month · ⏱️ 17.12.2020):

  pip install opacus

CrypTen (🥉17 · ⭐ 680) - A framework for Privacy Preserving Machine Learning. MIT

• GitHub (👨‍💻 23 · 🔀 87 · 📦 5 · 📋 46 - 32% open · ⏱️ 23.12.2020):

  git clone https://github.com/facebookresearch/CrypTen

• PyPi (📥 190 / month · ⏱️ 05.02.2020):

  pip install crypten

Workflow & Experiment Tracking

Libraries to organize, track, and visualize machine learning experiments.

Tensorboard (🥇36 · ⭐ 5.1K) - TensorFlow's Visualization Toolkit. Apache-2

• GitHub (👨‍💻 250 · 🔀 1.3K · 📦 49K · 📋 1.4K - 37% open · ⏱️ 24.12.2020):

  git clone https://github.com/tensorflow/tensorboard

• PyPi (📥 5.3M / month · 📦 3.6K · ⏱️ 12.11.2020):

  pip install tensorboard

• Conda (📥 1.5M · ⏱️ 12.11.2020):

  conda install -c conda-forge tensorboard

mlflow (🥇33 · ⭐ 8.1K) - Open source platform for the machine learning lifecycle. Apache-2

• GitHub (👨‍💻 270 · 🔀 1.8K · 📦 1.7K · 📋 1.7K - 39% open · ⏱️ 25.12.2020):

  git clone https://github.com/mlflow/mlflow

• PyPi (📥 2.6M / month · 📦 150 · ⏱️ 25.12.2020):

  pip install mlflow

• Conda (📥 190K · ⏱️ 16.12.2020):

  conda install -c conda-forge mlflow

DVC (🥇30 · ⭐ 7K) - Data Version Control | Git for Data & Models. Apache-2

• GitHub (👨‍💻 200 · 🔀 660 · 📥 16K · 📦 510 · 📋 2.6K - 18% open · ⏱️ 25.12.2020):

  git clone https://github.com/iterative/dvc

• PyPi (📥 59K / month · 📦 46 · ⏱️ 23.12.2020):

  pip install dvc

• Conda (📥 430K · ⏱️ 23.12.2020):

  conda install -c conda-forge dvc

SageMaker SDK (🥇30 · ⭐ 1.3K) - A library for training and deploying machine learning.. Apache-2

• GitHub (👨‍💻 160 · 🔀 550 · 📦 540 · 📋 710 - 27% open · ⏱️ 24.12.2020):

  git clone https://github.com/aws/sagemaker-python-sdk

• PyPi (📥 420K / month · 📦 28 · ⏱️ 23.12.2020):

  pip install sagemaker

tensorboardX (🥈29 · ⭐ 6.7K) - tensorboard for pytorch (and chainer, mxnet, numpy, ...). MIT

• GitHub (👨‍💻 64 · 🔀 770 · 📥 290 · 📦 9.5K · 📋 410 - 17% open · ⏱️ 05.07.2020):

  git clone https://github.com/lanpa/tensorboardX

• PyPi (📥 280K / month · 📦 1.3K · ⏱️ 31.12.2019):

  pip install tensorboardX

• Conda (📥 250K · ⏱️ 06.07.2020):

  conda install -c conda-forge tensorboardx

kaggle (🥈29 · ⭐ 3.7K) - Official Kaggle API. Apache-2

• GitHub (👨‍💻 35 · 🔀 760 · 📦 4.1K · 📋 270 - 60% open · ⏱️ 30.11.2020):

  git clone https://github.com/Kaggle/kaggle-api

• PyPi (📥 240K / month · 📦 560 · ⏱️ 30.11.2020):

  pip install kaggle

• Conda (📥 39K · ⏱️ 30.11.2020):

  conda install -c conda-forge kaggle

sacred (🥈29 · ⭐ 3.2K) - Sacred is a tool to help you configure, organize, log and reproduce.. MIT

• GitHub (👨‍💻 90 · 🔀 310 · 📦 750 · 📋 480 - 19% open · ⏱️ 15.12.2020):

  git clone https://github.com/IDSIA/sacred

• PyPi (📥 14K / month · 📦 150 · ⏱️ 14.12.2020):

  pip install sacred

snakemake (🥈29 · ⭐ 780) - This is the development home of the workflow management system.. MIT

• GitHub (👨‍💻 190 · 🔀 180 · 📦 710 · 📋 510 - 60% open · ⏱️ 21.12.2020):

  git clone https://github.com/snakemake/snakemake

• PyPi (📥 10K / month · 📦 290 · ⏱️ 21.12.2020):

  pip install snakemake

• Conda (📥 260K · ⏱️ 22.12.2020):

  conda install -c bioconda snakemake

PyCaret (🥈28 · ⭐ 2.7K) - An open-source, low-code machine learning library in Python. MIT

• GitHub (👨‍💻 38 · 🔀 570 · 📥 340 · 📦 550 · 📋 660 - 22% open · ⏱️ 22.12.2020):

  git clone https://github.com/pycaret/pycaret

• PyPi (📥 27K / month · ⏱️ 22.12.2020):

  pip install pycaret

AzureML SDK (🥈28 · ⭐ 2K) - Python notebooks with ML and deep learning examples with Azure.. MIT

• GitHub (👨‍💻 52 · 🔀 1.5K · 📥 380 · 📋 900 - 5% open · ⏱️ 12.12.2020):

  git clone https://github.com/Azure/MachineLearningNotebooks

• PyPi (📥 290K / month · 📦 60 · ⏱️ 07.12.2020):

  pip install azureml-sdk

Catalyst (🥈27 · ⭐ 2.3K · 📉) - Accelerated deep learning R&D. Apache-2

• GitHub (👨‍💻 80 · 🔀 260 · 📦 250 · 📋 280 - 9% open · ⏱️ 25.12.2020):

  git clone https://github.com/catalyst-team/catalyst

• PyPi (📥 9.2K / month · 📦 38 · ⏱️ 20.12.2020):

  pip install catalyst

Metaflow (🥈26 · ⭐ 3.9K) - Build and manage real-life data science projects with ease. Apache-2

• GitHub (👨‍💻 28 · 🔀 310 · 📦 98 · 📋 240 - 44% open · ⏱️ 01.12.2020):

  git clone https://github.com/Netflix/metaflow

• PyPi (📥 39K / month · 📦 1 · ⏱️ 29.10.2020):

  pip install metaflow

• Conda (📥 9.7K · ⏱️ 12.11.2020):

  conda install -c conda-forge metaflow

TRAINS (🥉25 · ⭐ 2K · 📉) - ClearML - Auto-Magical Suite of tools to streamline your ML.. Apache-2

• GitHub (👨‍💻 24 · 🔀 240 · 📥 250 · 📦 3 · 📋 230 - 35% open · ⏱️ 25.12.2020):

  git clone https://github.com/allegroai/trains

• PyPi (📥 160K / month · ⏱️ 10.12.2020):

  pip install trains

• Dockerhub (📥 30K · ⏱️ 05.10.2020):

  docker pull allegroai/trains

ml-metadata (🥉25 · ⭐ 210 · ➕) - For recording and retrieving metadata associated with ML.. Apache-2

• GitHub (👨‍💻 11 · 🔀 56 · 📥 1.2K · 📦 60 · 📋 52 - 30% open · ⏱️ 16.12.2020):

  git clone https://github.com/google/ml-metadata

• PyPi (📥 640K / month · ⏱️ 15.12.2020):

  pip install ml-metadata

TNT (🥉24 · ⭐ 1.3K · 💤) - Simple tools for logging and visualizing, loading and training. BSD-3

• GitHub (👨‍💻 34 · 🔀 180 · 📦 500 · 📋 64 - 46% open · ⏱️ 15.01.2020):

  git clone https://github.com/pytorch/tnt

• PyPi (📥 8.3K / month · 📦 50 · ⏱️ 29.07.2018):

  pip install torchnet

VisualDL (🥉23 · ⭐ 3.2K) - Deep Learning Visualization Toolkit. Apache-2

• GitHub (👨‍💻 26 · 🔀 430 · 📥 57 · 📦 120 · 📋 330 - 6% open · ⏱️ 24.12.2020):

  git clone https://github.com/PaddlePaddle/VisualDL

• PyPi (📥 4.2K / month · 📦 5 · ⏱️ 26.11.2020):

  pip install visualdl

TensorWatch (🥉22 · ⭐ 3K) - Debugging, monitoring and visualization for Python Machine Learning.. MIT

• GitHub (👨‍💻 11 · 🔀 310 · 📦 42 · 📋 62 - 77% open · ⏱️ 16.09.2020):

  git clone https://github.com/microsoft/tensorwatch

• PyPi (📥 1.4K / month · 📦 6 · ⏱️ 04.03.2020):

  pip install tensorwatch

Guild AI (🥉22 · ⭐ 510) - Experiment tracking, ML developer tools. Apache-2

• GitHub (👨‍💻 16 · 🔀 44 · 📦 25 · 📋 240 - 39% open · ⏱️ 16.12.2020):

  git clone https://github.com/guildai/guildai

• PyPi (📥 5K / month · ⏱️ 17.12.2020):

  pip install guildai

knockknock (🥉21 · ⭐ 1.9K · 💤) - Knock Knock: Get notified when your training ends with only two.. MIT

• GitHub (👨‍💻 18 · 🔀 150 · 📦 120 · 📋 33 - 36% open · ⏱️ 16.03.2020):

  git clone https://github.com/huggingface/knockknock

• PyPi (📥 1.2K / month · 📦 3 · ⏱️ 16.03.2020):

  pip install knockknock

• Conda (📥 5.2K · ⏱️ 17.03.2020):

  conda install -c conda-forge knockknock

Studio.ml (🥉21 · ⭐ 370) - Studio: Simplify and expedite model building process. Apache-2

• GitHub (👨‍💻 21 · 🔀 47 · 📦 2 · 📋 240 - 23% open · ⏱️ 17.12.2020):

  git clone https://github.com/studioml/studio

• PyPi (📥 1.3K / month · ⏱️ 17.12.2020):

  pip install studioml

gokart (🥉21 · ⭐ 150 · ➕) - A wrapper of the data pipeline library luigi. MIT

• GitHub (👨‍💻 24 · 🔀 30 · 📦 28 · 📋 27 - 33% open · ⏱️ 21.12.2020):

  git clone https://github.com/m3dev/gokart

• PyPi (📥 870 / month · 📦 2 · ⏱️ 25.02.2020):

  pip install gokart

Labml (🥉20 · ⭐ 320) - Monitor PyTorch & TensorFlow model training on mobile phones. MIT

• GitHub (👨‍💻 5 · 🔀 27 · 📦 20 · ⏱️ 26.12.2020):

  git clone https://github.com/lab-ml/labml

• PyPi (📥 1K / month · ⏱️ 22.12.2020):

  pip install labml

MXBoard (🥉19 · ⭐ 330 · 💤) - Logging MXNet data for visualization in TensorBoard. Apache-2

• GitHub (👨‍💻 9 · 🔀 46 · 📦 90 · 📋 31 - 51% open · ⏱️ 24.01.2020):

  git clone https://github.com/awslabs/mxboard

• PyPi (📥 2.7K / month · 📦 1 · ⏱️ 22.05.2018):

  pip install mxboard

Show 6 hidden projects...

• TensorBoard Logger (🥉21 · ⭐ 610 · 💀) - Log TensorBoard events without touching TensorFlow. MIT
• SKLL (🥉17 · ⭐ 520) - SciKit-Learn Laboratory (SKLL) makes it easy to run machine.. ❗️BSD-1-Clause
• datmo (🥉17 · ⭐ 330 · 💀) - Open source production model management tool for data scientists. MIT
• steppy (🥉15 · ⭐ 120 · 💀) - Lightweight, Python library for fast and reproducible experimentation. MIT
• ModelChimp (🥉14 · ⭐ 120 · 💤) - Experiment tracking for machine and deep learning projects. BSD-2
• traintool (🥉10 · ⭐ 8 · 🐣) - Train off-the-shelf machine learning models in one line of.. Apache-2

Model Serialization & Conversion

Libraries to serialize models to files, convert between a variety of model formats, and optimize models for deployment.

onnx (🥇33 · ⭐ 9.5K) - Open standard for machine learning interoperability. MIT

• GitHub (👨‍💻 190 · 🔀 1.7K · 📥 9.4K · 📦 2.3K · 📋 1.4K - 35% open · ⏱️ 20.12.2020):

  git clone https://github.com/onnx/onnx

• PyPi (📥 330K / month · 📦 300 · ⏱️ 06.11.2020):

  pip install onnx

• Conda (📥 180K · ⏱️ 10.11.2020):

  conda install -c conda-forge onnx

Core ML Tools (🥈26 · ⭐ 2K) - Core ML tools contain supporting tools for Core ML model.. BSD-3

• GitHub (👨‍💻 110 · 🔀 320 · 📥 2.2K · 📦 440 · 📋 590 - 48% open · ⏱️ 17.12.2020):

  git clone https://github.com/apple/coremltools

• PyPi (📥 39K / month · 📦 130 · ⏱️ 10.10.2020):

  pip install coremltools

mmdnn (🥈24 · ⭐ 5.1K) - MMdnn is a set of tools to help users inter-operate among different deep.. MIT

• GitHub (👨‍💻 85 · 🔀 920 · 📥 3.3K · 📦 47 · 📋 590 - 51% open · ⏱️ 14.08.2020):

  git clone https://github.com/Microsoft/MMdnn

• PyPi (📥 750 / month · 📦 3 · ⏱️ 24.07.2020):

  pip install mmdnn

TorchServe (🥈24 · ⭐ 1.5K) - Model Serving on PyTorch. Apache-2

• GitHub (👨‍💻 61 · 🔀 210 · 📥 140 · 📦 24 · 📋 520 - 25% open · ⏱️ 24.12.2020):

  git clone https://github.com/pytorch/serve

• PyPi (📥 1.5K / month · ⏱️ 17.12.2020):

  pip install torchserve

• Conda (📥 5.5K · ⏱️ 17.12.2020):

  conda install -c pytorch torchserve

• Dockerhub (📥 14K · ⭐ 3 · ⏱️ 18.12.2020):

  docker pull pytorch/torchserve

cortex (🥉21 · ⭐ 7.1K) - Run inference at scale. Apache-2

• GitHub (👨‍💻 18 · 🔀 540 · 📋 850 - 23% open · ⏱️ 25.12.2020):

  git clone https://github.com/cortexlabs/cortex

• PyPi (📥 800 / month · ⏱️ 23.12.2020):

  pip install cortex

Hummingbird (🥉19 · ⭐ 1.9K) - Hummingbird compiles trained ML models into tensor computation for.. MIT

• GitHub (👨‍💻 17 · 🔀 140 · 📥 84 · 📦 12 · 📋 170 - 26% open · ⏱️ 23.12.2020):

  git clone https://github.com/microsoft/hummingbird

• PyPi (📥 700 / month · ⏱️ 30.10.2020):

  pip install hummingbird-ml

pytorch2keras (🥉18 · ⭐ 640 · 💤) - PyTorch to Keras model convertor. MIT

• GitHub (👨‍💻 11 · 🔀 110 · 📦 16 · 📋 100 - 37% open · ⏱️ 14.05.2020):

  git clone https://github.com/nerox8664/pytorch2keras

• PyPi (📥 580 / month · 📦 1 · ⏱️ 14.05.2020):

  pip install pytorch2keras

sklearn-porter (🥉17 · ⭐ 940 · 💤) - Transpile trained scikit-learn estimators to C, Java,.. MIT

• GitHub (👨‍💻 11 · 🔀 120 · 📋 63 - 53% open · ⏱️ 18.12.2019):

  git clone https://github.com/nok/sklearn-porter

• PyPi (📥 520 / month · 📦 1 · ⏱️ 18.12.2019):

  pip install sklearn-porter

Show 1 hidden projects...

• Larq Compute Engine (🥉16 · ⭐ 120) - Highly optimized inference engine for Binarized Neural.. Apache-2

Model Interpretability

Libraries to visualize, explain, debug, evaluate, and interpret machine learning models.

shap (🥇33 · ⭐ 11K · 📈) - A game theoretic approach to explain the output of any machine learning.. MIT

• GitHub (👨‍💻 140 · 🔀 1.6K · 📦 1.8K · 📋 1.4K - 63% open · ⏱️ 24.12.2020):

  git clone https://github.com/slundberg/shap

• PyPi (📥 710K / month · 📦 140 · ⏱️ 04.11.2020):

  pip install shap

• Conda (📥 340K · ⏱️ 16.12.2020):

  conda install -c conda-forge shap

Lime (🥇29 · ⭐ 8.3K) - Lime: Explaining the predictions of any machine learning classifier. BSD-2

• GitHub (👨‍💻 56 · 🔀 1.3K · 📦 960 · 📋 480 - 9% open · ⏱️ 18.12.2020):

  git clone https://github.com/marcotcr/lime

• PyPi (📥 170K / month · 📦 130 · ⏱️ 03.04.2020):

  pip install lime

• Conda (📥 61K · ⏱️ 28.06.2020):

  conda install -c conda-forge lime

eli5 (🥇28 · ⭐ 2.2K · 💤) - A library for debugging/inspecting machine learning classifiers and.. MIT

• GitHub (👨‍💻 14 · 🔀 280 · 📦 800 · 📋 230 - 53% open · ⏱️ 22.01.2020):

  git clone https://github.com/TeamHG-Memex/eli5

• PyPi (📥 240K / month · 📦 96 · ⏱️ 29.08.2019):

  pip install eli5

• Conda (📥 85K · ⏱️ 15.06.2020):

  conda install -c conda-forge eli5

pyLDAvis (🥇28 · ⭐ 1.4K · 📈) - Python library for interactive topic model visualization... BSD-3

• GitHub (👨‍💻 31 · 🔀 290 · 📦 1.6K · 📋 150 - 61% open · ⏱️ 02.12.2020):

  git clone https://github.com/bmabey/pyLDAvis

• PyPi (📥 67K / month · 📦 99 · ⏱️ 05.06.2018):

  pip install pyldavis

• Conda (📥 21K · ⏱️ 22.06.2018):

  conda install -c conda-forge pyldavis

InterpretML (🥈27 · ⭐ 3.3K) - Fit interpretable models. Explain blackbox machine learning. MIT

• GitHub (👨‍💻 21 · 🔀 410 · 📦 58 · 📋 170 - 29% open · ⏱️ 21.12.2020):

  git clone https://github.com/interpretml/interpret

• PyPi (📥 12K / month · 📦 2 · ⏱️ 20.10.2020):

  pip install interpret

Model Analysis (🥈27 · ⭐ 1K) - Model analysis tools for TensorFlow. Apache-2

• GitHub (👨‍💻 33 · 🔀 200 · 📋 54 - 40% open · ⏱️ 23.12.2020):

  git clone https://github.com/tensorflow/model-analysis

• PyPi (📥 5.1M / month · 📦 10 · ⏱️ 16.12.2020):

  pip install tensorflow-model-analysis

yellowbrick (🥈26 · ⭐ 3K) - Visual analysis and diagnostic tools to facilitate machine.. Apache-2

• GitHub (👨‍💻 95 · 🔀 460 · 📋 590 - 14% open · ⏱️ 01.11.2020):

  git clone https://github.com/DistrictDataLabs/yellowbrick

• PyPi (📥 63K / month · 📦 62 · ⏱️ 09.10.2020):

  pip install yellowbrick

Captum (🥈26 · ⭐ 2K) - Model interpretability and understanding for PyTorch. BSD-3

• GitHub (👨‍💻 66 · 🔀 190 · 📦 94 · 📋 170 - 26% open · ⏱️ 23.12.2020):

  git clone https://github.com/pytorch/captum

• PyPi (📥 8.2K / month · ⏱️ 13.11.2020):

  pip install captum

Lucid (🥈24 · ⭐ 4K) - A collection of infrastructure and tools for research in neural.. Apache-2

• GitHub (👨‍💻 34 · 🔀 550 · 📦 370 · 📋 160 - 41% open · ⏱️ 24.11.2020):

  git clone https://github.com/tensorflow/lucid

• PyPi (📥 600 / month · 📦 6 · ⏱️ 20.12.2018):

  pip install lucid

DoWhy (🥈24 · ⭐ 2.5K) - DoWhy is a Python library for causal inference that supports explicit.. MIT

• GitHub (👨‍💻 37 · 🔀 350 · 📥 17 · 📦 23 · 📋 90 - 14% open · ⏱️ 24.12.2020):

  git clone https://github.com/Microsoft/dowhy

• PyPi (📥 7.9K / month · ⏱️ 12.12.2020):

  pip install dowhy

• Conda (📥 820 · ⏱️ 13.12.2020):

  conda install -c conda-forge dowhy

Fairness 360 (🥈24 · ⭐ 1.2K) - A comprehensive set of fairness metrics for datasets and.. Apache-2

• GitHub (👨‍💻 40 · 🔀 380 · 📦 60 · 📋 81 - 43% open · ⏱️ 28.10.2020):

  git clone https://github.com/Trusted-AI/AIF360

• PyPi (📥 3.2K / month · 📦 2 · ⏱️ 02.06.2020):

  pip install aif360

keras-vis (🥈23 · ⭐ 2.8K · 💤) - Neural network visualization toolkit for keras. MIT

• GitHub (👨‍💻 10 · 🔀 560 · 📦 630 · 📋 210 - 52% open · ⏱️ 20.04.2020):

  git clone https://github.com/raghakot/keras-vis

• PyPi (📥 2.6K / month · 📦 28 · ⏱️ 06.07.2017):

  pip install keras-vis

keract (🥈23 · ⭐ 840) - Activation Maps (Layers Outputs) and Gradients in Keras. MIT

• GitHub (👨‍💻 15 · 🔀 170 · 📦 63 · 📋 74 - 2% open · ⏱️ 22.12.2020):

  git clone https://github.com/philipperemy/keract

• PyPi (📥 1.4K / month · 📦 5 · ⏱️ 22.12.2020):

  pip install keract

Alibi (🥉22 · ⭐ 820) - Algorithms for monitoring and explaining machine learning models. Apache-2

• GitHub (👨‍💻 11 · 🔀 98 · 📦 53 · 📋 130 - 46% open · ⏱️ 02.12.2020):

  git clone https://github.com/SeldonIO/alibi

• PyPi (📥 3.1K / month · 📦 9 · ⏱️ 20.10.2020):

  pip install alibi

Explainability 360 (🥉22 · ⭐ 740) - Interpretability and explainability of data and machine.. Apache-2

• GitHub (👨‍💻 27 · 🔀 160 · 📦 12 · 📋 44 - 59% open · ⏱️ 04.12.2020):

  git clone https://github.com/Trusted-AI/AIX360

• PyPi (📥 560 / month · 📦 1 · ⏱️ 28.10.2020):

  pip install aix360

TreeInterpreter (🥉22 · ⭐ 630) - Package for interpreting scikit-learn's decision tree and.. BSD-3

• GitHub (👨‍💻 10 · 🔀 130 · 📦 110 · 📋 19 - 94% open · ⏱️ 22.06.2020):

  git clone https://github.com/andosa/treeinterpreter

• PyPi (📥 69K / month · 📦 4 · ⏱️ 16.12.2018):

  pip install treeinterpreter

tf-explain (🥉21 · ⭐ 740) - Interpretability Methods for tf.keras models with Tensorflow 2.x. MIT

• GitHub (👨‍💻 11 · 🔀 66 · 📦 56 · 📋 74 - 44% open · ⏱️ 24.07.2020):

  git clone https://github.com/sicara/tf-explain

• PyPi (📥 1.1K / month · 📦 1 · ⏱️ 14.02.2020):

  pip install tf-explain

iNNvestigate (🥉20 · ⭐ 740) - A toolbox to iNNvestigate neural networks' predictions!. BSD-2

• GitHub (👨‍💻 18 · 🔀 170 · 📦 41 · 📋 200 - 36% open · ⏱️ 16.10.2020):

  git clone https://github.com/albermax/innvestigate

• PyPi (📥 480 / month · 📦 1 · ⏱️ 14.11.2020):

  pip install innvestigate

sklearn-evaluation (🥉20 · ⭐ 280) - Machine learning model evaluation made easy: plots,.. MIT

• GitHub (👨‍💻 5 · 🔀 25 · 📦 26 · 📋 34 - 20% open · ⏱️ 24.12.2020):

  git clone https://github.com/edublancas/sklearn-evaluation

• PyPi (📥 290 / month · 📦 2 · ⏱️ 15.12.2020):

  pip install sklearn-evaluation

What-If Tool (🥉18 · ⭐ 400) - Source code/webpage/demos for the What-If Tool. Apache-2

• GitHub (👨‍💻 18 · 🔀 87 · 📋 68 - 52% open · ⏱️ 22.12.2020):

  git clone https://github.com/PAIR-code/what-if-tool

• PyPi (📥 2.2K / month · ⏱️ 28.06.2020):

  pip install witwidget

• NPM (📥 2K / month · ⏱️ 03.11.2020):

  npm install wit-widget

DiCE (🥉17 · ⭐ 410) - Generate Diverse Counterfactual Explanations for any machine.. MIT

• GitHub (👨‍💻 8 · 🔀 63 · 📋 30 - 40% open · ⏱️ 15.12.2020):

  git clone https://github.com/interpretml/DiCE

• PyPi (📥 170 / month · ⏱️ 22.09.2020):

  pip install dice-ml

LOFO (🥉17 · ⭐ 290) - Leave One Feature Out Importance. MIT

• GitHub (👨‍💻 3 · 🔀 40 · 📦 3 · 📋 11 - 9% open · ⏱️ 02.07.2020):

  git clone https://github.com/aerdem4/lofo-importance

• PyPi (📥 220 / month · ⏱️ 02.07.2020):

  pip install lofo-importance

ExplainX.ai (🥉17 · ⭐ 150 · 🐣) - Explainable AI framework for data scientists. Explain & debug.. MIT

• GitHub (👨‍💻 4 · 🔀 27 · 📋 19 - 36% open · ⏱️ 23.12.2020):

  git clone https://github.com/explainX/explainx

• PyPi (📥 830 / month · ⏱️ 07.12.2020):

  pip install explainx

LIT (🥉16 · ⭐ 2.3K · 🐣) - The Language Interpretability Tool: Interactively analyze NLP.. Apache-2

• GitHub (👨‍💻 10 · 🔀 220 · 📋 52 - 48% open · ⏱️ 17.11.2020):

  git clone https://github.com/PAIR-code/lit

• PyPi (📥 260 / month · ⏱️ 17.11.2020):

  pip install lit-nlp

FlashTorch (🥉16 · ⭐ 520 · 💤) - Visualization toolkit for neural networks in PyTorch! Demo --. MIT

• GitHub (👨‍💻 2 · 🔀 65 · 📦 6 · 📋 27 - 22% open · ⏱️ 29.05.2020):

  git clone https://github.com/MisaOgura/flashtorch

• PyPi (📥 210 / month · ⏱️ 29.05.2020):

  pip install flashtorch

Anchor (🥉14 · ⭐ 610) - Code for High-Precision Model-Agnostic Explanations paper. BSD-2

• GitHub (👨‍💻 8 · 🔀 87 · 📋 52 - 15% open · ⏱️ 10.09.2020):

  git clone https://github.com/marcotcr/anchor

• PyPi (📥 610 / month · ⏱️ 26.06.2020):

  pip install anchor_exp

Show 4 hidden projects...

• scikit-plot (🥈23 · ⭐ 2K · 💀) - An intuitive library to add plotting functionality to scikit-.. MIT
• Skater (🥉21 · ⭐ 960) - Python Library for Model Interpretation/Explanations. ❗️UPL-1.0
• XAI (🥉16 · ⭐ 540 · 💀) - XAI - An eXplainability toolbox for machine learning. MIT
• Attribution Priors (🥉12 · ⭐ 71) - Tools for training explainable models using attribution.. MIT

Vector Similarity Search (ANN)

Libraries for Approximate Nearest Neighbor Search and Vector Indexing/Similarity Search. For an awesome comparison, refer to this benchmark.

Faiss (🥇29 · ⭐ 12K) - A library for efficient similarity search and clustering of dense vectors. MIT

• GitHub (👨‍💻 71 · 🔀 2.1K · 📦 290 · 📋 1.3K - 7% open · ⏱️ 25.12.2020):

  git clone https://github.com/facebookresearch/faiss

• PyPi (📥 5.5K / month · 📦 6 · ⏱️ 16.10.2020):

  pip install pymilvus

• Conda (📥 19K · ⏱️ 12.12.2020):

  conda install -c conda-forge faiss

Annoy (🥇29 · ⭐ 8K) - Approximate Nearest Neighbors in C++/Python optimized for memory usage.. Apache-2

• GitHub (👨‍💻 68 · 🔀 850 · 📦 1.4K · 📋 290 - 8% open · ⏱️ 03.12.2020):

  git clone https://github.com/spotify/annoy

• PyPi (📥 210K / month · 📦 360 · ⏱️ 18.09.2020):

  pip install annoy

NMSLIB (🥈27 · ⭐ 2.2K) - Non-Metric Space Library (NMSLIB): An efficient similarity search.. Apache-2

• GitHub (👨‍💻 40 · 🔀 330 · 📦 300 · 📋 350 - 12% open · ⏱️ 03.11.2020):

  git clone https://github.com/nmslib/nmslib

• PyPi (📥 45K / month · 📦 52 · ⏱️ 16.04.2020):

  pip install nmslib

• Conda (📥 7.9K · ⏱️ 27.11.2020):

  conda install -c conda-forge nmslib

Milvus (🥈25 · ⭐ 4.8K · ➕) - An open source embedding vector similarity search engine.. Apache-2

• GitHub (👨‍💻 140 · 🔀 740 · 📋 2K - 11% open · ⏱️ 26.12.2020):

  git clone https://github.com/milvus-io/milvus

• PyPi (📥 5.5K / month · 📦 6 · ⏱️ 16.10.2020):

  pip install pymilvus

• Dockerhub (📥 210K · ⭐ 8 · ⏱️ 02.12.2020):

  docker pull milvusdb/milvus

hnswlib (🥈23 · ⭐ 1.3K) - Header-only C++/python library for fast approximate nearest.. Apache-2

• GitHub (👨‍💻 32 · 🔀 230 · 📋 180 - 43% open · ⏱️ 18.08.2020):

  git clone https://github.com/nmslib/hnswlib

• PyPi (📥 12K / month · 📦 2 · ⏱️ 13.07.2020):

  pip install hnswlib

Magnitude (🥉21 · ⭐ 1.4K) - A fast, efficient universal vector embedding utility package. MIT

• GitHub (👨‍💻 4 · 🔀 98 · 📦 170 · 📋 74 - 32% open · ⏱️ 17.07.2020):

  git clone https://github.com/plasticityai/magnitude

• PyPi (📥 5.5K / month · 📦 14 · ⏱️ 25.05.2020):

  pip install pymagnitude

PyNNDescent (🥉21 · ⭐ 350) - A Python nearest neighbor descent for approximate nearest neighbors. BSD-2

• GitHub (👨‍💻 10 · 🔀 43 · 📋 53 - 49% open · ⏱️ 28.11.2020):

  git clone https://github.com/lmcinnes/pynndescent

• PyPi (📥 7.7K / month · 📦 3 · ⏱️ 19.11.2020):

  pip install pynndescent

• Conda (📥 20K · ⏱️ 19.11.2020):

  conda install -c conda-forge pynndescent

N2 (🥉20 · ⭐ 440) - TOROS N2 - lightweight approximate Nearest Neighbor library which runs.. Apache-2

• GitHub (👨‍💻 17 · 🔀 51 · 📦 12 · 📋 38 - 44% open · ⏱️ 21.10.2020):

  git clone https://github.com/kakao/n2

• PyPi (📥 440 / month · 📦 2 · ⏱️ 16.10.2020):

  pip install n2

NGT (🥉19 · ⭐ 600) - Nearest Neighbor Search with Neighborhood Graph and Tree for High-.. Apache-2

• GitHub (👨‍💻 10 · 🔀 67 · 📋 73 - 9% open · ⏱️ 17.11.2020):

  git clone https://github.com/yahoojapan/NGT

• PyPi (📥 3.3K / month · 📦 3 · ⏱️ 23.09.2020):

  pip install ngt

Show 2 hidden projects...

• NearPy (🥉20 · ⭐ 660 · 💀) - Python framework for fast (approximated) nearest neighbour search in.. MIT
• PySparNN (🥉12 · ⭐ 840 · 💀) - Approximate Nearest Neighbor Search for Sparse Data in Python!. BSD-3

Probabilistic Methods

Libraries providing capabilities for probabilistic programming/reasoning, bayesian inference, and gaussian processes.

PyMC3 (🥇32 · ⭐ 5.4K) - Probabilistic Programming in Python: Bayesian Modeling and.. Apache-2

• GitHub (👨‍💻 300 · 🔀 1.3K · 📥 140 · 📦 1.9K · 📋 2.1K - 7% open · ⏱️ 26.12.2020):

  git clone https://github.com/pymc-devs/pymc3

• PyPi (📥 120K / month · 📦 290 · ⏱️ 07.12.2020):

  pip install pymc3

• Conda (📥 240K · ⏱️ 07.12.2020):

  conda install -c conda-forge pymc3

tensorflow-probability (🥇31 · ⭐ 3.2K · 📈) - Probabilistic reasoning and statistical analysis in.. Apache-2

• GitHub (👨‍💻 400 · 🔀 840 · 📦 1 · 📋 930 - 45% open · ⏱️ 23.12.2020):

  git clone https://github.com/tensorflow/probability

• PyPi (📥 270K / month · 📦 250 · ⏱️ 09.12.2020):

  pip install tensorflow-probability

• Conda (📥 28K · ⏱️ 13.03.2020):

  conda install -c conda-forge tensorflow-probability

Pyro (🥈28 · ⭐ 6.6K) - Deep universal probabilistic programming with Python and PyTorch. Apache-2

• GitHub (👨‍💻 100 · 🔀 780 · 📦 350 · 📋 810 - 16% open · ⏱️ 21.12.2020):

  git clone https://github.com/pyro-ppl/pyro

• PyPi (📥 10K / month · 📦 36 · ⏱️ 17.11.2020):

  pip install pyro-ppl

GPyTorch (🥈28 · ⭐ 2.2K · 📈) - A highly efficient and modular implementation of Gaussian.. MIT

• GitHub (👨‍💻 62 · 🔀 310 · 📦 180 · 📋 800 - 23% open · ⏱️ 18.12.2020):

  git clone https://github.com/cornellius-gp/gpytorch

• PyPi (📥 33K / month · 📦 8 · ⏱️ 30.11.2020):

  pip install gpytorch

pomegranate (🥈27 · ⭐ 2.5K) - Fast, flexible and easy to use probabilistic modelling in Python. MIT

• GitHub (👨‍💻 60 · 🔀 460 · 📦 360 · 📋 560 - 6% open · ⏱️ 12.12.2020):

  git clone https://github.com/jmschrei/pomegranate

• PyPi (📥 20K / month · 📦 28 · ⏱️ 12.07.2020):

  pip install pomegranate

• Conda (📥 41K · ⏱️ 01.11.2020):

  conda install -c conda-forge pomegranate

GPflow (🥈27 · ⭐ 1.4K) - Gaussian processes in TensorFlow. Apache-2

• GitHub (👨‍💻 68 · 🔀 390 · 📦 210 · 📋 680 - 12% open · ⏱️ 01.12.2020):

  git clone https://github.com/GPflow/GPflow

• PyPi (📥 4.9K / month · 📦 17 · ⏱️ 01.12.2020):

  pip install gpflow

• Conda (📥 7.9K · ⏱️ 06.11.2018):

  conda install -c conda-forge gpflow

pgmpy (🥉24 · ⭐ 1.7K) - Python Library for learning (Structure and Parameter) and inference.. MIT

• GitHub (👨‍💻 88 · 🔀 540 · 📥 36 · 📦 170 · 📋 710 - 31% open · ⏱️ 19.12.2020):

  git clone https://github.com/pgmpy/pgmpy

• PyPi (📥 20K / month · 📦 6 · ⏱️ 30.06.2020):

  pip install pgmpy

pyhsmm (🥉18 · ⭐ 470) - Bayesian inference in HSMMs and HMMs. MIT

• GitHub (👨‍💻 13 · 🔀 150 · 📦 17 · 📋 93 - 35% open · ⏱️ 24.08.2020):

  git clone https://github.com/mattjj/pyhsmm

• PyPi (📥 75 / month · 📦 4 · ⏱️ 10.05.2017):

  pip install pyhsmm

Baal (🥉18 · ⭐ 300) - Using approximate bayesian posteriors in deep nets for active learning. Apache-2

• GitHub (👨‍💻 8 · 🔀 24 · 📦 6 · 📋 34 - 35% open · ⏱️ 11.12.2020):

  git clone https://github.com/ElementAI/baal

• PyPi (📥 180 / month · ⏱️ 03.11.2020):

  pip install baal

Funsor (🥉18 · ⭐ 160) - Functional tensors for probabilistic programming. Apache-2

• GitHub (👨‍💻 9 · 🔀 15 · 📦 7 · 📋 110 - 50% open · ⏱️ 21.12.2020):

  git clone https://github.com/pyro-ppl/funsor

• PyPi (📥 200 / month · ⏱️ 15.10.2020):

  pip install funsor

Orbit (🥉17 · ⭐ 290) - Bayesian forecasting with object-oriented design and probabilistic.. Apache-2

• GitHub (👨‍💻 5 · 🔀 12 · 📦 2 · 📋 160 - 13% open · ⏱️ 25.11.2020):

  git clone https://github.com/uber/orbit

• PyPi (📥 170 / month · ⏱️ 15.11.2020):

  pip install orbit-ml

Show 3 hidden projects...

• PyStan (🥈27 · ⭐ 900) - PyStan, the Python interface to Stan. ❗️GPL-3.0
• Edward (🥉24 · ⭐ 4.6K · 💀) - A probabilistic programming language in TensorFlow. Deep.. Apache-2
• ZhuSuan (🥉14 · ⭐ 2K · 💀) - A probabilistic programming library for Bayesian deep learning,.. MIT

Adversarial Robustness

Libraries for testing the robustness of machine learning models against attacks with adversarial/malicious examples.

Foolbox (🥇26 · ⭐ 1.7K) - A Python toolbox to create adversarial examples that fool neural.. MIT

• GitHub (👨‍💻 30 · 🔀 310 · 📦 160 · 📋 300 - 12% open · ⏱️ 20.12.2020):

  git clone https://github.com/bethgelab/foolbox

• PyPi (📥 1.3K / month · 📦 18 · ⏱️ 26.09.2020):

  pip install foolbox

CleverHans (🥈25 · ⭐ 4.9K) - An adversarial example library for constructing attacks,.. MIT

• GitHub (👨‍💻 110 · 🔀 1.2K · 📦 170 · 📋 450 - 16% open · ⏱️ 09.07.2020):

  git clone https://github.com/cleverhans-lab/cleverhans

• PyPi (📥 540 / month · 📦 8 · ⏱️ 27.11.2018):

  pip install cleverhans

TextAttack (🥈24 · ⭐ 1.1K) - TextAttack is a Python framework for adversarial attacks, data.. MIT

• GitHub (👨‍💻 30 · 🔀 120 · 📦 11 · 📋 95 - 25% open · ⏱️ 24.12.2020):

  git clone https://github.com/QData/TextAttack

• PyPi (📥 1.3K / month · ⏱️ 18.11.2020):

  pip install textattack

ART (🥉23 · ⭐ 1.9K) - Adversarial Robustness Toolbox (ART) - Python Library for Machine Learning.. MIT

• GitHub (👨‍💻 58 · 🔀 550 · 📦 94 · 📋 370 - 13% open · ⏱️ 19.12.2020):

  git clone https://github.com/Trusted-AI/adversarial-robustness-toolbox

• PyPi (📥 1.9K / month · ⏱️ 01.12.2020):

  pip install adversarial-robustness-toolbox

AdvBox (🥉17 · ⭐ 1K) - Advbox is a toolbox to generate adversarial examples that fool neural.. Apache-2

• GitHub (👨‍💻 19 · 🔀 220 · 📋 32 - 18% open · ⏱️ 26.08.2020):

  git clone https://github.com/advboxes/AdvBox

• PyPi (📥 21 / month · ⏱️ 05.12.2018):

  pip install advbox

Show 2 hidden projects...

• advertorch (🥉18 · ⭐ 780) - A Toolbox for Adversarial Robustness Research. ❗️GPL-3.0
• Adversary (🥉13 · ⭐ 340 · 💀) - Tool to generate adversarial text examples and test machine.. MIT

GPU Utilities

Libraries that require and make use of CUDA/GPU system capabilities to optimize data handling and machine learning tasks.

CuPy (🥇30 · ⭐ 4.7K) - A NumPy-compatible array library accelerated by CUDA. MIT

• GitHub (👨‍💻 250 · 🔀 430 · 📥 3.7K · 📦 630 · 📋 1.2K - 30% open · ⏱️ 26.12.2020):

  git clone https://github.com/cupy/cupy

• PyPi (📥 8.6K / month · 📦 190 · ⏱️ 25.12.2020):

  pip install cupy

• Conda (📥 320K · ⏱️ 29.10.2020):

  conda install -c conda-forge cupy

• Dockerhub (📥 48K · ⭐ 6 · ⏱️ 26.12.2020):

  docker pull cupy/cupy

PyCUDA (🥇27 · ⭐ 1K) - CUDA integration for Python, plus shiny features. MIT

• GitHub (👨‍💻 68 · 🔀 210 · 📦 700 · 📋 160 - 24% open · ⏱️ 20.12.2020):

  git clone https://github.com/inducer/pycuda

• PyPi (📥 15K / month · 📦 290 · ⏱️ 07.10.2020):

  pip install pycuda

Apex (🥈23 · ⭐ 4.9K) - A PyTorch Extension: Tools for easy mixed precision and distributed.. BSD-3

• GitHub (👨‍💻 77 · 🔀 660 · 📦 410 · 📋 780 - 54% open · ⏱️ 17.12.2020):

  git clone https://github.com/NVIDIA/apex

• Conda (📥 28K · ⏱️ 23.11.2020):

  conda install -c conda-forge nvidia-apex

py3nvml (🥈23 · ⭐ 160 · 💤) - Python 3 Bindings for NVML library. Get NVIDIA GPU status inside.. BSD-3

• GitHub (👨‍💻 6 · 🔀 24 · 📦 210 · 📋 10 - 20% open · ⏱️ 23.04.2020):

  git clone https://github.com/fbcotter/py3nvml

• PyPi (📥 81K / month · 📦 20 · ⏱️ 06.04.2020):

  pip install py3nvml

• Conda (📥 11K · ⏱️ 10.10.2020):

  conda install -c conda-forge py3nvml

ArrayFire (🥈22 · ⭐ 3.3K) - ArrayFire: a general purpose GPU library. BSD-3

• GitHub (👨‍💻 80 · 🔀 450 · 📥 480 · 📋 1.4K - 17% open · ⏱️ 23.12.2020):

  git clone https://github.com/arrayfire/arrayfire

• PyPi (📥 500 / month · 📦 2 · ⏱️ 18.10.2018):

  pip install arrayfire

scikit-cuda (🥈21 · ⭐ 790) - Python interface to GPU-powered libraries. BSD-3

• GitHub (👨‍💻 44 · 🔀 150 · 📦 110 · 📋 200 - 18% open · ⏱️ 13.07.2020):

  git clone https://github.com/lebedov/scikit-cuda

• PyPi (📥 660 / month · 📦 31 · ⏱️ 27.05.2019):

  pip install scikit-cuda

cuDF (🥉20 · ⭐ 3.6K) - cuDF - GPU DataFrame Library. Apache-2

• GitHub (👨‍💻 200 · 🔀 470 · 📋 3.2K - 17% open · ⏱️ 23.12.2020):

  git clone https://github.com/rapidsai/cudf

• PyPi (📥 830 / month · 📦 2 · ⏱️ 01.06.2020):

  pip install cudf

DALI (🥉20 · ⭐ 3K) - A library containing both highly optimized building blocks and an.. Apache-2

• GitHub (👨‍💻 53 · 🔀 360 · 📋 760 - 23% open · ⏱️ 18.12.2020):

  git clone https://github.com/NVIDIA/DALI

cuML (🥉19 · ⭐ 1.9K) - cuML - RAPIDS Machine Learning Library. Apache-2

• GitHub (👨‍💻 120 · 🔀 300 · 📋 1.5K - 42% open · ⏱️ 17.12.2020):

  git clone https://github.com/rapidsai/cuml

• PyPi (📥 350 / month · ⏱️ 11.04.2019):

  pip install cuml

BlazingSQL (🥉17 · ⭐ 1.4K) - BlazingSQL is a lightweight, GPU accelerated, SQL engine for.. Apache-2

• GitHub (👨‍💻 39 · 🔀 130 · 📋 560 - 42% open · ⏱️ 23.12.2020):

  git clone https://github.com/BlazingDB/blazingsql

• Conda (📥 910 · ⏱️ 11.11.2019):

  conda install -c blazingsql blazingsql-protocol

cuGraph (🥉16 · ⭐ 600) - cuGraph - RAPIDS Graph Analytics Library. Apache-2

• GitHub (👨‍💻 52 · 🔀 130 · 📋 540 - 17% open · ⏱️ 17.12.2020):

  git clone https://github.com/rapidsai/cugraph

• PyPi (📥 62 / month · ⏱️ 04.04.2019):

  pip install cugraph

SpeedTorch (🥉16 · ⭐ 590 · 💤) - Library for faster pinned CPU - GPU transfer in Pytorch. MIT

• GitHub (👨‍💻 3 · 🔀 35 · 📦 3 · 📋 5 - 60% open · ⏱️ 21.02.2020):

  git clone https://github.com/Santosh-Gupta/SpeedTorch

• PyPi (📥 140 / month · 📦 2 · ⏱️ 06.01.2020):

  pip install SpeedTorch

cuSignal (🥉15 · ⭐ 430) - GPU accelerated signal processing. Apache-2

• GitHub (👨‍💻 27 · 🔀 56 · 📋 97 - 17% open · ⏱️ 15.12.2020):

  git clone https://github.com/rapidsai/cusignal

Show 2 hidden projects...

• ipyexperiments (🥉17 · ⭐ 120) - jupyter/ipython experiment containers for GPU and general.. Apache-2
• nvidia-ml-py3 (🥉17 · ⭐ 59 · 💀) - Python 3 Bindings for the NVIDIA Management Library. BSD-3

Tensorflow Utilities

Libraries that extend TensorFlow with general-purpose capabilities.

tensor2tensor (🥇32 · ⭐ 11K) - Library of deep learning models and datasets designed to.. Apache-2

• GitHub (👨‍💻 230 · 🔀 2.7K · 📦 870 · 📋 1.2K - 45% open · ⏱️ 16.11.2020):

  git clone https://github.com/tensorflow/tensor2tensor

• PyPi (📥 62K / month · 📦 82 · ⏱️ 17.06.2020):

  pip install tensor2tensor

tensorflow-hub (🥇32 · ⭐ 2.7K) - A library for transfer learning by reusing parts of.. Apache-2

• GitHub (👨‍💻 65 · 🔀 1.4K · 📦 4.8K · 📋 530 - 8% open · ⏱️ 16.12.2020):

  git clone https://github.com/tensorflow/hub

• PyPi (📥 1.1M / month · 📦 310 · ⏱️ 29.10.2020):

  pip install tensorflow-hub

• Conda (📥 48K · ⏱️ 24.08.2020):

  conda install -c conda-forge tensorflow-hub

TF Addons (🥈30 · ⭐ 1.1K) - Useful extra functionality for TensorFlow 2.x maintained by.. Apache-2

• GitHub (👨‍💻 140 · 🔀 390 · 📦 1.8K · 📋 760 - 20% open · ⏱️ 23.12.2020):

  git clone https://github.com/tensorflow/addons

• PyPi (📥 270K / month · 📦 18 · ⏱️ 23.12.2020):

  pip install tensorflow-addons

TensorFlow Transform (🥈29 · ⭐ 840) - Input pipeline framework. Apache-2

• GitHub (👨‍💻 27 · 🔀 160 · 📦 380 · 📋 140 - 22% open · ⏱️ 16.12.2020):

  git clone https://github.com/tensorflow/transform

• PyPi (📥 5.9M / month · 📦 84 · ⏱️ 16.12.2020):

  pip install tensorflow-transform

TF Model Optimization (🥈26 · ⭐ 940) - A toolkit to optimize ML models for deployment for Keras.. Apache-2

• GitHub (👨‍💻 41 · 🔀 210 · 📦 490 · 📋 160 - 44% open · ⏱️ 23.11.2020):

  git clone https://github.com/tensorflow/model-optimization

• PyPi (📥 58K / month · 📦 3 · ⏱️ 14.09.2020):

  pip install tensorflow-model-optimization

TensorFlow I/O (🥉25 · ⭐ 400) - Dataset, streaming, and file system extensions maintained.. Apache-2

• GitHub (👨‍💻 70 · 🔀 140 · 📦 85 · 📋 380 - 31% open · ⏱️ 26.12.2020):

  git clone https://github.com/tensorflow/io

• PyPi (📥 36K / month · ⏱️ 15.12.2020):

  pip install tensorflow-io

TensorFlow Cloud (🥉23 · ⭐ 210) - The TensorFlow Cloud repository provides APIs that will.. Apache-2

• GitHub (👨‍💻 15 · 🔀 41 · 📦 8 · 📋 66 - 62% open · ⏱️ 04.12.2020):

  git clone https://github.com/tensorflow/cloud

• PyPi (📥 490K / month · ⏱️ 03.12.2020):

  pip install tensorflow-cloud

Neural Structured Learning (🥉22 · ⭐ 760) - Training neural models with structured signals. Apache-2

• GitHub (👨‍💻 25 · 🔀 140 · 📦 15 · 📋 43 - 11% open · ⏱️ 14.12.2020):

  git clone https://github.com/tensorflow/neural-structured-learning

• PyPi (📥 2.4K / month · ⏱️ 18.08.2020):

  pip install neural-structured-learning

TensorNets (🥉20 · ⭐ 960) - High level network definitions with pre-trained weights in.. MIT

• GitHub (👨‍💻 6 · 🔀 180 · 📦 29 · 📋 56 - 25% open · ⏱️ 03.10.2020):

  git clone https://github.com/taehoonlee/tensornets

• PyPi (📥 280 / month · 📦 2 · ⏱️ 31.03.2020):

  pip install tensornets

Saliency (🥉18 · ⭐ 610) - TensorFlow implementation for SmoothGrad, Grad-CAM, Guided.. Apache-2

• GitHub (👨‍💻 12 · 🔀 130 · 📦 13 · 📋 21 - 52% open · ⏱️ 01.10.2020):

  git clone https://github.com/PAIR-code/saliency

• PyPi (📥 160 / month · ⏱️ 26.09.2019):

  pip install saliency

TF Compression (🥉15 · ⭐ 400) - Data compression in TensorFlow. Apache-2

• GitHub (👨‍💻 9 · 🔀 140 · 📋 54 - 5% open · ⏱️ 17.12.2020):

  git clone https://github.com/tensorflow/compression

• PyPi (📥 560 / month · 📦 1 · ⏱️ 04.12.2020):

  pip install tensorflow-compression

Pytorch Utilities

Libraries that extend Pytorch with general-purpose capabilities.

pretrainedmodels (🥇27 · ⭐ 7.6K · 💤) - Pretrained ConvNets for pytorch: NASNet, ResNeXt, ResNet,.. BSD-3

• GitHub (👨‍💻 22 · 🔀 1.6K · 📦 790 · 📋 170 - 49% open · ⏱️ 16.04.2020):

  git clone https://github.com/Cadene/pretrained-models.pytorch

• PyPi (📥 23K / month · 📦 100 · ⏱️ 29.10.2018):

  pip install pretrainedmodels

EfficientNet-PyTorch (🥇24 · ⭐ 5.2K · ➕) - A PyTorch implementation of EfficientNet. Apache-2

• GitHub (👨‍💻 21 · 🔀 1K · 📥 270K · 📋 220 - 46% open · ⏱️ 09.10.2020):

  git clone https://github.com/lukemelas/EfficientNet-PyTorch

• PyPi (📥 32K / month · 📦 7 · ⏱️ 26.08.2020):

  pip install efficientnet-pytorch

torchdiffeq (🥇24 · ⭐ 3.3K) - Differentiable ODE solvers with full GPU support and.. MIT

• GitHub (👨‍💻 20 · 🔀 550 · 📦 53 · 📋 120 - 18% open · ⏱️ 24.12.2020):

  git clone https://github.com/rtqichen/torchdiffeq

• PyPi (📥 1.9K / month · ⏱️ 16.09.2020):

  pip install torchdiffeq

pytorch-summary (🥇24 · ⭐ 2.8K) - Model summary in PyTorch similar to `model.summary()` in.. MIT

• GitHub (👨‍💻 11 · 🔀 330 · 📦 1.7K · 📋 140 - 73% open · ⏱️ 07.08.2020):

  git clone https://github.com/sksq96/pytorch-summary

• PyPi (📥 29K / month · 📦 120 · ⏱️ 26.09.2018):

  pip install torchsummary

SRU (🥇24 · ⭐ 1.9K) - Training RNNs as Fast as CNNs (https://arxiv.org/abs/1709.02755). MIT

• GitHub (👨‍💻 21 · 🔀 280 · 📦 15 · 📋 100 - 47% open · ⏱️ 17.12.2020):

  git clone https://github.com/asappresearch/sru

• PyPi (📥 2.9K / month · 📦 1 · ⏱️ 17.12.2020):

  pip install sru

PML (🥈23 · ⭐ 2.5K) - The easiest way to use deep metric learning in your application... MIT

• GitHub (👨‍💻 12 · 🔀 340 · 📦 40 · 📋 200 - 15% open · ⏱️ 26.12.2020):

  git clone https://github.com/KevinMusgrave/pytorch-metric-learning

• PyPi (📥 4.3K / month · ⏱️ 27.12.2019):

  pip install pytorch-metric-learning

• Conda (📥 1K · ⏱️ 11.12.2020):

  conda install -c metric-learning pytorch-metric-learning

EfficientNets (🥈22 · ⭐ 1.2K) - Pretrained EfficientNet, EfficientNet-Lite, MixNet,.. Apache-2

• GitHub (👨‍💻 5 · 🔀 160 · 📦 27 · ⏱️ 30.11.2020):

  git clone https://github.com/rwightman/gen-efficientnet-pytorch

• PyPi (📥 1.2K / month · ⏱️ 20.08.2020):

  pip install geffnet

Torchmeta (🥈21 · ⭐ 1.2K) - A collection of extensions and data-loaders for few-shot learning.. MIT

• GitHub (👨‍💻 10 · 🔀 130 · 📦 23 · 📋 88 - 21% open · ⏱️ 25.11.2020):

  git clone https://github.com/tristandeleu/pytorch-meta

• PyPi (📥 610 / month · ⏱️ 25.11.2020):

  pip install torchmeta

PyTorch Sparse (🥈21 · ⭐ 330) - PyTorch Extension Library of Optimized Autograd Sparse Matrix.. MIT

• GitHub (👨‍💻 11 · 🔀 40 · 📋 76 - 42% open · ⏱️ 01.12.2020):

  git clone https://github.com/rusty1s/pytorch_sparse

• PyPi (📥 4.2K / month · 📦 17 · ⏱️ 02.11.2020):

  pip install torch-sparse

reformer-pytorch (🥈20 · ⭐ 1.3K · ➕) - Reformer, the efficient Transformer, in Pytorch. MIT

• GitHub (👨‍💻 9 · 🔀 160 · 📋 93 - 1% open · ⏱️ 11.12.2020):

  git clone https://github.com/lucidrains/reformer-pytorch

• PyPi (📥 870 / month · ⏱️ 06.12.2020):

  pip install reformer-pytorch

torch-scatter (🥈20 · ⭐ 560) - PyTorch Extension Library of Optimized Scatter Operations. MIT

• GitHub (👨‍💻 13 · 🔀 72 · 📋 160 - 35% open · ⏱️ 01.12.2020):

  git clone https://github.com/rusty1s/pytorch_scatter

• PyPi (📥 5.2K / month · 📦 16 · ⏱️ 22.02.2020):

  pip install torch-scatter

Higher (🥉19 · ⭐ 1K) - higher is a pytorch library allowing users to obtain higher order.. Apache-2

• GitHub (👨‍💻 6 · 🔀 71 · 📦 27 · 📋 69 - 33% open · ⏱️ 28.10.2020):

  git clone https://github.com/facebookresearch/higher

• PyPi (📥 540 / month · ⏱️ 14.07.2020):

  pip install higher

Pytorch Toolbelt (🥉19 · ⭐ 870) - PyTorch extensions for fast R&D prototyping and Kaggle.. MIT

• GitHub (👨‍💻 4 · 🔀 71 · 📋 17 - 17% open · ⏱️ 24.12.2020):

  git clone https://github.com/BloodAxe/pytorch-toolbelt

• PyPi (📥 3.8K / month · 📦 1 · ⏱️ 19.08.2020):

  pip install pytorch_toolbelt

TabNet (🥉19 · ⭐ 690) - PyTorch implementation of TabNet paper :.. MIT

• GitHub (👨‍💻 17 · 🔀 130 · 📋 120 - 24% open · ⏱️ 24.12.2020):

  git clone https://github.com/dreamquark-ai/tabnet

• PyPi (📥 6.6K / month · ⏱️ 15.12.2020):

  pip install pytorch-tabnet

Performer Pytorch (🥉17 · ⭐ 420 · 🐣) - An implementation of Performer, a linear attention-based.. MIT

• GitHub (👨‍💻 4 · 🔀 58 · 📦 6 · 📋 44 - 34% open · ⏱️ 14.12.2020):

  git clone https://github.com/lucidrains/performer-pytorch

• PyPi (📥 1.7K / month · ⏱️ 13.12.2020):

  pip install performer-pytorch

Lambda Networks (🥉16 · ⭐ 1.2K · 🐣) - Implementation of LambdaNetworks, a new approach to image.. MIT

• GitHub (👨‍💻 3 · 🔀 130 · 📋 23 - 34% open · ⏱️ 18.11.2020):

  git clone https://github.com/lucidrains/lambda-networks

• PyPi (📥 480 / month · ⏱️ 20.10.2020):

  pip install lambda-networks

Pywick (🥉16 · ⭐ 310) - High-level batteries-included neural network training library for.. MIT

• GitHub (👨‍💻 4 · 🔀 35 · 📦 2 · 📋 11 - 18% open · ⏱️ 24.09.2020):

  git clone https://github.com/achaiah/pywick

• PyPi (📥 210 / month · ⏱️ 20.01.2020):

  pip install pywick

tinygrad (🥉15 · ⭐ 3.7K · 🐣) - You like pytorch? You like micrograd? You love tinygrad!. MIT

• GitHub (👨‍💻 41 · 🔀 400 · 📋 59 - 15% open · ⏱️ 22.12.2020):

  git clone https://github.com/geohot/tinygrad

Tensor Sensor (🥉15 · ⭐ 430 · 🐣) - The goal of this library is to generate more helpful.. MIT

• GitHub (👨‍💻 2 · 🔀 22 · 📋 16 - 25% open · ⏱️ 03.12.2020):

  git clone https://github.com/parrt/tensor-sensor

• PyPi (📥 390 / month · ⏱️ 03.12.2020):

  pip install tensor-sensor

micrograd (🥉14 · ⭐ 1.5K · 💤) - A tiny scalar-valued autograd engine and a neural net library.. MIT

• GitHub (👨‍💻 2 · 🔀 100 · 📋 5 - 40% open · ⏱️ 18.04.2020):

  git clone https://github.com/karpathy/micrograd

• PyPi (📥 44 / month · ⏱️ 18.04.2020):

  pip install micrograd

torchsde (🥉14 · ⭐ 620 · 🐣) - Differentiable SDE solvers with GPU support and efficient.. Apache-2

• GitHub (👨‍💻 4 · 🔀 52 · 📋 31 - 16% open · ⏱️ 30.10.2020):

  git clone https://github.com/google-research/torchsde

Tez (🥉14 · ⭐ 350 · 🐣) - Tez is a super-simple and lightweight Trainer for PyTorch. It.. Apache-2

• GitHub (👨‍💻 1 · 🔀 38 · 📋 9 - 44% open · ⏱️ 26.12.2020):

  git clone https://github.com/abhishekkrthakur/tez

• PyPi (📥 910 / month · ⏱️ 26.12.2020):

  pip install tez

Torch-Struct (🥉13 · ⭐ 860) - Fast, general, and tested differentiable structured prediction.. MIT

• GitHub (👨‍💻 10 · 🔀 67 · 📋 34 - 41% open · ⏱️ 30.07.2020):

  git clone https://github.com/harvardnlp/pytorch-struct

Show 3 hidden projects...

• AdaBound (🥉19 · ⭐ 2.8K · 💀) - An optimizer that trains as fast as Adam and as good as SGD. Apache-2
• Poutyne (🥉19 · ⭐ 420) - A simplified framework and utilities for PyTorch. ❗️LGPL-3.0
• Antialiased CNNs (🥉18 · ⭐ 1.3K) - pip install antialiased-cnns to improve stability and.. ❗️CC BY-NC-SA 4.0

Database Clients

Libraries for connecting to, operating, and querying databases.

boto3 (🥇37 · ⭐ 6K) - AWS SDK for Python. Apache-2

• GitHub (👨‍💻 110 · 🔀 1.3K · 📦 90K · 📋 2.2K - 13% open · ⏱️ 23.12.2020):

  git clone https://github.com/boto/boto3

• PyPi (📥 49M / month · 📦 23K · ⏱️ 23.12.2020):

  pip install boto3

• Conda (📥 4.1M · ⏱️ 24.12.2020):

  conda install -c conda-forge boto3

SQLAlchemy (🥇37 · ⭐ 3.1K) - The Database Toolkit for Python. MIT

• GitHub (👨‍💻 450 · 🔀 490 · 📥 1.2K · 📦 220K · 📋 5.5K - 2% open · ⏱️ 26.12.2020):

  git clone https://github.com/sqlalchemy/sqlalchemy

• PyPi (📥 13M / month · 📦 84K · ⏱️ 18.12.2020):

  pip install SQLAlchemy

• Conda (📥 2.8M · ⏱️ 19.12.2020):

  conda install -c conda-forge sqlalchemy

redis (🥇36 · ⭐ 9K) - Redis Python Client. MIT

• GitHub (👨‍💻 250 · 🔀 1.9K · 📋 860 - 7% open · ⏱️ 22.11.2020):

  git clone https://github.com/andymccurdy/redis-py

• PyPi (📥 8.4M / month · 📦 49K · ⏱️ 01.06.2020):

  pip install redis

pymongo (🥇36 · ⭐ 3.2K) - PyMongo - the Python driver for MongoDB. Apache-2

• GitHub (👨‍💻 180 · 🔀 970 · 📦 82K · ⏱️ 22.12.2020):

  git clone https://github.com/mongodb/mongo-python-driver

• PyPi (📥 6.1M / month · 📦 36K · ⏱️ 02.12.2020):

  pip install pymongo

• Conda (📥 320K · ⏱️ 12.10.2020):

  conda install -c conda-forge pymongo

PyMySQL (🥇35 · ⭐ 6.3K) - Pure Python MySQL Client. MIT

• GitHub (👨‍💻 100 · 🔀 1.2K · 📦 71K · 📋 530 - 3% open · ⏱️ 10.12.2020):

  git clone https://github.com/PyMySQL/PyMySQL

• PyPi (📥 5.3M / month · 📦 18K · ⏱️ 10.09.2020):

  pip install PyMySQL

• Conda (📥 230K · ⏱️ 17.11.2020):

  conda install -c conda-forge pymysql

google-cloud-storage (🥇35 · ⭐ 3.4K) - Google Cloud Client Library for Python. Apache-2

• GitHub (👨‍💻 310 · 🔀 1.3K · 📋 3.3K - 0% open · ⏱️ 29.10.2020):

  git clone https://github.com/googleapis/google-cloud-python

• PyPi (📥 14M / month · 📦 2.1K · ⏱️ 14.12.2020):

  pip install google-cloud-storage

• Conda (📥 560K · ⏱️ 16.12.2020):

  conda install -c conda-forge google-cloud-storage

elasticsearch (🥇35 · ⭐ 3K) - Official Python low-level client for Elasticsearch. Apache-2

• GitHub (👨‍💻 170 · 🔀 960 · 📥 54 · 📦 19K · 📋 840 - 8% open · ⏱️ 22.12.2020):

  git clone https://github.com/elastic/elasticsearch-py

• PyPi (📥 3.7M / month · 📦 11K · ⏱️ 09.12.2020):

  pip install elasticsearch

• Conda (📥 340K · ⏱️ 11.12.2020):

  conda install -c conda-forge elasticsearch

kafka-python (🥈34 · ⭐ 4.1K) - Python client for Apache Kafka. Apache-2

• GitHub (👨‍💻 200 · 🔀 1.1K · 📥 1.7K · 📦 5.6K · 📋 1.3K - 10% open · ⏱️ 02.12.2020):

  git clone https://github.com/dpkp/kafka-python

• PyPi (📥 2M / month · 📦 2K · ⏱️ 30.09.2020):

  pip install kafka-python

• Conda (📥 230K · ⏱️ 30.09.2020):

  conda install -c conda-forge kafka-python

peewee (🥈33 · ⭐ 8K) - a small, expressive orm -- supports postgresql, mysql and sqlite. MIT

• GitHub (👨‍💻 140 · 🔀 1.3K · 📦 12K · 📋 1.9K - 0% open · ⏱️ 26.11.2020):

  git clone https://github.com/coleifer/peewee

• PyPi (📥 180K / month · 📦 6.5K · ⏱️ 07.11.2020):

  pip install peewee

• Conda (📥 270K · ⏱️ 11.11.2020):

  conda install -c conda-forge peewee

python-bigquery (🥈33 · ⭐ 3.4K · ➕) - Google BigQuery API client library. Apache-2

• GitHub (👨‍💻 86 · 🔀 1.3K · 📦 6.1K · 📋 200 - 21% open · ⏱️ 22.12.2020):

  git clone https://github.com/googleapis/python-bigquery

• PyPi (📥 9.4M / month · 📦 1.2K · ⏱️ 09.12.2020):

  pip install google-cloud-bigquery

Elasticsearch DSL (🥈31 · ⭐ 3.1K) - High level Python client for Elasticsearch. Apache-2

• GitHub (👨‍💻 120 · 🔀 660 · 📥 21 · 📦 4.1K · 📋 1.1K - 4% open · ⏱️ 08.12.2020):

  git clone https://github.com/elastic/elasticsearch-dsl-py

• PyPi (📥 910K / month · 📦 1.6K · ⏱️ 17.09.2020):

  pip install elasticsearch-dsl

Prometheus Client (🥈31 · ⭐ 1.9K) - Prometheus instrumentation library for Python applications. Apache-2

• GitHub (👨‍💻 95 · 🔀 500 · 📋 310 - 8% open · ⏱️ 24.11.2020):

  git clone https://github.com/prometheus/client_python

• PyPi (📥 12M / month · 📦 3.7K · ⏱️ 20.06.2019):

  pip install prometheus_client

• Conda (📥 2.2M · ⏱️ 16.11.2020):

  conda install -c conda-forge prometheus_client

influxdb (🥈31 · ⭐ 1.4K) - Python client for InfluxDB. MIT

• GitHub (👨‍💻 130 · 🔀 480 · 📦 3.8K · 📋 500 - 26% open · ⏱️ 11.11.2020):

  git clone https://github.com/influxdata/influxdb-python

• PyPi (📥 1.1M / month · 📦 2.1K · ⏱️ 11.11.2020):

  pip install influxdb

• Conda (📥 8K · ⏱️ 12.11.2020):

  conda install -c conda-forge influxdb

Cassandra Driver (🥈31 · ⭐ 1.2K) - DataStax Python Driver for Apache Cassandra. Apache-2

• GitHub (👨‍💻 170 · 🔀 450 · 📦 2.3K · ⏱️ 11.11.2020):

  git clone https://github.com/datastax/python-driver

• PyPi (📥 570K / month · 📦 1.2K · ⏱️ 18.06.2020):

  pip install cassandra-driver

• Conda (📥 60K · ⏱️ 12.10.2020):

  conda install -c conda-forge cassandra-driver

confluent-kafka-python (🥈30 · ⭐ 2.1K) - Confluent's Kafka Python Client. Apache-2

• GitHub (👨‍💻 66 · 🔀 550 · 📦 1.9K · 📋 700 - 32% open · ⏱️ 24.11.2020):

  git clone https://github.com/confluentinc/confluent-kafka-python

• PyPi (📥 950K / month · 📦 300 · ⏱️ 22.07.2020):

  pip install confluent-kafka

pyodbc (🥈30 · ⭐ 2K) - Python ODBC bridge. MIT

• GitHub (👨‍💻 36 · 🔀 410 · 📋 720 - 29% open · ⏱️ 26.10.2020):

  git clone https://github.com/mkleehammer/pyodbc

• PyPi (📥 4.1M / month · 📦 3.3K · ⏱️ 10.02.2020):

  pip install pyodbc

• Conda (📥 390K · ⏱️ 10.10.2020):

  conda install -c conda-forge pyodbc

Motor (🥈30 · ⭐ 1.6K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2

• GitHub (👨‍💻 28 · 🔀 140 · 📦 3.4K · ⏱️ 24.09.2020):

  git clone https://github.com/mongodb/motor

• PyPi (📥 130K / month · 📦 1.8K · ⏱️ 24.09.2020):

  pip install motor

• Conda (📥 10K · ⏱️ 20.11.2020):

  conda install -c conda-forge motor

py2neo (🥉29 · ⭐ 950) - Py2neo is a comprehensive toolkit for working with Neo4j from within.. Apache-2

• GitHub (👨‍💻 31 · 🔀 200 · 📋 710 - 3% open · ⏱️ 21.12.2020):

  git clone https://github.com/technige/py2neo

• PyPi (📥 75K / month · 📦 1.1K · ⏱️ 21.11.2020):

  pip install py2neo

• Conda (📥 32K · ⏱️ 17.03.2019):

  conda install -c conda-forge py2neo

pandas-gbq (🥉29 · ⭐ 230) - Pandas Google BigQuery. BSD-3

• GitHub (👨‍💻 29 · 🔀 83 · 📥 190 · 📦 1.7K · 📋 190 - 17% open · ⏱️ 17.12.2020):

  git clone https://github.com/pydata/pandas-gbq

• PyPi (📥 6.2M / month · 📦 430 · ⏱️ 10.11.2020):

  pip install pandas-gbq

• Conda (📥 620K · ⏱️ 11.11.2020):

  conda install -c conda-forge pandas-gbq

Records (🥉28 · ⭐ 6.5K) - SQL for Humans. ISC

• GitHub (👨‍💻 37 · 🔀 530 · 📦 700 · 📋 140 - 40% open · ⏱️ 22.12.2020):

  git clone https://github.com/kennethreitz42/records

• PyPi (📥 180K / month · 📦 300 · ⏱️ 21.02.2019):

  pip install records

• Conda (📥 16K · ⏱️ 15.01.2018):

  conda install -c conda-forge records

dataset (🥉28 · ⭐ 4K) - Easy-to-use data handling for SQL data stores with support for implicit.. MIT

• GitHub (👨‍💻 71 · 🔀 260 · 📦 1.7K · 📋 240 - 4% open · ⏱️ 14.11.2020):

  git clone https://github.com/pudo/dataset

• PyPi (📥 42K / month · 📦 1K · ⏱️ 14.11.2020):

  pip install dataset

Ibis (🥉28 · ⭐ 1.5K) - A pandas-like deferred expression system, with first-class SQL support. Apache-2

• GitHub (👨‍💻 70 · 🔀 240 · 📦 130 · 📋 1.5K - 35% open · ⏱️ 23.12.2020):

  git clone https://github.com/ibis-project/ibis

• PyPi (📥 60K / month · 📦 48 · ⏱️ 11.11.2020):

  pip install ibis-framework

• Conda (📥 160K · ⏱️ 13.11.2020):

  conda install -c conda-forge ibis-framework

minio (🥉28 · ⭐ 380) - MinIO Client SDK for Python. Apache-2

• GitHub (👨‍💻 88 · 🔀 170 · 📦 1.2K · 📋 370 - 2% open · ⏱️ 10.12.2020):

  git clone https://github.com/minio/minio-py

• PyPi (📥 170K / month · 📦 340 · ⏱️ 08.12.2020):

  pip install minio

• Conda (📥 15K · ⏱️ 08.12.2020):

  conda install -c conda-forge minio

Databases (🥉27 · ⭐ 1.9K) - Async database support for Python. BSD-3

• GitHub (👨‍💻 28 · 🔀 130 · 📦 1.2K · 📋 180 - 50% open · ⏱️ 10.12.2020):

  git clone https://github.com/encode/databases

• PyPi (📥 45K / month · 📦 60 · ⏱️ 16.11.2020):

  pip install databases

• Conda (📥 77K · ⏱️ 21.11.2020):

  conda install -c conda-forge databases

libcloud (🥉27 · ⭐ 1.7K) - Apache Libcloud is a Python library which hides differences.. Apache-2

• GitHub (👨‍💻 420 · 🔀 880 · 📦 1.6K · 📋 93 - 32% open · ⏱️ 19.12.2020):

  git clone https://github.com/apache/libcloud

• PyPi (📥 55K / month · 📦 1.5K · ⏱️ 20.09.2020):

  pip install apache-libcloud

AWS Data Wrangler (🥉26 · ⭐ 1.3K) - Pandas on AWS. Apache-2

• GitHub (👨‍💻 53 · 🔀 210 · 📥 19K · 📋 280 - 11% open · ⏱️ 22.12.2020):

  git clone https://github.com/awslabs/aws-data-wrangler

• PyPi (📥 490K / month · ⏱️ 22.12.2020):

  pip install awswrangler

cx-Oracle (🥉26 · ⭐ 690) - Python interface to Oracle Database conforming to the Python DB API.. BSD-3

• GitHub (👨‍💻 16 · 🔀 240 · 📋 490 - 6% open · ⏱️ 21.12.2020):

  git clone https://github.com/oracle/python-cx_Oracle

• PyPi (📥 1M / month · 📦 140 · ⏱️ 08.12.2020):

  pip install cx-Oracle

cloudant (🥉26 · ⭐ 160) - A Python library for Cloudant and CouchDB. Apache-2

• GitHub (👨‍💻 27 · 🔀 45 · 📦 1.2K · 📋 280 - 13% open · ⏱️ 25.11.2020):

  git clone https://github.com/cloudant/python-cloudant

• PyPi (📥 42K / month · 📦 530 · ⏱️ 18.08.2020):

  pip install cloudant

• Conda (📥 71K · ⏱️ 18.05.2019):

  conda install -c conda-forge cloudant

Pony (🥉25 · ⭐ 2.4K) - Pony Object Relational Mapper. Apache-2

• GitHub (👨‍💻 20 · 🔀 190 · 📦 1.6K · 📋 530 - 44% open · ⏱️ 23.11.2020):

  git clone https://github.com/ponyorm/pony

• PyPi (📥 21K / month · 📦 540 · ⏱️ 23.11.2020):

  pip install pony

• Conda (📥 43K · ⏱️ 23.11.2020):

  conda install -c conda-forge pony

neo4j-driver (🥉24 · ⭐ 580) - Neo4j Bolt driver for Python. Apache-2

• GitHub (👨‍💻 26 · 🔀 130 · 📋 170 - 2% open · ⏱️ 18.12.2020):

  git clone https://github.com/neo4j/neo4j-python-driver

• PyPi (📥 72K / month · 📦 380 · ⏱️ 21.12.2020):

  pip install neo4j-driver

HappyBase (🥉24 · ⭐ 550 · 💤) - A developer-friendly Python library to interact with Apache HBase. MIT

• GitHub (👨‍💻 19 · 🔀 150 · 📦 450 · 📋 210 - 13% open · ⏱️ 09.04.2020):

  git clone https://github.com/python-happybase/happybase

• PyPi (📥 40K / month · 📦 420 · ⏱️ 03.04.2017):

  pip install happybase

• Conda (📥 47K · ⏱️ 01.07.2019):

  conda install -c conda-forge happybase

Queries (🥉20 · ⭐ 230 · ➕) - PostgreSQL database access simplified. BSD-3

• GitHub (👨‍💻 11 · 🔀 27 · 📦 83 · 📋 15 - 20% open · ⏱️ 07.08.2020):

  git clone https://github.com/gmr/queries

• PyPi (📥 840 / month · 📦 25 · ⏱️ 09.03.2020):

  pip install queries

PugSQL (🥉18 · ⭐ 400) - A HugSQL-inspired database library for Python. Apache-2

• GitHub (👨‍💻 10 · 🔀 13 · 📋 32 - 40% open · ⏱️ 13.09.2020):

  git clone https://github.com/mcfunley/pugsql

• PyPi (📥 1.9K / month · 📦 1 · ⏱️ 13.09.2020):

  pip install pugsql

Show 8 hidden projects...

• psycopg2 (🥇35 · ⭐ 2K) - PostgreSQL database adapter for the Python programming.. ❗️BSD-3-Clause-Attribution
• mysqlclient (🥈30 · ⭐ 1.8K) - MySQL database connector for Python (with Python 3 support). ❗️GPL-2.0
• mongo-connector (🥉24 · ⭐ 1.8K · 💀) - MongoDB data stream pipeline tools by YouGov (adopted from.. Apache-2
• pyhdb (🥉23 · ⭐ 290 · 💀) - SAP HANA Connector in pure Python. Apache-2
• filedepot (🥉21 · ⭐ 120) - Toolkit for storing files and attachments in web applications. MIT
• db.py (🥉20 · ⭐ 1.2K · 💀) - db.py is an easier way to interact with your databases. BSD-2
• lazydata (🥉16 · ⭐ 620 · 💀) - Lazydata: Scalable data dependencies for Python projects. Apache-2
• SuperSQLite (🥉15 · ⭐ 660 · 💀) - A supercharged SQLite library for Python. MIT

System Monitoring & Profiling

Libraries to monitor, collect, and visualize system metrics (e.g., memory, CPU, GPU).

psutil (🥇36 · ⭐ 6.9K) - Cross-platform lib for process and system monitoring in Python. BSD-3

• GitHub (👨‍💻 150 · 🔀 1.1K · 📦 68K · 📋 1.4K - 14% open · ⏱️ 24.12.2020):

  git clone https://github.com/giampaolo/psutil

• PyPi (📥 12M / month · 📦 25K · ⏱️ 19.12.2020):

  pip install psutil

• Conda (📥 5.2M · ⏱️ 19.12.2020):

  conda install -c conda-forge psutil

memory-profiler (🥈27 · ⭐ 2.7K) - Monitor Memory usage of Python code. BSD-3

• GitHub (👨‍💻 83 · 🔀 290 · 📋 180 - 45% open · ⏱️ 03.12.2020):

  git clone https://github.com/pythonprofilers/memory_profiler

• PyPi (📥 140K / month · 📦 530 · ⏱️ 16.08.2018):

  pip install memory_profiler

Yappi (🥈27 · ⭐ 540) - Yet Another Python Profiler, but this time thread&coroutine&greenlet aware. MIT

• GitHub (👨‍💻 21 · 🔀 38 · 📦 350 · 📋 39 - 25% open · ⏱️ 09.12.2020):

  git clone https://github.com/sumerc/yappi

• PyPi (📥 110K / month · 📦 640 · ⏱️ 27.11.2020):

  pip install yappi

• Conda (📥 58K · ⏱️ 28.11.2020):

  conda install -c conda-forge yappi

py-spy (🥈26 · ⭐ 6.3K) - Sampling profiler for Python programs. MIT

• GitHub (👨‍💻 19 · 🔀 220 · 📥 4K · 📦 490 · 📋 180 - 28% open · ⏱️ 20.11.2020):

  git clone https://github.com/benfred/py-spy

• PyPi (📥 220K / month · 📦 25 · ⏱️ 22.06.2020):

  pip install py-spy

pyinstrument (🥈26 · ⭐ 2.4K) - Call stack profiler for Python. Shows you why your code is slow!. BSD-3

• GitHub (👨‍💻 21 · 🔀 90 · 📦 200 · 📋 69 - 26% open · ⏱️ 17.12.2020):

  git clone https://github.com/joerick/pyinstrument

• PyPi (📥 57K / month · 📦 140 · ⏱️ 09.09.2020):

  pip install pyinstrument

• Conda (📥 60K · ⏱️ 17.12.2020):

  conda install -c conda-forge pyinstrument

gpustat (🥈26 · ⭐ 2.2K · 💤) - A simple command-line utility for querying and monitoring GPU status. MIT

• GitHub (👨‍💻 10 · 🔀 180 · 📦 530 · 📋 62 - 29% open · ⏱️ 19.05.2020):

  git clone https://github.com/wookayin/gpustat

• PyPi (📥 140K / month · 📦 58 · ⏱️ 22.07.2019):

  pip install gpustat

• Conda (📥 5.6K · ⏱️ 24.11.2020):

  conda install -c conda-forge gpustat

Scalene (🥉22 · ⭐ 3K) - Scalene: a high-performance, high-precision CPU and memory profiler.. Apache-2

• GitHub (👨‍💻 15 · 🔀 110 · 📦 18 · 📋 69 - 24% open · ⏱️ 26.12.2020):

  git clone https://github.com/emeryberger/scalene

• PyPi (📥 1.7K / month · ⏱️ 09.12.2020):

  pip install scalene

Profiling (🥉20 · ⭐ 3K) - Was an interactive continuous Python profiler. BSD-3

• GitHub (👨‍💻 18 · 🔀 110 · 📦 29 · 📋 35 - 42% open · ⏱️ 24.08.2020):

  git clone https://github.com/what-studio/profiling

• PyPi (📥 3K / month · 📦 5 · ⏱️ 28.06.2017):

  pip install profiling

Show 4 hidden projects...

• Glances (🥇29 · ⭐ 17K) - Glances an Eye on your system. A top/htop alternative for.. ❗️LGPL-3.0
• Diamond (🥈26 · ⭐ 1.6K · 💀) - Diamond is a python daemon that collects system metrics and.. MIT
• line_profiler (🥉25 · ⭐ 3.5K · 💀) - (OLD REPO) Line-by-line profiling for Python - Current repo.. BSD-3
• GPUtil (🥉23 · ⭐ 660 · 💀) - A Python module for getting the GPU status from NVIDA GPUs using.. MIT

Others

SymPy (🥇36 · ⭐ 7.7K) - A computer algebra system written in pure Python. BSD-3

• GitHub (👨‍💻 1K · 🔀 3.2K · 📥 410K · 📦 27K · 📋 11K - 35% open · ⏱️ 26.12.2020):

  git clone https://github.com/sympy/sympy

• PyPi (📥 600K / month · 📦 6.4K · ⏱️ 12.12.2020):

  pip install sympy

• Conda (📥 1.2M · ⏱️ 13.12.2020):

  conda install -c conda-forge sympy

imbalanced-learn (🥇30 · ⭐ 4.9K) - A Python Package to Tackle the Curse of Imbalanced.. MIT

• GitHub (👨‍💻 51 · 🔀 1K · 📦 3.6K · 📋 450 - 10% open · ⏱️ 03.11.2020):

  git clone https://github.com/scikit-learn-contrib/imbalanced-learn

• PyPi (📥 780K / month · 📦 280 · ⏱️ 09.06.2020):

  pip install imbalanced-learn

• Conda (📥 100K · ⏱️ 14.06.2020):

  conda install -c conda-forge imbalanced-learn

MLxtend (🥇30 · ⭐ 3.3K) - A library of extension and helper modules for Python's data.. BSD-3

• GitHub (👨‍💻 79 · 🔀 680 · 📦 2.3K · 📋 360 - 27% open · ⏱️ 26.12.2020):

  git clone https://github.com/rasbt/mlxtend

• PyPi (📥 250K / month · 📦 95 · ⏱️ 26.11.2020):

  pip install mlxtend

• Conda (📥 150K · ⏱️ 26.11.2020):

  conda install -c conda-forge mlxtend

PyOD (🥇28 · ⭐ 3.9K) - A Python Toolbox for Scalable Outlier Detection (Anomaly Detection). BSD-2

• GitHub (👨‍💻 20 · 🔀 810 · 📦 430 · 📋 180 - 55% open · ⏱️ 23.12.2020):

  git clone https://github.com/yzhao062/pyod

• PyPi (📥 96K / month · 📦 6 · ⏱️ 23.12.2020):

  pip install pyod

Cython BLIS (🥇28 · ⭐ 160) - Fast matrix-multiplication as a self-contained Python library no.. BSD-3

• GitHub (👨‍💻 9 · 🔀 22 · 📦 7.4K · 📋 21 - 28% open · ⏱️ 07.12.2020):

  git clone https://github.com/explosion/cython-blis

• PyPi (📥 810K / month · 📦 390 · ⏱️ 07.12.2020):

  pip install blis

• Conda (📥 380K · ⏱️ 07.12.2020):

  conda install -c conda-forge cython-blis

hdbscan (🥈27 · ⭐ 1.8K · ➕) - A high performance implementation of HDBSCAN clustering. BSD-3

• GitHub (👨‍💻 63 · 🔀 330 · 📦 690 · 📋 350 - 60% open · ⏱️ 17.12.2020):

  git clone https://github.com/scikit-learn-contrib/hdbscan

• PyPi (📥 140K / month · 📦 120 · ⏱️ 19.03.2020):

  pip install hdbscan

• Conda (📥 500K · ⏱️ 02.11.2020):

  conda install -c conda-forge hdbscan

pyopencl (🥈27 · ⭐ 760 · ➕) - OpenCL integration for Python, plus shiny features. MIT

• GitHub (👨‍💻 82 · 🔀 200 · 📦 430 · 📋 260 - 19% open · ⏱️ 20.12.2020):

  git clone https://github.com/inducer/pyopencl

• PyPi (📥 6.1K / month · 📦 240 · ⏱️ 20.11.2020):

  pip install pyopencl

• Conda (📥 290K · ⏱️ 20.11.2020):

  conda install -c conda-forge pyopencl

Streamlit (🥈26 · ⭐ 12K) - Streamlit The fastest way to build data apps in Python. Apache-2

• GitHub (👨‍💻 82 · 🔀 1K · 📦 41 · 📋 1.4K - 35% open · ⏱️ 24.12.2020):

  git clone https://github.com/streamlit/streamlit

• PyPi (📥 120K / month · 📦 34 · ⏱️ 21.12.2020):

  pip install streamlit

carla (🥈26 · ⭐ 5.4K · ➕) - Open-source simulator for autonomous driving research.