https://github.com/ml-tooling/best-of-ml-python
🏆 A ranked list of awesome machine learning Python libraries. Updated weekly.
This curated list contains 820 awesome open-source projects with a total of 2.6M 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!
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🥇 🥈 🥉 Combined project-quality score⭐️ Star count from GitHub🐣 New project (less than 6 months old) 💤 Inactive project (6 months no activity) 💀 Dead project (12 months no activity) 📈 📉 Project is trending up or down➕ Project was recently added❗️ Warning (e.g. missing/risky license) 👨💻 Contributors count from GitHub🔀 Fork count from GitHub📋 Issue count from GitHub⏱️ Last update timestamp on package manager📥 Download count from package manager📦 Number of dependent projects
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 · 📦 120K · 📋 30K - 14% open · ⏱️ 12.01.2021):
git clone https://github.com/tensorflow/tensorflow
PyPi (📥 5.3M / month · 📦 23K · ⏱️ 14.12.2020):
pip install tensorflow
Conda (📥 2.3M · ⏱️ 15.07.2020):
conda install -c conda-forge tensorflow
Docker Hub (📥 47M · ⭐ 1.8K · ⏱️ 12.01.2021):
docker pull tensorflow/tensorflow
scikit-learn 🥇 41 · ⭐ 44K) - scikit-learn: machine learning in Python. BSD-3
GitHub (👨💻 2.1K · 🔀 21K · 📥 630 · 📦 180K · 📋 8.9K - 26% open · ⏱️ 12.01.2021):
git clone https://github.com/scikit-learn/scikit-learn
PyPi (📥 10M / month · 📦 38K · ⏱️ 22.12.2020):
pip install scikit-learn
Conda (📥 6.3M · ⏱️ 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 (👨💻 2.5K · 🔀 12K · 📦 58K · 📋 20K - 36% open · ⏱️ 12.01.2021):
git clone https://github.com/pytorch/pytorch
PyPi (📥 1.7M / month · 📦 6.7K · ⏱️ 10.12.2020):
pip install torch
Conda (📥 9.7M · ⏱️ 10.12.2020):
conda install -c pytorch pytorch
PySpark 🥇 38 · ⭐ 29K) - Apache Spark Python API. Apache-2
GitHub (👨💻 2.4K · 🔀 23K · 📦 540 · ⏱️ 12.01.2021):
git clone https://github.com/apache/spark
PyPi (📥 6.6M / month · 📦 760 · ⏱️ 07.09.2020):
pip install pyspark
Conda (📥 870K · ⏱️ 07.09.2020):
conda install -c conda-forge pyspark
StatsModels 🥇 36 · ⭐ 5.9K) - Statsmodels: statistical modeling and econometrics in Python. BSD-3
GitHub (👨💻 300 · 🔀 2.1K · 📥 25 · 📦 36K · 📋 4.3K - 47% open · ⏱️ 12.01.2021):
git clone https://github.com/statsmodels/statsmodels
PyPi (📥 1.9M / month · 📦 6.7K · ⏱️ 29.10.2020):
pip install statsmodels
Conda (📥 3.1M · ⏱️ 12.01.2021):
conda install -c conda-forge statsmodels
Keras 🥇 35 · ⭐ 51K) - Deep Learning for humans. MIT
GitHub (👨💻 900 · 🔀 19K · 📋 10K - 30% open · ⏱️ 11.01.2021):
git clone https://github.com/keras-team/keras
PyPi (📥 1.9M / 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 · 🔀 7.9K · 📥 1.9K · 📦 13K · 📋 3.9K - 6% open · ⏱️ 12.01.2021):
git clone https://github.com/dmlc/xgboost
PyPi (📥 2.5M / 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, GBRT,.. MIT
GitHub (👨💻 200 · 🔀 3.2K · 📥 85K · 📦 5.3K · 📋 2K - 4% open · ⏱️ 11.01.2021):
git clone https://github.com/microsoft/LightGBM
PyPi (📥 1.4M / month · 📦 560 · ⏱️ 08.12.2020):
pip install lightgbm
Conda (📥 460K · ⏱️ 08.12.2020):
conda install -c conda-forge lightgbm
MXNet 🥈 34 · ⭐ 19K) - Lightweight, Portable, Flexible Distributed/Mobile Deep Learning.. Apache-2
GitHub (👨💻 950 · 🔀 6.8K · 📥 23K · 📦 1.7K · 📋 9.4K - 19% open · ⏱️ 12.01.2021):
git clone https://github.com/apache/incubator-mxnet
PyPi (📥 150K / month · 📦 440 · ⏱️ 28.08.2020):
pip install mxnet
Conda (📥 5.7K · ⏱️ 29.02.2020):
conda install -c anaconda mxnet
Theano 🥈 34 · ⭐ 9.3K) - Theano is a Python library that allows you to define, optimize, and.. BSD-3
GitHub (👨💻 380 · 🔀 2.5K · 📦 10K · 📋 2.8K - 24% open · ⏱️ 05.09.2020):
git clone https://github.com/Theano/Theano
PyPi (📥 200K / month · 📦 5.5K · ⏱️ 27.07.2020):
pip install theano
Conda (📥 1.3M · ⏱️ 01.11.2020):
conda install -c conda-forge theano
pytorch-lightning 🥈 33 · ⭐ 11K) - The lightweight PyTorch wrapper for high-performance.. Apache-2
GitHub (👨💻 360 · 🔀 1.3K · 📥 34 · 📦 1.6K · 📋 2.7K - 12% open · ⏱️ 12.01.2021):
git clone https://github.com/PyTorchLightning/pytorch-lightning
PyPi (📥 94K / month · 📦 14 · ⏱️ 06.01.2021):
pip install pytorch-lightning
Conda (📥 14K · ⏱️ 06.01.2021):
conda install -c conda-forge pytorch-lightning
Fastai 🥈 32 · ⭐ 20K) - The fastai deep learning library. Apache-2
GitHub (👨💻 470 · 🔀 6.9K · 📋 1.3K - 4% open · ⏱️ 12.01.2021):
git clone https://github.com/fastai/fastai
PyPi (📥 140K / month · 📦 370 · ⏱️ 07.01.2021):
pip install fastai
jax 🥈 32 · ⭐ 11K) - Composable transformations of Python+NumPy programs: differentiate,.. Apache-2
GitHub (👨💻 240 · 🔀 930 · 📦 980 · 📋 2.1K - 34% open · ⏱️ 12.01.2021):
git clone https://github.com/google/jax
PyPi (📥 84K / month · 📦 46 · ⏱️ 12.01.2021):
pip install jax
Conda (📥 67K · ⏱️ 14.10.2020):
conda install -c conda-forge jaxlib
Thinc 🥈 32 · ⭐ 2.1K) - A refreshing functional take on deep learning, compatible with your favorite.. MIT
GitHub (👨💻 36 · 🔀 200 · 📦 11K · 📋 98 - 17% open · ⏱️ 05.01.2021):
git clone https://github.com/explosion/thinc
PyPi (📥 830K / month · 📦 1.1K · ⏱️ 16.12.2020):
pip install thinc
Conda (📥 840K · ⏱️ 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 (👨💻 720 · 🔀 860 · 📥 47K · 📋 1.3K - 22% open · ⏱️ 12.01.2021):
git clone https://github.com/catboost/catboost
PyPi (📥 760K / month · 📦 160 · ⏱️ 27.12.2020):
pip install catboost
Conda (📥 550K · ⏱️ 29.12.2020):
conda install -c conda-forge catboost
Chainer 🥈 31 · ⭐ 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 (📥 18K / month · 📦 740 · ⏱️ 30.07.2020):
pip install chainer
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 (📥 12K / 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 · 📦 91 · 📋 1K - 15% open · ⏱️ 11.01.2021):
git clone https://github.com/VowpalWabbit/vowpal_wabbit
PyPi (📥 19K / month · 📦 16 · ⏱️ 12.11.2020):
pip install vowpalwabbit
PaddlePaddle 🥈 29 · ⭐ 14K) - PArallel Distributed Deep LEarning: Machine Learning.. Apache-2
GitHub (👨💻 490 · 🔀 3.4K · 📥 15K · 📦 26 · 📋 13K - 18% open · ⏱️ 12.01.2021):
git clone https://github.com/PaddlePaddle/Paddle
PyPi (📥 6.8K / month · 📦 16 · ⏱️ 14.12.2020):
pip install paddlepaddle
Turi Create 🥈 29 · ⭐ 10K) - Turi Create simplifies the development of custom machine learning.. BSD-3
GitHub (👨💻 81 · 🔀 1.1K · 📥 3.5K · 📦 220 · 📋 1.7K - 27% open · ⏱️ 13.10.2020):
git clone https://github.com/apple/turicreate
PyPi (📥 12K / month · 📦 34 · ⏱️ 30.09.2020):
pip install turicreate
tensorpack 🥈 29 · ⭐ 5.9K) - A Neural Net Training Interface on TensorFlow, with focus.. Apache-2
GitHub (👨💻 55 · 🔀 1.7K · 📥 96 · 📦 660 · 📋 1.3K - 0% open · ⏱️ 01.11.2020):
git clone https://github.com/tensorpack/tensorpack
PyPi (📥 91K / month · 📦 76 · ⏱️ 24.04.2020):
pip install tensorpack
Sonnet 🥉 28 · ⭐ 8.7K) - TensorFlow-based neural network library. Apache-2
GitHub (👨💻 48 · 🔀 1.2K · 📦 480 · 📋 150 - 10% open · ⏱️ 08.10.2020):
git clone https://github.com/deepmind/sonnet
PyPi (📥 59K / month · 📦 82 · ⏱️ 27.03.2020):
pip install dm-sonnet
Conda (📥 6.9K · ⏱️ 14.11.2020):
conda install -c conda-forge sonnet
Flax 🥉 28 · ⭐ 1.4K) - Flax is a neural network ecosystem for JAX that is designed for.. Apache-2 jax
GitHub (👨💻 69 · 🔀 150 · 📥 20 · 📦 83 · 📋 220 - 51% open · ⏱️ 12.01.2021):
git clone https://github.com/google/flax
PyPi (📥 67K / 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 (📥 1.1K / 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 · 📦 250 · 📋 360 - 13% open · ⏱️ 25.12.2020):
git clone https://github.com/skorch-dev/skorch
PyPi (📥 6.2K / 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 · 📦 690 · 📋 680 - 14% open · ⏱️ 11.01.2021):
git clone https://github.com/pytorch/ignite
PyPi (📥 31K / month · 📦 62 · ⏱️ 12.01.2021):
pip install pytorch-ignite
Conda (📥 51K · ⏱️ 20.09.2020):
conda install -c pytorch ignite
dyNET 🥉 27 · ⭐ 3.2K) - DyNet: The Dynamic Neural Network Toolkit. Apache-2
GitHub (👨💻 160 · 🔀 690 · 📥 1.3K · 📦 160 · 📋 920 - 27% open · ⏱️ 22.10.2020):
git clone https://github.com/clab/dynet
PyPi (📥 4.8K / month · 📦 38 · ⏱️ 21.10.2020):
pip install dyNET
Ludwig 🥉 26 · ⭐ 7.4K) - Ludwig is a toolbox that allows to train and evaluate deep.. Apache-2
GitHub (👨💻 86 · 🔀 880 · 📦 74 · 📋 520 - 21% open · ⏱️ 30.12.2020):
git clone https://github.com/ludwig-ai/ludwig
PyPi (📥 1.2K / month · 📦 12 · ⏱️ 16.11.2020):
pip install ludwig
mlpack 🥉 26 · ⭐ 3.5K) - mlpack: a scalable C++ machine learning library --. BSD-3
GitHub (👨💻 260 · 🔀 1.3K · 📋 1.3K - 11% open · ⏱️ 12.01.2021):
git clone https://github.com/mlpack/mlpack
PyPi (📥 240 / month · ⏱️ 28.10.2020):
pip install mlpack
Conda (📥 62K · ⏱️ 29.10.2020):
conda install -c conda-forge mlpack
Neural Network Libraries 🥉 25 · ⭐ 2.4K) - Neural Network Libraries. Apache-2
GitHub (👨💻 55 · 🔀 300 · 📥 520 · 📋 53 - 66% open · ⏱️ 29.12.2020):
git clone https://github.com/sony/nnabla
PyPi (📥 2.9K / month · 📦 34 · ⏱️ 24.12.2020):
pip install nnabla
tensorflow-upstream 🥉 25 · ⭐ 530 · ➕ ) - TensorFlow ROCm port. Apache-2
GitHub (👨💻 3.5K · 🔀 62 · 📥 16 · 📋 280 - 19% open · ⏱️ 12.01.2021):
git clone https://github.com/ROCmSoftwarePlatform/tensorflow-upstream
PyPi (📥 2.2K / month · ⏱️ 22.12.2020):
pip install tensorflow-rocm
einops 🥉 24 · ⭐ 2.1K) - Deep learning operations reinvented (for pytorch, tensorflow, jax and.. MIT
GitHub (👨💻 10 · 🔀 68 · 📦 180 · 📋 61 - 36% open · ⏱️ 09.01.2021):
git clone https://github.com/arogozhnikov/einops
PyPi (📥 11K / month · 📦 10 · ⏱️ 08.09.2020):
pip install einops
Conda (📥 3.5K · ⏱️ 15.10.2020):
conda install -c conda-forge einops
ktrain 🥉 24 · ⭐ 710) - ktrain is a Python library that makes deep learning and AI more.. Apache-2
GitHub (👨💻 12 · 🔀 170 · 📦 110 · 📋 290 - 2% open · ⏱️ 26.12.2020):
git clone https://github.com/amaiya/ktrain
PyPi (📥 5.7K / month · 📦 1 · ⏱️ 05.12.2020):
pip install ktrain
xLearn 🥉 23 · ⭐ 2.8K · 💤 ) - High performance, easy-to-use, and scalable machine learning (ML).. Apache-2
GitHub (👨💻 30 · 🔀 480 · 📥 2.2K · 📦 39 · 📋 280 - 62% open · ⏱️ 03.03.2020):
git clone https://github.com/aksnzhy/xlearn
PyPi (📥 7K / month · 📦 1 · ⏱️ 04.12.2018):
pip install xlearn
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 (📥 90K · ⏱️ 25.06.2018):
conda install -c conda-forge shogun
Docker Hub (📥 1.4K · ⭐ 1 · ⏱️ 31.01.2019):
docker pull shogun/shogun
fklearn 🥉 22 · ⭐ 1.3K · ➕ ) - fklearn: Functional Machine Learning. Apache-2
GitHub (👨💻 35 · 🔀 150 · 📦 9 · 📋 38 - 50% open · ⏱️ 20.11.2020):
git clone https://github.com/nubank/fklearn
PyPi (📥 5.4K / month · ⏱️ 02.10.2020):
pip install fklearn
mace 🥉 21 · ⭐ 4.3K) - MACE is a deep learning inference framework optimized for mobile.. Apache-2 Neural Tangents 🥉 21 · ⭐ 1.3K) - Fast and Easy Infinite Neural Networks in Python. Apache-2
GitHub (👨💻 16 · 🔀 140 · 📥 79 · 📦 12 · 📋 74 - 33% open · ⏱️ 06.01.2021):
git clone https://github.com/google/neural-tangents
PyPi (📥 510 / month · ⏱️ 18.11.2020):
pip install neural-tangents
ThunderSVM 🥉 20 · ⭐ 1.3K) - 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 (📥 370 / month · ⏱️ 13.03.2020):
pip install thundersvm
Haiku 🥉 20 · ⭐ 900) - JAX-based neural network library. Apache-2 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 (📥 220 / month · 📦 3 · ⏱️ 31.01.2020):
pip install torchbearer
ThunderGBM 🥉 16 · ⭐ 580) - ThunderGBM: Fast GBDTs and Random Forests on GPUs. Apache-2
GitHub (👨💻 10 · 🔀 71 · 📋 46 - 43% open · ⏱️ 05.01.2021):
git clone https://github.com/Xtra-Computing/thundergbm
PyPi (📥 120 / month · ⏱️ 01.05.2020):
pip install thundergbm
NeoML 🥉 13 · ⭐ 550) - Machine learning framework for both deep learning and traditional.. Apache-2 Show 8 hidden projects...
dlib 🥈 33 · ⭐ 9.8K) - A toolkit for making real world machine learning and data analysis.. ❗️BSL-1.0 NuPIC 🥉 25 · ⭐ 6.2K · 💀 ) - Numenta Platform for Intelligent Computing is an implementation.. ❗️AGPL-3.0 Lasagne 🥉 24 · ⭐ 3.8K · 💀 ) - Lightweight library to build and train neural networks in Theano. MIT neon 🥉 23 · ⭐ 3.9K · 💀 ) - Intel Nervana reference deep learning framework committed to best.. Apache-2 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 building.. MIT elegy 🥉 16 · ⭐ 150) - Elegy is a Neural Networks framework based on Jax and inspired.. Apache-2 jaxStarSpace 🥉 13 · ⭐ 3.5K · 💀 ) - Learning embeddings for classification, retrieval and ranking. MIT
General-purpose and task-specific data visualization libraries.
Matplotlib 🥇 41 · ⭐ 13K · 📈 ) - matplotlib: plotting with Python. Python-2.0
GitHub (👨💻 1.2K · 🔀 5.6K · 📦 310K · 📋 7.6K - 21% open · ⏱️ 12.01.2021):
git clone https://github.com/matplotlib/matplotlib
PyPi (📥 9.2M / month · 📦 79K · ⏱️ 12.11.2020):
pip install matplotlib
Conda (📥 7.7M · ⏱️ 18.11.2020):
conda install -c conda-forge matplotlib
Plotly 🥇 35 · ⭐ 8.6K) - The interactive graphing library for Python (includes Plotly Express). MIT
GitHub (👨💻 160 · 🔀 1.7K · 📦 5 · 📋 1.8K - 42% open · ⏱️ 12.01.2021):
git clone https://github.com/plotly/plotly.py
PyPi (📥 2.7M / month · 📦 5K · ⏱️ 12.01.2021):
pip install plotly
Conda (📥 1.1M · ⏱️ 12.01.2021):
conda install -c conda-forge plotly
NPM (📥 26K / month · 📦 4 · ⏱️ 12.01.2021):
npm install plotlywidget
Seaborn 🥇 35 · ⭐ 8K) - Statistical data visualization using matplotlib. BSD-3
GitHub (👨💻 140 · 🔀 1.4K · 📥 110 · 📦 77K · 📋 1.7K - 4% open · ⏱️ 10.01.2021):
git clone https://github.com/mwaskom/seaborn
PyPi (📥 1.9M / month · 📦 13K · ⏱️ 20.12.2020):
pip install seaborn
Conda (📥 1.9M · ⏱️ 21.12.2020):
conda install -c conda-forge seaborn
dash 🥇 34 · ⭐ 14K) - Analytical Web Apps for Python, R, Julia, and Jupyter. No JavaScript Required. MIT
GitHub (👨💻 70 · 🔀 1.4K · 📦 16K · 📋 950 - 42% open · ⏱️ 07.01.2021):
git clone https://github.com/plotly/dash
PyPi (📥 220K / month · 📦 1.6K · ⏱️ 09.12.2020):
pip install dash
Conda (📥 210K · ⏱️ 11.12.2020):
conda install -c conda-forge dash
Bokeh 🥇 33 · ⭐ 15K) - Interactive Data Visualization in the browser, from Python. BSD-3
GitHub (👨💻 540 · 🔀 3.6K · 📦 30K · 📋 6.3K - 9% open · ⏱️ 11.01.2021):
git clone https://github.com/bokeh/bokeh
PyPi (📥 1M / month · 📦 5.9K · ⏱️ 11.01.2021):
pip install bokeh
Conda (📥 3.6M · ⏱️ 23.11.2020):
conda install -c conda-forge bokeh
pyecharts 🥈 31 · ⭐ 10K) - Python Echarts Plotting Library. MIT
GitHub (👨💻 29 · 🔀 2.3K · 📦 1.4K · 📋 1.4K - 1% open · ⏱️ 23.12.2020):
git clone https://github.com/pyecharts/pyecharts
PyPi (📥 35K / month · 📦 280 · ⏱️ 29.10.2020):
pip install pyecharts
wordcloud 🥈 31 · ⭐ 7.8K) - A little word cloud generator in Python. MIT
GitHub (👨💻 58 · 🔀 2K · 📦 8.4K · 📋 430 - 20% open · ⏱️ 11.11.2020):
git clone https://github.com/amueller/word_cloud
PyPi (📥 230K / month · 📦 1.1K · ⏱️ 11.11.2020):
pip install wordcloud
Conda (📥 180K · ⏱️ 16.11.2020):
conda install -c conda-forge wordcloud
Altair 🥈 31 · ⭐ 6.3K) - Declarative statistical visualization library for Python. BSD-3
GitHub (👨💻 120 · 🔀 560 · 📦 7.2K · 📋 1.5K - 18% open · ⏱️ 12.01.2021):
git clone https://github.com/altair-viz/altair
PyPi (📥 650K / month · 📦 370 · ⏱️ 01.04.2020):
pip install altair
Conda (📥 580K · ⏱️ 01.04.2020):
conda install -c conda-forge altair
bqplot 🥈 30 · ⭐ 3K) - Plotting library for IPython/Jupyter notebooks. Apache-2
GitHub (👨💻 51 · 🔀 400 · 📦 1.2K · 📋 500 - 37% open · ⏱️ 08.01.2021):
git clone https://github.com/bqplot/bqplot
PyPi (📥 11K / month · 📦 110 · ⏱️ 08.01.2021):
pip install bqplot
Conda (📥 450K · ⏱️ 08.01.2021):
conda install -c conda-forge bqplot
NPM (📥 120K / month · 📦 10 · ⏱️ 05.11.2020):
npm install bqplot
pandas-profiling 🥈 29 · ⭐ 6.6K) - Create HTML profiling reports from pandas DataFrame.. MIT
GitHub (👨💻 65 · 🔀 980 · 📦 2.8K · 📋 410 - 13% open · ⏱️ 12.01.2021):
git clone https://github.com/pandas-profiling/pandas-profiling
PyPi (📥 200K / month · 📦 160 · ⏱️ 03.09.2020):
pip install pandas-profiling
Conda (📥 96K · ⏱️ 09.01.2021):
conda install -c conda-forge pandas-profiling
UMAP 🥈 29 · ⭐ 4.4K · 📈 ) - Uniform Manifold Approximation and Projection. BSD-3
GitHub (👨💻 69 · 🔀 470 · 📋 420 - 48% open · ⏱️ 11.01.2021):
git clone https://github.com/lmcinnes/umap
PyPi (📥 130K / month · 📦 230 · ⏱️ 11.01.2021):
pip install umap-learn
PyQtGraph 🥈 29 · ⭐ 2.3K) - Fast data visualization and GUI tools for scientific / engineering.. MIT
GitHub (👨💻 180 · 🔀 790 · 📋 720 - 39% open · ⏱️ 06.01.2021):
git clone https://github.com/pyqtgraph/pyqtgraph
PyPi (📥 27K / 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 (👨💻 100 · 🔀 300 · 📋 2.5K - 27% open · ⏱️ 12.01.2021):
git clone https://github.com/holoviz/holoviews
PyPi (📥 85K / month · 📦 170 · ⏱️ 27.12.2020):
pip install holoviews
Conda (📥 400K · ⏱️ 28.12.2020):
conda install -c conda-forge holoviews
NPM (📥 5.7K / month · ⏱️ 24.05.2020):
npm install @pyviz/jupyterlab_pyviz
Graphviz 🥈 29 · ⭐ 890) - Simple Python interface for Graphviz. MIT
GitHub (👨💻 15 · 🔀 140 · 📦 17K · 📋 100 - 4% open · ⏱️ 05.01.2021):
git clone https://github.com/xflr6/graphviz
PyPi (📥 2.4M / month · 📦 4.4K · ⏱️ 24.12.2020):
pip install graphviz
VisPy 🥈 28 · ⭐ 2.6K) - 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 (📥 13K / month · 📦 120 · ⏱️ 28.11.2020):
pip install vispy
Conda (📥 120K · ⏱️ 28.11.2020):
conda install -c conda-forge vispy
NPM (📥 130 / month · ⏱️ 15.03.2020):
npm install vispy
datashader 🥈 28 · ⭐ 2.4K) - Quickly and accurately render even the largest data. BSD-3
GitHub (👨💻 43 · 🔀 310 · 📦 550 · 📋 460 - 31% open · ⏱️ 07.01.2021):
git clone https://github.com/holoviz/datashader
PyPi (📥 11K / month · 📦 70 · ⏱️ 07.01.2021):
pip install datashader
Conda (📥 130K · ⏱️ 08.01.2021):
conda install -c conda-forge datashader
missingno 🥈 27 · ⭐ 2.6K) - Missing data visualization module for Python. MIT
GitHub (👨💻 15 · 🔀 330 · 📦 2.6K · 📋 100 - 14% open · ⏱️ 28.12.2020):
git clone https://github.com/ResidentMario/missingno
PyPi (📥 170K / month · 📦 76 · ⏱️ 29.06.2018):
pip install missingno
Conda (📥 68K · ⏱️ 15.02.2020):
conda install -c conda-forge missingno
data-validation 🥈 27 · ⭐ 500 · ➕ ) - Library for exploring and validating machine learning.. Apache-2
GitHub (👨💻 20 · 🔀 94 · 📥 190 · 📦 210 · 📋 110 - 33% open · ⏱️ 11.01.2021):
git clone https://github.com/tensorflow/data-validation
PyPi (📥 6.7M / month · 📦 18 · ⏱️ 17.12.2020):
pip install tensorflow-data-validation
Perspective 🥉 26 · ⭐ 3.1K) - Streaming pivot visualization via WebAssembly. Apache-2
GitHub (👨💻 61 · 🔀 340 · 📦 160 · 📋 370 - 19% open · ⏱️ 08.01.2021):
git clone https://github.com/finos/perspective
PyPi (📥 460 / month · 📦 4 · ⏱️ 15.10.2020):
pip install perspective-python
NPM (📥 940 / month · ⏱️ 08.01.2021):
npm install @finos/perspective-jupyterlab
Cufflinks 🥉 26 · ⭐ 2K) - Productivity Tools for Plotly + Pandas. MIT
GitHub (👨💻 37 · 🔀 500 · 📦 2.5K · 📋 200 - 39% open · ⏱️ 07.10.2020):
git clone https://github.com/santosjorge/cufflinks
PyPi (📥 49K / month · 📦 230 · ⏱️ 01.03.2020):
pip install cufflinks
PyVista 🥉 26 · ⭐ 650) - 3D plotting and mesh analysis through a streamlined interface for the.. MIT
GitHub (👨💻 48 · 🔀 130 · 📥 37 · 📦 230 · 📋 380 - 30% open · ⏱️ 11.01.2021):
git clone https://github.com/pyvista/pyvista
PyPi (📥 7.4K / month · 📦 26 · ⏱️ 10.12.2020):
pip install pyvista
Conda (📥 53K · ⏱️ 10.12.2020):
conda install -c conda-forge pyvista
HyperTools 🥉 25 · ⭐ 1.6K) - A Python toolbox for gaining geometric insights into high-dimensional.. MIT
GitHub (👨💻 21 · 🔀 150 · 📦 93 · 📋 190 - 36% open · ⏱️ 06.01.2021):
git clone https://github.com/ContextLab/hypertools
PyPi (📥 210 / month · 📦 9 · ⏱️ 02.10.2020):
pip install hypertools
hvPlot 🥉 25 · ⭐ 330) - A high-level plotting API for pandas, dask, xarray, and networkx built on.. BSD-3
GitHub (👨💻 22 · 🔀 49 · 📦 420 · 📋 310 - 31% open · ⏱️ 06.01.2021):
git clone https://github.com/holoviz/hvplot
PyPi (📥 45K / month · 📦 15 · ⏱️ 02.06.2020):
pip install hvplot
Conda (📥 57K · ⏱️ 06.01.2021):
conda install -c conda-forge hvplot
Chartify 🥉 24 · ⭐ 2.8K) - Python library that makes it easy for data scientists to create.. Apache-2
GitHub (👨💻 19 · 🔀 250 · 📦 52 · 📋 70 - 57% open · ⏱️ 02.11.2020):
git clone https://github.com/spotify/chartify
PyPi (📥 5.6K / month · 📦 5 · ⏱️ 02.11.2020):
pip install chartify
Conda (📥 12K · ⏱️ 07.11.2020):
conda install -c conda-forge chartify
pythreejs 🥉 24 · ⭐ 700) - A Jupyter - Three.js bridge. BSD-3
GitHub (👨💻 24 · 🔀 160 · 📦 15 · 📋 200 - 30% open · ⏱️ 09.10.2020):
git clone https://github.com/jupyter-widgets/pythreejs
PyPi (📥 5.8K / month · 📦 13 · ⏱️ 09.10.2020):
pip install pythreejs
Conda (📥 260K · ⏱️ 12.10.2020):
conda install -c conda-forge pythreejs
NPM (📥 4.1K / month · 📦 8 · ⏱️ 19.03.2020):
npm install jupyter-threejs
Facets Overview 🥉 23 · ⭐ 6.5K) - Visualizations for machine learning datasets. Apache-2
GitHub (👨💻 27 · 🔀 790 · 📦 37 · 📋 150 - 48% open · ⏱️ 27.10.2020):
git clone https://github.com/pair-code/facets
PyPi (📥 29K / month · ⏱️ 24.07.2019):
pip install facets-overview
Multicore-TSNE 🥉 23 · ⭐ 1.5K · ➕ ) - Parallel t-SNE implementation with Python and Torch.. BSD-3
GitHub (👨💻 15 · 🔀 190 · 📦 200 · 📋 53 - 62% open · ⏱️ 19.08.2020):
git clone https://github.com/DmitryUlyanov/Multicore-TSNE
PyPi (📥 2.9K / month · 📦 14 · ⏱️ 08.11.2017):
pip install MulticoreTSNE
Conda (📥 5.8K · ⏱️ 12.11.2018):
conda install -c conda-forge multicore-tsne
openTSNE 🥉 23 · ⭐ 740) - Extensible, parallel implementations of t-SNE. BSD-3
GitHub (👨💻 10 · 🔀 82 · 📦 170 · 📋 71 - 4% open · ⏱️ 08.01.2021):
git clone https://github.com/pavlin-policar/openTSNE
PyPi (📥 8.9K / month · 📦 4 · ⏱️ 08.01.2021):
pip install opentsne
Conda (📥 73K · ⏱️ 08.01.2021):
conda install -c conda-forge opentsne
PandasGUI 🥉 22 · ⭐ 2K) - A GUI for Pandas DataFrames. MIT
GitHub (👨💻 7 · 🔀 110 · 📦 29 · 📋 65 - 20% open · ⏱️ 11.01.2021):
git clone https://github.com/adamerose/pandasgui
PyPi (📥 1.8K / month · 📦 1 · ⏱️ 10.11.2020):
pip install pandasgui
Pandas-Bokeh 🥉 22 · ⭐ 600) - Bokeh Plotting Backend for Pandas and GeoPandas. MIT
GitHub (👨💻 11 · 🔀 75 · 📦 120 · 📋 72 - 29% open · ⏱️ 27.11.2020):
git clone https://github.com/PatrikHlobil/Pandas-Bokeh
PyPi (📥 6.1K / month · 📦 10 · ⏱️ 27.11.2020):
pip install pandas-bokeh
python-ternary 🥉 22 · ⭐ 380 · ➕ ) - Ternary plotting library for python with matplotlib. MIT
GitHub (👨💻 25 · 🔀 110 · 📥 14 · 📦 50 · 📋 100 - 23% open · ⏱️ 05.01.2021):
git clone https://github.com/marcharper/python-ternary
PyPi (📥 1K / month · 📦 10 · ⏱️ 10.05.2020):
pip install python-ternary
Conda (📥 47K · ⏱️ 10.05.2020):
conda install -c conda-forge python-ternary
vega 🥉 22 · ⭐ 290) - IPython/Jupyter notebook module for Vega and Vega-Lite. BSD-3
GitHub (👨💻 9 · 🔀 46 · 📋 87 - 9% open · ⏱️ 11.01.2021):
git clone https://github.com/vega/ipyvega
PyPi (📥 6K / month · 📦 150 · ⏱️ 15.05.2020):
pip install vega
Conda (📥 370K · ⏱️ 10.12.2020):
conda install -c conda-forge vega
joypy 🥉 21 · ⭐ 310 · ➕ ) - Joyplots in Python with matplotlib & pandas. MIT
GitHub (👨💻 5 · 🔀 32 · 📦 61 · 📋 38 - 10% open · ⏱️ 28.12.2020):
git clone https://github.com/sbebo/joypy
PyPi (📥 3.2K / month · 📦 6 · ⏱️ 28.12.2020):
pip install joypy
Conda (📥 7.8K · ⏱️ 28.12.2020):
conda install -c conda-forge joypy
HiPlot 🥉 19 · ⭐ 1.9K) - HiPlot makes understanding high dimensional data easy. MIT
GitHub (👨💻 6 · 🔀 88 · 📦 2 · 📋 47 - 12% open · ⏱️ 11.01.2021):
git clone https://github.com/facebookresearch/hiplot
PyPi (📥 2K / month · ⏱️ 23.12.2020):
pip install hiplot
Conda (📥 41K · ⏱️ 23.12.2020):
conda install -c conda-forge hiplot
Sweetviz 🥉 19 · ⭐ 1.2K) - Visualize and compare datasets, target values and associations, with one.. MIT
GitHub (👨💻 6 · 🔀 130 · 📋 64 - 32% open · ⏱️ 10.12.2020):
git clone https://github.com/fbdesignpro/sweetviz
PyPi (📥 7.8K / month · ⏱️ 10.12.2020):
pip install sweetviz
lets-plot 🥉 19 · ⭐ 470 · ➕ ) - An open-source plotting library for statistical data. MIT
GitHub (👨💻 14 · 🔀 16 · 📋 110 - 37% open · ⏱️ 12.01.2021):
git clone https://github.com/JetBrains/lets-plot
PyPi (📥 5.5K / month · ⏱️ 23.12.2020):
pip install lets-plot
animatplot 🥉 19 · ⭐ 350 · ➕ ) - A python package for animating plots build on matplotlib. MIT
GitHub (👨💻 7 · 🔀 33 · 📦 14 · 📋 31 - 51% open · ⏱️ 05.10.2020):
git clone https://github.com/t-makaro/animatplot
PyPi (📥 100 / month · 📦 1 · ⏱️ 05.10.2020):
pip install animatplot
Conda (📥 5K · ⏱️ 06.10.2020):
conda install -c conda-forge animatplot
AutoViz 🥉 19 · ⭐ 280) - Automatically Visualize any dataset, any size with a single line of.. Apache-2
GitHub (👨💻 10 · 🔀 54 · 📦 26 · 📋 19 - 15% open · ⏱️ 21.12.2020):
git clone https://github.com/AutoViML/AutoViz
PyPi (📥 960 / month · ⏱️ 10.12.2020):
pip install autoviz
PyWaffle 🥉 18 · ⭐ 380) - Make Waffle Charts in Python. MIT
GitHub (👨💻 6 · 🔀 60 · 📦 39 · 📋 12 - 16% open · ⏱️ 26.07.2020):
git clone https://github.com/gyli/PyWaffle
PyPi (📥 810 / month · ⏱️ 26.07.2020):
pip install pywaffle
nx-altair 🥉 13 · ⭐ 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 (📥 140 / month · 📦 2 · ⏱️ 02.06.2020):
pip install nx-altair
Show 6 hidden projects...
plotnine 🥈 28 · ⭐ 2.5K · ➕ ) - A grammar of graphics for Python. ❗️GPL-2.0 PDPbox 🥉 22 · ⭐ 520 · 💀 ) - python partial dependence plot toolbox. MIT pivottablejs 🥉 19 · ⭐ 410 · 💀 ) - Dragndrop Pivot Tables and Charts for Jupyter/IPython.. MIT ivis 🥉 18 · ⭐ 220 · ➕ ) - Dimensionality reduction in very large datasets using Siamese.. ❗️GPL-2.0 pdvega 🥉 16 · ⭐ 340 · 💀 ) - Interactive plotting for Pandas using Vega-Lite. MIT nptsne 🥉 14 · ⭐ 24) - nptsne is a numpy compatible python binary package that offers a number.. Apache-2
Libraries for processing, cleaning, manipulating, and analyzing text data as well as libraries for NLP tasks such as language detection, fuzzy matching, classification, seq2seq learning, conversational AI, keyword extraction, and translation.
spaCy 🥇 37 · ⭐ 18K) - Industrial-strength Natural Language Processing (NLP) with Python and Cython. MIT
GitHub (👨💻 540 · 🔀 3.2K · 📥 2.9K · 📦 20K · 📋 4.2K - 2% open · ⏱️ 08.01.2021):
git clone https://github.com/explosion/spaCy
PyPi (📥 880K / 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.. Apache-2
GitHub (👨💻 750 · 🔀 9.6K · 📥 1.2K · 📦 6.8K · 📋 5.6K - 9% open · ⏱️ 12.01.2021):
git clone https://github.com/huggingface/transformers
PyPi (📥 670K / month · 📦 130 · ⏱️ 17.12.2020):
pip install transformers
Conda (📥 14K · ⏱️ 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 (👨💻 390 · 🔀 2.4K · 📦 86K · 📋 1.5K - 16% open · ⏱️ 02.01.2021):
git clone https://github.com/nltk/nltk
PyPi (📥 4.6M / month · 📦 21K · ⏱️ 12.04.2020):
pip install nltk
Conda (📥 610K · ⏱️ 08.08.2019):
conda install -c conda-forge nltk
Rasa 🥇 32 · ⭐ 11K) - Open source machine learning framework to automate text- and voice-.. Apache-2
GitHub (👨💻 450 · 🔀 3.2K · 📋 4.9K - 11% open · ⏱️ 12.01.2021):
git clone https://github.com/RasaHQ/rasa
PyPi (📥 74K / month · 📦 64 · ⏱️ 08.01.2021):
pip install rasa
fairseq 🥇 31 · ⭐ 11K) - Facebook AI Research Sequence-to-Sequence Toolkit written in Python. MIT
GitHub (👨💻 280 · 🔀 2.7K · 📥 53 · 📦 270 · 📋 2.3K - 25% open · ⏱️ 12.01.2021):
git clone https://github.com/pytorch/fairseq
PyPi (📥 8.7K / month · 📦 20 · ⏱️ 05.01.2021):
pip install fairseq
ChatterBot 🥇 31 · ⭐ 11K) - ChatterBot is a machine learning, conversational dialog engine for.. BSD-3
GitHub (👨💻 100 · 🔀 3.6K · 📦 3.1K · 📋 1.4K - 14% open · ⏱️ 20.08.2020):
git clone https://github.com/gunthercox/ChatterBot
PyPi (📥 25K / month · 📦 680 · ⏱️ 22.08.2020):
pip install chatterbot
sentencepiece 🥇 31 · ⭐ 4.7K) - Unsupervised text tokenizer for Neural Network-based text.. Apache-2
GitHub (👨💻 48 · 🔀 630 · 📥 9.5K · 📦 5.3K · 📋 410 - 5% open · ⏱️ 12.01.2021):
git clone https://github.com/google/sentencepiece
PyPi (📥 1M / month · 📦 240 · ⏱️ 10.01.2021):
pip install sentencepiece
Conda (📥 22K · ⏱️ 08.01.2021):
conda install -c conda-forge sentencepiece
flair 🥇 30 · ⭐ 9.8K) - A very simple framework for state-of-the-art Natural Language.. MIT
GitHub (👨💻 160 · 🔀 1.4K · 📦 580 · 📋 1.4K - 7% open · ⏱️ 12.01.2021):
git clone https://github.com/flairNLP/flair
PyPi (📥 38K / 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 · 📦 3.5K · 📋 570 - 45% open · ⏱️ 12.01.2021):
git clone https://github.com/pytorch/text
PyPi (📥 80K / month · 📦 680 · ⏱️ 10.12.2020):
pip install torchtext
fastText 🥈 29 · ⭐ 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 (📥 110K / month · 📦 190 · ⏱️ 28.04.2020):
pip install fasttext
Conda (📥 17K · ⏱️ 12.10.2020):
conda install -c conda-forge fasttext
AllenNLP 🥈 29 · ⭐ 9.6K) - An open-source NLP research library, built on PyTorch. Apache-2
GitHub (👨💻 230 · 🔀 2K · 📥 36 · 📦 1.4K · 📋 2.2K - 4% open · ⏱️ 08.01.2021):
git clone https://github.com/allenai/allennlp
PyPi (📥 17K / 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 · 📦 9.8K · 📋 220 - 31% open · ⏱️ 11.01.2021):
git clone https://github.com/sloria/TextBlob
PyPi (📥 250K / month · 📦 2.5K · ⏱️ 24.02.2019):
pip install textblob
Conda (📥 110K · ⏱️ 24.02.2019):
conda install -c conda-forge textblob
snowballstemmer 🥈 29 · ⭐ 460 · ➕ ) - Snowball compiler and stemming algorithms. BSD-3
GitHub (👨💻 24 · 🔀 130 · 📦 42K · 📋 61 - 31% open · ⏱️ 23.11.2020):
git clone https://github.com/snowballstem/snowball
PyPi (📥 2.3M / month · 📦 13K · ⏱️ 03.10.2019):
pip install snowballstemmer
Conda (📥 1.9M · ⏱️ 03.10.2019):
conda install -c conda-forge snowballstemmer
Dedupe 🥈 28 · ⭐ 2.9K) - A python library for accurate and scalable fuzzy matching, record.. MIT
GitHub (👨💻 55 · 🔀 400 · 📦 180 · 📋 620 - 8% open · ⏱️ 09.11.2020):
git clone https://github.com/dedupeio/dedupe
PyPi (📥 49K / 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 · ⏱️ 12.01.2021):
git clone https://github.com/daviddrysdale/python-phonenumbers
PyPi (📥 710K / month · 📦 2.3K · ⏱️ 12.01.2021):
pip install phonenumbers
Conda (📥 370K · ⏱️ 04.08.2019):
conda install -c conda-forge phonenumbers
inflect 🥈 28 · ⭐ 470) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT
GitHub (👨💻 25 · 🔀 57 · 📋 71 - 18% open · ⏱️ 15.11.2020):
git clone https://github.com/jaraco/inflect
PyPi (📥 890K / month · 📦 1.4K · ⏱️ 15.11.2020):
pip install inflect
Conda (📥 120K · ⏱️ 08.01.2021):
conda install -c conda-forge inflect
OpenNMT 🥈 27 · ⭐ 4.8K) - Open Source Neural Machine Translation in PyTorch. MIT
GitHub (👨💻 160 · 🔀 1.7K · 📦 65 · 📋 1.2K - 7% open · ⏱️ 11.01.2021):
git clone https://github.com/OpenNMT/OpenNMT-py
PyPi (📥 3.6K / month · 📦 4 · ⏱️ 10.11.2020):
pip install OpenNMT-py
Tokenizers 🥈 27 · ⭐ 4.2K · 📉 ) - Fast State-of-the-Art Tokenizers optimized for Research and.. Apache-2
GitHub (👨💻 40 · 🔀 300 · 📦 22 · 📋 370 - 21% open · ⏱️ 12.01.2021):
git clone https://github.com/huggingface/tokenizers
PyPi (📥 870K / month · ⏱️ 08.12.2020):
pip install tokenizers
Conda (📥 17K · ⏱️ 19.11.2020):
conda install -c conda-forge tokenizers
GluonNLP 🥈 27 · ⭐ 2.2K) - Toolkit that enables easy text preprocessing, datasets loading.. Apache-2
GitHub (👨💻 78 · 🔀 490 · 📦 370 · 📋 510 - 44% open · ⏱️ 12.01.2021):
git clone https://github.com/dmlc/gluon-nlp
PyPi (📥 32K / month · 📦 11 · ⏱️ 13.08.2020):
pip install gluonnlp
textacy 🥈 27 · ⭐ 1.6K) - NLP, before and after spaCy. Apache-2
GitHub (👨💻 29 · 🔀 210 · 📋 220 - 13% open · ⏱️ 09.01.2021):
git clone https://github.com/chartbeat-labs/textacy
PyPi (📥 20K / month · 📦 77 · ⏱️ 29.08.2020):
pip install textacy
Conda (📥 74K · ⏱️ 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 · 📋 520 - 14% open · ⏱️ 24.12.2020):
git clone https://github.com/deepmipt/DeepPavlov
PyPi (📥 4.6K / month · 📦 4 · ⏱️ 24.12.2020):
pip install deeppavlov
Jina 🥈 26 · ⭐ 1.8K) - An easier way to build neural search in the cloud. Apache-2
GitHub (👨💻 81 · 🔀 320 · 📦 45 · 📋 580 - 7% open · ⏱️ 12.01.2021):
git clone https://github.com/jina-ai/jina
PyPi (📥 1.7K / month · ⏱️ 12.01.2021):
pip install jina
Docker Hub (📥 70K · ⏱️ 12.01.2021):
docker pull jinaai/jina
TensorFlow Text 🥈 26 · ⭐ 680) - Making text a first-class citizen in TensorFlow. Apache-2
GitHub (👨💻 31 · 🔀 85 · 📦 400 · 📋 120 - 32% open · ⏱️ 12.01.2021):
git clone https://github.com/tensorflow/text
PyPi (📥 160K / 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 · 📦 2.6K · 📋 110 - 13% open · ⏱️ 17.07.2020):
git clone https://github.com/LuminosoInsight/python-ftfy
PyPi (📥 260K / month · 📦 760 · ⏱️ 20.07.2020):
pip install ftfy
Conda (📥 94K · ⏱️ 03.02.2019):
conda install -c conda-forge ftfy
vaderSentiment 🥈 25 · ⭐ 2.7K · 💤 ) - VADER Sentiment Analysis. VADER (Valence Aware Dictionary.. MIT
GitHub (👨💻 10 · 🔀 710 · 📦 2.2K · 📋 98 - 24% open · ⏱️ 22.05.2020):
git clone https://github.com/cjhutto/vaderSentiment
PyPi (📥 110K / month · 📦 290 · ⏱️ 22.05.2020):
pip install vadersentiment
TextDistance 🥈 25 · ⭐ 1.9K · 💤 ) - Compute distance between sequences. 30+ algorithms, pure.. MIT
GitHub (👨💻 7 · 🔀 160 · 📥 96 · 📦 290 · ⏱️ 13.04.2020):
git clone https://github.com/life4/textdistance
PyPi (📥 97K / month · 📦 28 · ⏱️ 13.04.2020):
pip install textdistance
Conda (📥 16K · ⏱️ 10.11.2020):
conda install -c conda-forge textdistance
spark-nlp 🥈 25 · ⭐ 1.8K) - State of the Art Natural Language Processing. Apache-2
GitHub (👨💻 73 · 🔀 390 · 📋 400 - 17% open · ⏱️ 12.01.2021):
git clone https://github.com/JohnSnowLabs/spark-nlp
PyPi (📥 370K / month · ⏱️ 04.01.2021):
pip install spark-nlp
jellyfish 🥈 25 · ⭐ 1.4K) - a python library for doing approximate and phonetic matching of.. BSD-2
GitHub (👨💻 20 · 🔀 120 · 📦 2K · 📋 95 - 9% open · ⏱️ 30.12.2020):
git clone https://github.com/jamesturk/jellyfish
PyPi (📥 760K / month · 📦 650 · ⏱️ 21.05.2020):
pip install jellyfish
Conda (📥 110K · ⏱️ 08.01.2021):
conda install -c conda-forge jellyfish
haystack 🥈 25 · ⭐ 1.2K) - Transformers at scale for question answering & neural search. Using.. Apache-2
GitHub (👨💻 28 · 🔀 220 · 📦 25 · 📋 410 - 12% open · ⏱️ 12.01.2021):
git clone https://github.com/deepset-ai/haystack
PyPi (📥 2.9K / month · 📦 74 · ⏱️ 03.07.2017):
pip install haystack
ParlAI 🥈 24 · ⭐ 6.9K) - A framework for training and evaluating AI models on a variety of.. MIT
GitHub (👨💻 140 · 🔀 1.4K · 📦 5 · 📋 930 - 11% open · ⏱️ 12.01.2021):
git clone https://github.com/facebookresearch/ParlAI
PyPi (📥 760 / 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 · 📦 56 · 📋 190 - 60% open · ⏱️ 09.01.2021):
git clone https://github.com/facebookresearch/pytext
PyPi (📥 280 / month · 📦 1 · ⏱️ 27.04.2020):
pip install pytext-nlp
stanza 🥈 24 · ⭐ 5.1K) - Official Stanford NLP Python Library for Many Human Languages. Apache-2
GitHub (👨💻 28 · 🔀 630 · 📋 430 - 12% open · ⏱️ 12.01.2021):
git clone https://github.com/stanfordnlp/stanza
PyPi (📥 12K / month · 📦 2 · ⏱️ 13.08.2020):
pip install stanza
Conda (📥 3K · ⏱️ 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 · 🔀 420 · 📦 19 · 📋 320 - 11% open · ⏱️ 12.01.2021):
git clone https://github.com/google-research/text-to-text-transfer-transformer
PyPi (📥 5.8K / month · ⏱️ 18.12.2020):
pip install t5
Sumy 🥈 24 · ⭐ 2.5K) - Module for automatic summarization of text documents and HTML pages. Apache-2
GitHub (👨💻 20 · 🔀 430 · 📦 620 · 📋 88 - 11% open · ⏱️ 21.11.2020):
git clone https://github.com/miso-belica/sumy
PyPi (📥 5.5K / month · 📦 190 · ⏱️ 19.05.2019):
pip install sumy
fastNLP 🥈 24 · ⭐ 2K · 📉 ) - 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 (📥 1.1K / month · 📦 1 · ⏱️ 04.02.2019):
pip install fastnlp
PyTextRank 🥈 24 · ⭐ 1.4K) - Python implementation of TextRank for phrase extraction and.. MIT
GitHub (👨💻 10 · 🔀 280 · 📦 120 · 📋 53 - 30% open · ⏱️ 21.09.2020):
git clone https://github.com/DerwenAI/pytextrank
PyPi (📥 12K / month · 📦 6 · ⏱️ 15.09.2020):
pip install pytextrank
CLTK 🥈 24 · ⭐ 630 · 📉 ) - The Classical Language Toolkit. MIT
GitHub (👨💻 110 · 🔀 300 · 📥 22 · 📦 150 · 📋 480 - 25% open · ⏱️ 09.01.2021):
git clone https://github.com/cltk/cltk
PyPi (📥 1.1K / month · 📦 68 · ⏱️ 01.01.2021):
pip install cltk
pyahocorasick 🥈 24 · ⭐ 570) - Python module (C extension and plain python) implementing Aho-.. BSD-3
GitHub (👨💻 20 · 🔀 86 · 📦 470 · 📋 96 - 32% open · ⏱️ 12.01.2021):
git clone https://github.com/WojciechMula/pyahocorasick
PyPi (📥 94K / month · 📦 64 · ⏱️ 14.01.2019):
pip install pyahocorasick
Conda (📥 110K · ⏱️ 13.10.2020):
conda install -c conda-forge pyahocorasick
Ciphey 🥉 23 · ⭐ 6.1K) - Automatically decrypt encryptions without knowing the key or cipher,.. MIT
GitHub (👨💻 38 · 🔀 330 · 📋 220 - 20% open · ⏱️ 02.01.2021):
git clone https://github.com/Ciphey/Ciphey
PyPi (📥 4.5K / month · ⏱️ 02.12.2020):
pip install ciphey
Docker Hub (📥 7.2K · ⭐ 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 · 📦 330 · 📋 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 size.. MIT
GitHub (👨💻 19 · 🔀 650 · 📥 390 · 📦 580 · 📋 190 - 57% open · ⏱️ 14.07.2020):
git clone https://github.com/minimaxir/textgenrnn
PyPi (📥 1K / month · 📦 14 · ⏱️ 02.02.2020):
pip install textgenrnn
neuralcoref 🥉 23 · ⭐ 2.2K) - Fast Coreference Resolution in spaCy with Neural Networks. MIT
GitHub (👨💻 20 · 🔀 380 · 📥 160 · 📦 270 · 📋 250 - 15% open · ⏱️ 29.12.2020):
git clone https://github.com/huggingface/neuralcoref
PyPi (📥 3K / month · 📦 9 · ⏱️ 08.04.2019):
pip install neuralcoref
Conda (📥 5.6K · ⏱️ 21.02.2020):
conda install -c conda-forge neuralcoref
sense2vec 🥉 23 · ⭐ 1.1K · 💤 ) - Contextually-keyed word vectors. MIT
GitHub (👨💻 14 · 🔀 200 · 📥 12K · 📦 48 · 📋 93 - 16% open · ⏱️ 29.05.2020):
git clone https://github.com/explosion/sense2vec
PyPi (📥 2.5K / month · 📦 6 · ⏱️ 22.11.2019):
pip install sense2vec
Conda (📥 14K · ⏱️ 16.03.2020):
conda install -c conda-forge sense2vec
spacy-transformers 🥉 23 · ⭐ 860) - Use pretrained transformers like BERT, XLNet and GPT-2.. MIT spacy
GitHub (👨💻 14 · 🔀 97 · 📦 71 · 📋 180 - 26% open · ⏱️ 11.01.2021):
git clone https://github.com/explosion/spacy-transformers
PyPi (📥 9.3K / month · 📦 3 · ⏱️ 14.10.2020):
pip install spacy-transformers
SciSpacy 🥉 23 · ⭐ 770) - A full spaCy pipeline and models for scientific/biomedical documents. Apache-2
GitHub (👨💻 15 · 🔀 120 · 📦 200 · 📋 140 - 11% open · ⏱️ 12.01.2021):
git clone https://github.com/allenai/scispacy
PyPi (📥 7.6K / month · 📦 12 · ⏱️ 16.10.2020):
pip install scispacy
pySBD 🥉 23 · ⭐ 250) - pySBD (Python Sentence Boundary Disambiguation) is a rule-based sentence.. MIT
GitHub (👨💻 6 · 🔀 25 · 📦 96 · 📋 47 - 8% open · ⏱️ 01.12.2020):
git clone https://github.com/nipunsadvilkar/pySBD
PyPi (📥 9.6K / month · 📦 2 · ⏱️ 08.10.2020):
pip install pysbd
Snips NLU 🥉 22 · ⭐ 3.4K · 💤 ) - Snips Python library to extract meaning from text. Apache-2
GitHub (👨💻 21 · 🔀 460 · 📋 250 - 20% open · ⏱️ 08.02.2020):
git clone https://github.com/snipsco/snips-nlu
PyPi (📥 970 / month · 📦 8 · ⏱️ 15.01.2020):
pip install snips-nlu
pytorch-nlp 🥉 22 · ⭐ 1.8K) - Basic Utilities for PyTorch Natural Language Processing (NLP). BSD-3
GitHub (👨💻 17 · 🔀 220 · 📦 170 · 📋 63 - 22% open · ⏱️ 11.10.2020):
git clone https://github.com/PetrochukM/PyTorch-NLP
PyPi (📥 2.9K / month · 📦 18 · ⏱️ 04.11.2019):
pip install pytorch-nlp
scattertext 🥉 22 · ⭐ 1.5K) - Beautiful visualizations of how language differs among document.. Apache-2
GitHub (👨💻 10 · 🔀 200 · 📦 140 · 📋 70 - 24% open · ⏱️ 18.12.2020):
git clone https://github.com/JasonKessler/scattertext
PyPi (📥 2.4K / month · 📦 8 · ⏱️ 14.12.2020):
pip install scattertext
Conda (📥 43K · ⏱️ 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 (📥 1.9K / month · 📦 2 · ⏱️ 09.12.2020):
pip install fast-bert
NLP Architect 🥉 21 · ⭐ 2.6K) - A model library for exploring state-of-the-art deep learning.. Apache-2
GitHub (👨💻 35 · 🔀 390 · 📦 7 · 📋 120 - 13% open · ⏱️ 07.01.2021):
git clone https://github.com/IntelLabs/nlp-architect
PyPi (📥 220 / month · ⏱️ 12.04.2020):
pip install nlp-architect
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 (📥 66 / month · 📦 2 · ⏱️ 19.11.2019):
pip install texar
DeepMatcher 🥉 20 · ⭐ 3.4K · 💤 ) - 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 (📥 260 / month · ⏱️ 30.12.2019):
pip install deepmatcher
gpt-2-simple 🥉 20 · ⭐ 2.4K · 💤 ) - Python package to easily retrain OpenAI's GPT-2 text-.. MIT
GitHub (👨💻 16 · 🔀 490 · 📥 190 · 📋 220 - 59% open · ⏱️ 24.04.2020):
git clone https://github.com/minimaxir/gpt-2-simple
PyPi (📥 5.8K / month · 📦 3 · ⏱️ 28.12.2019):
pip install gpt-2-simple
NeMo 🥉 20 · ⭐ 2.3K) - NeMo: a toolkit for conversational AI. Apache-2
GitHub (👨💻 67 · 🔀 360 · 📥 190 · 📋 400 - 39% open · ⏱️ 12.01.2021):
git clone https://github.com/NVIDIA/NeMo
PyPi (📥 1.8K / month · 📦 4 · ⏱️ 11.12.2020):
pip install nemo-toolkit
Texthero 🥉 20 · ⭐ 2K) - Text preprocessing, representation and visualization from zero to hero. MIT
GitHub (👨💻 18 · 🔀 180 · 📥 61 · 📋 120 - 60% open · ⏱️ 03.11.2020):
git clone https://github.com/jbesomi/texthero
PyPi (📥 2.4K / month · ⏱️ 06.07.2020):
pip install texthero
DELTA 🥉 20 · ⭐ 1.4K) - DELTA is a deep learning based natural language and speech.. Apache-2
GitHub (👨💻 41 · 🔀 270 · 📋 75 - 12% open · ⏱️ 17.12.2020):
git clone https://github.com/Delta-ML/delta
PyPi (📥 15 / month · ⏱️ 27.03.2020):
pip install delta-nlp
Docker Hub (📥 12K · ⏱️ 12.01.2021):
docker pull zh794390558/delta
FARM 🥉 20 · ⭐ 1.1K) - Fast & easy transfer learning for NLP. Harvesting language models.. Apache-2
GitHub (👨💻 29 · 🔀 150 · 📋 320 - 10% open · ⏱️ 12.01.2021):
git clone https://github.com/deepset-ai/FARM
PyPi (📥 4.4K / month · 📦 2 · ⏱️ 12.01.2021):
pip install farm
Sockeye 🥉 20 · ⭐ 980) - Sequence-to-sequence framework with a focus on Neural Machine.. Apache-2
GitHub (👨💻 52 · 🔀 290 · 📋 240 - 8% open · ⏱️ 08.01.2021):
git clone https://github.com/awslabs/sockeye
PyPi (📥 560 / month · 📦 2 · ⏱️ 08.01.2021):
pip install sockeye
finetune 🥉 20 · ⭐ 630) - Scikit-learn style model finetuning for NLP. MPL-2.0
GitHub (👨💻 18 · 🔀 67 · 📦 9 · 📋 130 - 13% open · ⏱️ 06.01.2021):
git clone https://github.com/IndicoDataSolutions/finetune
PyPi (📥 210 / month · 📦 2 · ⏱️ 10.01.2020):
pip install finetune
Kashgari 🥉 19 · ⭐ 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 (📥 140 / month · 📦 1 · ⏱️ 26.06.2019):
pip install kashgari-tf
YouTokenToMe 🥉 19 · ⭐ 710 · 💤 ) - Unsupervised text tokenizer focused on computational efficiency. MIT
GitHub (👨💻 6 · 🔀 42 · 📦 93 · 📋 41 - 51% open · ⏱️ 13.02.2020):
git clone https://github.com/vkcom/youtokentome
PyPi (📥 5.9K / month · 📦 6 · ⏱️ 12.02.2020):
pip install youtokentome
textpipe 🥉 19 · ⭐ 260) - Textpipe: clean and extract metadata from text. MIT
GitHub (👨💻 27 · 🔀 17 · 📦 7 · 📋 44 - 45% open · ⏱️ 12.10.2020):
git clone https://github.com/textpipe/textpipe
PyPi (📥 440 / month · 📦 1 · ⏱️ 12.10.2020):
pip install textpipe
skift 🥉 18 · ⭐ 210 · ➕ ) - scikit-learn wrappers for Python fastText. MIT
GitHub (👨💻 6 · 🔀 22 · 📦 8 · 📋 10 - 20% open · ⏱️ 07.09.2020):
git clone https://github.com/shaypal5/skift
PyPi (📥 1.2K / month · ⏱️ 27.08.2020):
pip install skift
Camphr 🥉 17 · ⭐ 320) - spaCy plugin for Transformers , Udify, ELmo, etc. Apache-2 spacy
GitHub (👨💻 7 · 🔀 15 · 📋 27 - 48% open · ⏱️ 12.01.2021):
git clone https://github.com/PKSHATechnology-Research/camphr
PyPi (📥 330 / 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 (📥 61 / month · ⏱️ 07.08.2020):
pip install vizseq
Translate 🥉 15 · ⭐ 680) - Translate - a PyTorch Language Library. BSD-3
GitHub (👨💻 84 · 🔀 160 · 📋 93 - 70% open · ⏱️ 29.12.2020):
git clone https://github.com/pytorch/translate
PyPi (📥 4 / month · ⏱️ 01.05.2018):
pip install pytorch-translate
Headliner 🥉 15 · ⭐ 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 (📥 130 / month · 📦 1 · ⏱️ 24.01.2020):
pip install headliner
NeuralQA 🥉 15 · ⭐ 180) - NeuralQA: A Usable Library for Question Answering on Large Datasets with.. MIT
GitHub (👨💻 3 · 🔀 23 · 📦 2 · 📋 26 - 69% open · ⏱️ 16.12.2020):
git clone https://github.com/victordibia/neuralqa
PyPi (📥 62 / month · ⏱️ 29.07.2020):
pip install neuralqa
OpenNRE 🥉 14 · ⭐ 2.9K) - An Open-Source Package for Neural Relation Extraction (NRE). MIT 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 (📥 69 / month · ⏱️ 28.05.2020):
pip install transfer-nlp
textvec 🥉 14 · ⭐ 150 · ➕ ) - Text vectorization tool to outperform TFIDF for classification.. MIT
GitHub (👨💻 5 · 🔀 21 · 📦 2 · 📋 8 - 25% open · ⏱️ 03.12.2020):
git clone https://github.com/textvec/textvec
PyPi (📥 100 / month · ⏱️ 03.12.2020):
pip install textvec
Show 10 hidden projects...
gensim 🥇 35 · ⭐ 12K) - Topic Modelling for Humans. ❗️LGPL-2.1 fuzzywuzzy 🥈 29 · ⭐ 7.8K · 💤 ) - Fuzzy String Matching in Python. ❗️GPL-2.0 langid 🥈 26 · ⭐ 1.7K · 💀 ) - Stand-alone language identification system. BSD-3 polyglot 🥈 24 · ⭐ 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
Libraries for image & video processing, manipulation, and augmentation as well as libraries for computer vision tasks such as facial recognition, object detection, and classification.
Pillow 🥇 38 · ⭐ 8.1K) - The friendly PIL fork (Python Imaging Library). ❗️PIL
GitHub (👨💻 340 · 🔀 1.6K · 📦 380K · 📋 2.1K - 11% open · ⏱️ 12.01.2021):
git clone https://github.com/python-pillow/Pillow
PyPi (📥 14M / month · 📦 110K · ⏱️ 02.01.2021):
pip install Pillow
Conda (📥 6.7M · ⏱️ 11.01.2021):
conda install -c conda-forge pillow
torchvision 🥇 36 · ⭐ 8.1K · 📈 ) - Datasets, Transforms and Models specific to Computer.. BSD-3
GitHub (👨💻 350 · 🔀 4.2K · 📦 39K · 📋 1.5K - 29% open · ⏱️ 11.01.2021):
git clone https://github.com/pytorch/vision
PyPi (📥 750K / month · 📦 4.6K · ⏱️ 10.12.2020):
pip install torchvision
Conda (📥 34K · ⏱️ 14.10.2018):
conda install -c conda-forge torchvision
scikit-image 🥇 36 · ⭐ 4.1K) - Image processing in Python. BSD-2
GitHub (👨💻 480 · 🔀 1.7K · 📦 58K · 📋 2.1K - 30% open · ⏱️ 11.01.2021):
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
imgaug 🥇 31 · ⭐ 11K · 💤 ) - Image augmentation for machine learning experiments. MIT
GitHub (👨💻 36 · 🔀 2K · 📦 5K · 📋 420 - 51% open · ⏱️ 01.06.2020):
git clone https://github.com/aleju/imgaug
PyPi (📥 140K / month · 📦 280 · ⏱️ 05.02.2020):
pip install imgaug
Conda (📥 31K · ⏱️ 14.02.2020):
conda install -c conda-forge imgaug
imageio 🥇 31 · ⭐ 820) - Python library for reading and writing image data. BSD-2
GitHub (👨💻 71 · 🔀 160 · 📦 35K · 📋 330 - 18% open · ⏱️ 08.01.2021):
git clone https://github.com/imageio/imageio
PyPi (📥 1.9M / month · 📦 3.8K · ⏱️ 06.07.2020):
pip install imageio
Conda (📥 1.6M · ⏱️ 06.07.2020):
conda install -c conda-forge imageio
opencv-python 🥈 30 · ⭐ 1.7K) - Automated CI toolchain to produce precompiled opencv-python,.. MIT
GitHub (👨💻 27 · 🔀 310 · 📋 380 - 4% open · ⏱️ 28.12.2020):
git clone https://github.com/skvark/opencv-python
PyPi (📥 2.2M / month · 📦 13K · ⏱️ 02.01.2021):
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 (📥 110K / month · 📦 1.2K · ⏱️ 29.11.2020):
pip install wand
Face Recognition 🥈 29 · ⭐ 38K) - The world's simplest facial recognition api for Python.. MIT
GitHub (👨💻 45 · 🔀 11K · 📥 440 · 📋 1.1K - 51% open · ⏱️ 26.09.2020):
git clone https://github.com/ageitgey/face_recognition
PyPi (📥 30K / month · 📦 410 · ⏱️ 21.08.2018):
pip install face_recognition
MoviePy 🥈 29 · ⭐ 7.2K) - Video editing with Python. MIT
GitHub (👨💻 130 · 🔀 1K · 📦 5.7K · 📋 970 - 34% open · ⏱️ 12.01.2021):
git clone https://github.com/Zulko/moviepy
PyPi (📥 120K / month · 📦 1.1K · ⏱️ 05.10.2020):
pip install moviepy
Conda (📥 71K · ⏱️ 23.02.2020):
conda install -c conda-forge moviepy
Albumentations 🥈 28 · ⭐ 7K · 📉 ) - Fast image augmentation library and easy to use wrapper.. MIT
GitHub (👨💻 72 · 🔀 900 · 📦 2.5K · 📋 400 - 42% open · ⏱️ 30.12.2020):
git clone https://github.com/albumentations-team/albumentations
PyPi (📥 58K / month · 📦 130 · ⏱️ 29.11.2020):
pip install albumentations
Conda (📥 14K · ⏱️ 29.11.2020):
conda install -c conda-forge albumentations
GluonCV 🥈 28 · ⭐ 4.5K) - Gluon CV Toolkit. Apache-2
GitHub (👨💻 110 · 🔀 1K · 📦 400 · 📋 740 - 49% open · ⏱️ 09.01.2021):
git clone https://github.com/dmlc/gluon-cv
PyPi (📥 67K / month · 📦 30 · ⏱️ 09.01.2021):
pip install gluoncv
Kornia 🥈 28 · ⭐ 3.5K) - Open Source Differentiable Computer Vision Library for PyTorch. Apache-2
GitHub (👨💻 81 · 🔀 340 · 📦 230 · 📋 340 - 30% open · ⏱️ 12.01.2021):
git clone https://github.com/kornia/kornia
PyPi (📥 14K / month · ⏱️ 20.10.2020):
pip install kornia
ImageHash 🥈 28 · ⭐ 1.8K) - A Python Perceptual Image Hashing Module. BSD-2
GitHub (👨💻 17 · 🔀 250 · 📦 1.8K · 📋 87 - 19% open · ⏱️ 03.01.2021):
git clone https://github.com/JohannesBuchner/imagehash
PyPi (📥 350K / month · 📦 530 · ⏱️ 19.11.2020):
pip install ImageHash
Conda (📥 97K · ⏱️ 19.11.2020):
conda install -c conda-forge imagehash
PyTorch Image Models 🥈 27 · ⭐ 6.5K) - PyTorch image models, scripts, pretrained weights --.. Apache-2 imageai 🥈 27 · ⭐ 5.8K) - A python library built to empower developers to build applications and.. MIT
GitHub (👨💻 13 · 🔀 1.6K · 📥 520K · 📦 650 · 📋 590 - 31% open · ⏱️ 05.01.2021):
git clone https://github.com/OlafenwaMoses/ImageAI
PyPi (📥 5.6K / month · 📦 12 · ⏱️ 05.01.2021):
pip install imageai
detectron2 🥈 26 · ⭐ 14K) - Detectron2 is FAIR's next-generation platform for object.. Apache-2
GitHub (👨💻 140 · 🔀 3.6K · 📦 150 · 📋 2.2K - 4% open · ⏱️ 12.01.2021):
git clone https://github.com/facebookresearch/detectron2
Conda (📥 12K · ⏱️ 05.08.2020):
conda install -c conda-forge detectron2
InsightFace 🥈 26 · ⭐ 8.4K) - Face Analysis Project on MXNet. MIT
GitHub (👨💻 14 · 🔀 2.9K · 📦 49 · 📋 1.3K - 52% open · ⏱️ 12.01.2021):
git clone https://github.com/deepinsight/insightface
PyPi (📥 4.9K / month · 📦 1 · ⏱️ 07.09.2019):
pip install insightface
MMDetection 🥈 25 · ⭐ 13K) - OpenMMLab Detection Toolbox and Benchmark. Apache-2 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 (📥 2.8K / month · 📦 42 · ⏱️ 17.01.2020):
pip install Augmentor
facenet-pytorch 🥈 25 · ⭐ 1.8K · 📉 ) - Pretrained Pytorch face detection (MTCNN) and.. MIT
GitHub (👨💻 11 · 🔀 370 · 📥 52K · 📦 250 · 📋 110 - 22% open · ⏱️ 19.11.2020):
git clone https://github.com/timesler/facenet-pytorch
PyPi (📥 4.3K / month · 📦 3 · ⏱️ 19.11.2020):
pip install facenet-pytorch
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 (📥 3.4K / month · 📦 24 · ⏱️ 31.05.2019):
pip install chainercv
mahotas 🥈 25 · ⭐ 660 · ➕ ) - Computer Vision in Python. MIT
GitHub (👨💻 30 · 🔀 120 · 📦 550 · 📋 69 - 18% open · ⏱️ 16.08.2020):
git clone https://github.com/luispedro/mahotas
PyPi (📥 8.8K / month · 📦 190 · ⏱️ 16.08.2020):
pip install mahotas
Conda (📥 250K · ⏱️ 01.11.2020):
conda install -c conda-forge mahotas
PyTorch3D 🥉 24 · ⭐ 4.2K) - PyTorch3D is FAIR's library of reusable components for deep.. MIT
GitHub (👨💻 50 · 🔀 460 · 📦 40 · 📋 460 - 12% open · ⏱️ 11.01.2021):
git clone https://github.com/facebookresearch/pytorch3d
PyPi (📥 4.4K / month · ⏱️ 12.11.2020):
pip install pytorch3d
Conda (📥 5.5K · ⏱️ 12.11.2020):
conda install -c pytorch3d pytorch3d
mtcnn 🥉 24 · ⭐ 1.4K · 💤 ) - MTCNN face detection implementation for TensorFlow, as a PIP.. MIT
GitHub (👨💻 13 · 🔀 370 · 📦 800 · 📋 89 - 59% open · ⏱️ 07.06.2020):
git clone https://github.com/ipazc/mtcnn
PyPi (📥 13K / month · 📦 42 · ⏱️ 14.11.2019):
pip install mtcnn
Face Alignment 🥉 23 · ⭐ 4.6K) - 2D and 3D Face alignment library build using pytorch. BSD-3
GitHub (👨💻 21 · 🔀 1K · 📋 220 - 13% open · ⏱️ 30.12.2020):
git clone https://github.com/1adrianb/face-alignment
PyPi (📥 5K / month · 📦 6 · ⏱️ 22.12.2020):
pip install face-alignment
segmentation_models 🥉 23 · ⭐ 2.9K · 💤 ) - Segmentation models with pretrained backbones. Keras.. MIT
GitHub (👨💻 14 · 🔀 660 · 📋 370 - 37% open · ⏱️ 17.04.2020):
git clone https://github.com/qubvel/segmentation_models
PyPi (📥 15K / month · 📦 12 · ⏱️ 10.01.2020):
pip install segmentation_models
vidgear 🥉 23 · ⭐ 1.6K · ➕ ) - High-performance cross-platform Video Processing Python.. Apache-2
GitHub (👨💻 5 · 🔀 110 · 📥 300 · 📦 77 · 📋 130 - 3% open · ⏱️ 01.01.2021):
git clone https://github.com/abhiTronix/vidgear
PyPi (📥 1.4K / month · 📦 2 · ⏱️ 01.01.2021):
pip install vidgear
Image Deduplicator 🥉 22 · ⭐ 3.3K) - Finding duplicate images made easy!. Apache-2
GitHub (👨💻 9 · 🔀 280 · 📦 8 · 📋 68 - 25% open · ⏱️ 23.11.2020):
git clone https://github.com/idealo/imagededup
PyPi (📥 1.6K / month · 📦 1 · ⏱️ 22.11.2020):
pip install imagededup
CellProfiler 🥉 22 · ⭐ 530 · ➕ ) - An open-source application for biological image analysis. BSD-3
GitHub (👨💻 120 · 🔀 270 · 📥 510 · 📦 3 · 📋 2.9K - 5% open · ⏱️ 11.01.2021):
git clone https://github.com/CellProfiler/CellProfiler
PyPi (📥 120 / month · ⏱️ 04.09.2017):
pip install cellprofiler
pyvips 🥉 22 · ⭐ 290) - python binding for libvips using cffi. MIT
GitHub (👨💻 10 · 🔀 25 · 📦 130 · 📋 200 - 33% open · ⏱️ 27.12.2020):
git clone https://github.com/libvips/pyvips
PyPi (📥 3.3K / month · 📦 22 · ⏱️ 18.12.2020):
pip install pyvips
Conda (📥 5.9K · ⏱️ 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 · 📋 410 - 21% open · ⏱️ 12.01.2021):
git clone https://github.com/facebookresearch/mmf
PyPi (📥 160 / month · ⏱️ 11.06.2020):
pip install mmf
Image Super-Resolution 🥉 21 · ⭐ 2.4K) - Super-scale your images and run experiments with.. Apache-2
GitHub (👨💻 9 · 🔀 460 · 📦 38 · 📋 140 - 33% open · ⏱️ 11.11.2020):
git clone https://github.com/idealo/image-super-resolution
PyPi (📥 2.7K / month · 📦 4 · ⏱️ 08.01.2020):
pip install ISR
Docker Hub (📥 120 · ⏱️ 01.04.2019):
docker pull idealo/image-super-resolution-gpu
tensorflow-graphics 🥉 21 · ⭐ 2.4K) - TensorFlow Graphics: Differentiable Graphics Layers.. Apache-2
GitHub (👨💻 30 · 🔀 260 · 📋 170 - 51% open · ⏱️ 30.10.2020):
git clone https://github.com/tensorflow/graphics
PyPi (📥 960 / 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 (📥 520 / month · ⏱️ 09.11.2018):
pip install luminoth
caer 🥉 21 · ⭐ 300 · 🐣 ) - A lightweight, scalable Computer Vision library for high-performance AI.. MIT
GitHub (👨💻 2 · 🔀 38 · 📥 14 · 📋 10 - 40% open · ⏱️ 12.01.2021):
git clone https://github.com/jasmcaus/caer
PyPi (📥 760K / month · ⏱️ 09.12.2020):
pip install caer
image-match 🥉 20 · ⭐ 2.5K · ➕ ) - Quickly search over billions of images. Apache-2
GitHub (👨💻 17 · 🔀 350 · 📋 94 - 50% open · ⏱️ 04.01.2021):
git clone https://github.com/EdjoLabs/image-match
PyPi (📥 300 / month · 📦 3 · ⏱️ 13.02.2017):
pip install image_match
Classy Vision 🥉 20 · ⭐ 1K) - An end-to-end PyTorch framework for image and video.. MIT
GitHub (👨💻 53 · 🔀 190 · 📋 88 - 52% open · ⏱️ 06.01.2021):
git clone https://github.com/facebookresearch/ClassyVision
PyPi (📥 170 / month · ⏱️ 20.11.2020):
pip install classy_vision
Conda (📥 5.5K · ⏱️ 11.12.2020):
conda install -c conda-forge classy_vision
nude.py 🥉 20 · ⭐ 790) - Nudity detection with Python. MIT
GitHub (👨💻 12 · 🔀 130 · 📦 53 · 📋 8 - 75% open · ⏱️ 23.11.2020):
git clone https://github.com/hhatto/nude.py
PyPi (📥 590 / month · 📦 9 · ⏱️ 23.11.2020):
pip install nudepy
vit-pytorch 🥉 19 · ⭐ 2.2K · 🐣 ) - Implementation of Vision Transformer, a simple way to.. MIT
GitHub (👨💻 4 · 🔀 190 · 📦 3 · 📋 57 - 36% open · ⏱️ 12.01.2021):
git clone https://github.com/lucidrains/vit-pytorch
PyPi (📥 1.3K / month · ⏱️ 11.01.2021):
pip install vit-pytorch
Torch Points 3D 🥉 19 · ⭐ 980) - Pytorch framework for doing deep learning on point clouds. BSD-3
GitHub (👨💻 19 · 🔀 140 · 📦 2 · 📋 190 - 21% open · ⏱️ 05.01.2021):
git clone https://github.com/nicolas-chaulet/torch-points3d
PyPi (📥 290 / month · ⏱️ 18.12.2020):
pip install torch-points3d
Norfair 🥉 18 · ⭐ 760 · 🐣 ) - Lightweight Python library for adding real-time 2D object tracking.. BSD-3
GitHub (👨💻 7 · 🔀 42 · 📋 16 - 31% open · ⏱️ 22.12.2020):
git clone https://github.com/tryolabs/norfair
PyPi (📥 210 / month · ⏱️ 07.12.2020):
pip install norfair
PaddleDetection 🥉 17 · ⭐ 2.2K) - Object detection and instance segmentation toolkit.. Apache-2 lightly 🥉 16 · ⭐ 390 · 🐣 ) - A python library for self-supervised learning. MIT
GitHub (👨💻 4 · 🔀 19 · 📋 37 - 51% open · ⏱️ 12.01.2021):
git clone https://github.com/lightly-ai/lightly
PyPi (📥 220 / month · ⏱️ 11.01.2021):
pip install lightly
DE⫶TR 🥉 14 · ⭐ 5.9K) - End-to-End Object Detection with Transformers. Apache-2 PySlowFast 🥉 14 · ⭐ 3.3K) - PySlowFast: video understanding codebase from FAIR for.. Apache-2 pycls 🥉 14 · ⭐ 1.4K) - Codebase for Image Classification Research, written in PyTorch. MIT Show 3 hidden projects...
glfw 🥈 29 · ⭐ 7.1K) - A multi-platform library for OpenGL, OpenGL ES, Vulkan, window and input. ❗️Zlib imutils 🥈 27 · ⭐ 3.5K · 💀 ) - A series of convenience functions to make basic image processing.. MIT Pillow-SIMD 🥉 23 · ⭐ 1.5K · 💤 ) - The friendly PIL fork. ❗️PIL
Libraries for graph processing, clustering, embedding, and machine learning tasks.
networkx 🥇 37 · ⭐ 8.5K) - Network Analysis in Python. BSD-3
GitHub (👨💻 490 · 🔀 2.2K · 📥 51 · 📦 64K · 📋 2.5K - 9% open · ⏱️ 12.01.2021):
git clone https://github.com/networkx/networkx
PyPi (📥 5.2M / month · 📦 21K · ⏱️ 22.08.2020):
pip install networkx
Conda (📥 2.8M · ⏱️ 23.08.2020):
conda install -c conda-forge networkx
PyTorch Geometric 🥇 28 · ⭐ 9.9K) - Geometric Deep Learning Extension Library for PyTorch. MIT
GitHub (👨💻 140 · 🔀 1.7K · 📋 1.7K - 38% open · ⏱️ 12.01.2021):
git clone https://github.com/rusty1s/pytorch_geometric
PyPi (📥 12K / month · 📦 24 · ⏱️ 27.11.2020):
pip install torch-geometric
dgl 🥇 27 · ⭐ 6.5K) - Python package built to ease deep learning on graph, on top of existing.. Apache-2
GitHub (👨💻 98 · 🔀 1.3K · 📋 900 - 24% open · ⏱️ 12.01.2021):
git clone https://github.com/dmlc/dgl
PyPi (📥 13K / month · 📦 30 · ⏱️ 12.01.2021):
pip install dgl
StellarGraph 🥈 25 · ⭐ 1.7K) - StellarGraph - Machine Learning on Graphs. Apache-2
GitHub (👨💻 28 · 🔀 250 · 📦 42 · 📋 910 - 23% open · ⏱️ 12.01.2021):
git clone https://github.com/stellargraph/stellargraph
PyPi (📥 7K / 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 - 19% open · ⏱️ 11.01.2021):
git clone https://github.com/danielegrattarola/spektral
PyPi (📥 2.8K / month · ⏱️ 07.01.2021):
pip install spektral
Node2Vec 🥈 22 · ⭐ 620) - Implementation of the node2vec algorithm. MIT
GitHub (👨💻 7 · 🔀 160 · 📦 110 · ⏱️ 09.01.2021):
git clone https://github.com/eliorc/node2vec
PyPi (📥 4.4K / month · 📦 10 · ⏱️ 09.01.2021):
pip install node2vec
Conda (📥 15K · ⏱️ 25.04.2020):
conda install -c conda-forge node2vec
ogb 🥈 21 · ⭐ 700) - Benchmark datasets, data loaders, and evaluators for graph machine learning. MIT
GitHub (👨💻 12 · 🔀 95 · 📦 39 · ⏱️ 11.01.2021):
git clone https://github.com/snap-stanford/ogb
PyPi (📥 1.6K / month · ⏱️ 29.12.2020):
pip install ogb
torch-cluster 🥈 21 · ⭐ 320) - PyTorch Extension Library of Optimized Graph Cluster.. MIT
GitHub (👨💻 17 · 🔀 67 · 📋 72 - 48% open · ⏱️ 03.01.2021):
git clone https://github.com/rusty1s/pytorch_cluster
PyPi (📥 3K / month · 📦 32 · ⏱️ 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 (📥 510 / month · ⏱️ 25.08.2020):
pip install ampligraph
graph-nets 🥉 19 · ⭐ 4.7K) - Build Graph Nets in Tensorflow. Apache-2
GitHub (👨💻 10 · 🔀 720 · 📋 110 - 8% open · ⏱️ 04.12.2020):
git clone https://github.com/deepmind/graph_nets
PyPi (📥 740 / month · 📦 7 · ⏱️ 29.01.2020):
pip install graph-nets
PyTorch-BigGraph 🥉 19 · ⭐ 2.6K) - Generate embeddings from large-scale graph-structured.. BSD-3
GitHub (👨💻 19 · 🔀 360 · 📥 100 · 📋 130 - 24% open · ⏱️ 18.12.2020):
git clone https://github.com/facebookresearch/PyTorch-BigGraph
PyPi (📥 230 / month · 📦 4 · ⏱️ 01.05.2019):
pip install torchbiggraph
Paddle Graph Learning 🥉 19 · ⭐ 870) - Paddle Graph Learning (PGL) is an efficient and.. Apache-2
GitHub (👨💻 17 · 🔀 120 · 📦 9 · 📋 42 - 33% open · ⏱️ 14.12.2020):
git clone https://github.com/PaddlePaddle/PGL
PyPi (📥 620 / month · 📦 2 · ⏱️ 20.11.2020):
pip install pgl
PyKEEN 🥉 19 · ⭐ 280) - A Python library for learning and evaluating knowledge graph embeddings. MIT
GitHub (👨💻 17 · 🔀 43 · 📥 49 · 📋 93 - 38% open · ⏱️ 22.12.2020):
git clone https://github.com/pykeen/pykeen
PyPi (📥 270 / month · 📦 1 · ⏱️ 25.08.2020):
pip install pykeen
kglib 🥉 17 · ⭐ 380) - Grakn Knowledge Graph Library (ML R&D). Apache-2
GitHub (👨💻 7 · 🔀 69 · 📥 210 · 📋 59 - 16% open · ⏱️ 10.11.2020):
git clone https://github.com/graknlabs/kglib
PyPi (📥 61 / month · ⏱️ 19.08.2020):
pip install grakn-kglib
DeepGraph 🥉 17 · ⭐ 230) - Analyze Data with Pandas-based Networks. Documentation:. BSD-3
GitHub (👨💻 2 · 🔀 33 · 📦 1 · 📋 12 - 58% open · ⏱️ 01.10.2020):
git clone https://github.com/deepgraph/deepgraph
PyPi (📥 240 / month · ⏱️ 01.10.2020):
pip install deepgraph
Conda (📥 76K · ⏱️ 13.10.2020):
conda install -c conda-forge deepgraph
pytorch_geometric_temporal 🥉 16 · ⭐ 310 · ➕ ) - A Temporal Extension Library for PyTorch Geometric. MIT
GitHub (👨💻 3 · 🔀 31 · 📋 16 - 18% open · ⏱️ 27.12.2020):
git clone https://github.com/benedekrozemberczki/pytorch_geometric_temporal
PyPi (📥 130 / month · ⏱️ 07.12.2020):
pip install torch-geometric-temporal
AutoGL 🥉 15 · ⭐ 560 · 🐣 ) - An autoML framework & toolkit for machine learning on graphs. MIT
GitHub (👨💻 4 · 🔀 46 · 📋 6 - 66% open · ⏱️ 29.12.2020):
git clone https://github.com/THUMNLab/AutoGL
PyPi (📥 170 / month · ⏱️ 23.12.2020):
pip install auto-graph-learning
Euler 🥉 14 · ⭐ 2.5K) - 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 (📥 8 / month · ⏱️ 10.04.2019):
pip install euler-gl
GraphEmbedding 🥉 14 · ⭐ 1.7K) - Implementation and experiments of graph embedding algorithms. MIT OpenKE 🥉 13 · ⭐ 2.3K · 💤 ) - An Open-Source Package for Knowledge Embedding (KE). MIT GraphVite 🥉 12 · ⭐ 830 · 💤 ) - GraphVite: A General and High-performance Graph Embedding.. Apache-2
GitHub (👨💻 1 · 🔀 120 · 📋 77 - 31% open · ⏱️ 18.03.2020):
git clone https://github.com/DeepGraphLearning/graphvite
Conda (📥 3.4K · ⏱️ 19.03.2020):
conda install -c milagraph graphvite
Show 7 hidden projects...
igraph 🥇 27 · ⭐ 760) - Python interface for igraph. ❗️GPL-2.0 pygal 🥈 26 · ⭐ 2.3K) - PYthon svg GrAph plotting Library. ❗️LGPL-3.0 Karate Club 🥈 21 · ⭐ 1.1K) - Karate Club: An API Oriented Open-source Python Framework for.. ❗️GPL-3.0 DeepWalk 🥉 19 · ⭐ 2.2K · 💤 ) - DeepWalk - Deep Learning for Graphs. ❗️GPL-3.0 Sematch 🥉 17 · ⭐ 340 · 💀 ) - semantic similarity framework for knowledge graph. Apache-2 GraphSAGE 🥉 14 · ⭐ 2.1K · 💀 ) - Representation learning on large graphs using stochastic.. MIT OpenNE 🥉 14 · ⭐ 1.4K · 💀 ) - An Open-Source Package for Network Embedding (NE). MIT
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 · 📥 400K · 📦 380 · 📋 1.9K - 4% open · ⏱️ 03.01.2021):
git clone https://github.com/mozilla/DeepSpeech
PyPi (📥 13K / 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 · 📦 260 · 📋 830 - 35% open · ⏱️ 07.01.2021):
git clone https://github.com/magenta/magenta
PyPi (📥 5.1K / 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 · 📦 5.6K · 📋 400 - 41% open · ⏱️ 14.12.2020):
git clone https://github.com/jiaaro/pydub
PyPi (📥 120K / 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 (👨💻 85 · 🔀 260 · 📦 1.1K · 📋 390 - 38% open · ⏱️ 12.01.2021):
git clone https://github.com/pytorch/audio
PyPi (📥 72K / month · 📦 9 · ⏱️ 27.10.2020):
pip install torchaudio
audioread 🥈 27 · ⭐ 360 · ➕ ) - cross-library (GStreamer + Core Audio + MAD + FFmpeg) audio.. MIT
GitHub (👨💻 20 · 🔀 83 · 📦 3.9K · 📋 75 - 41% open · ⏱️ 20.10.2020):
git clone https://github.com/beetbox/audioread
PyPi (📥 280K / month · 📦 590 · ⏱️ 20.10.2020):
pip install audioread
Conda (📥 190K · ⏱️ 08.12.2020):
conda install -c conda-forge audioread
librosa 🥈 26 · ⭐ 4.2K) - Python library for audio and music analysis. ISC
GitHub (👨💻 80 · 🔀 680 · 📦 8.8K · 📋 830 - 6% open · ⏱️ 11.09.2020):
git clone https://github.com/librosa/librosa
PyPi (📥 300K / month · 📦 1.8K · ⏱️ 22.07.2020):
pip install librosa
Conda (📥 240K · ⏱️ 22.07.2020):
conda install -c conda-forge librosa
spleeter 🥈 25 · ⭐ 15K · 📉 ) - Deezer source separation library including pretrained models. MIT
GitHub (👨💻 17 · 🔀 1.5K · 📥 890K · 📋 500 - 18% open · ⏱️ 11.01.2021):
git clone https://github.com/deezer/spleeter
PyPi (📥 5.8K / month · ⏱️ 08.01.2021):
pip install spleeter
Conda (📥 41K · ⏱️ 30.06.2020):
conda install -c conda-forge spleeter
pyAudioAnalysis 🥈 25 · ⭐ 3.7K) - Python Audio Analysis Library: Feature Extraction,.. Apache-2
GitHub (👨💻 23 · 🔀 960 · 📦 170 · 📋 270 - 61% open · ⏱️ 04.01.2021):
git clone https://github.com/tyiannak/pyAudioAnalysis
PyPi (📥 6.3K / month · 📦 11 · ⏱️ 29.09.2020):
pip install pyAudioAnalysis
espnet 🥈 25 · ⭐ 3.3K) - End-to-End Speech Processing Toolkit. Apache-2
GitHub (👨💻 140 · 🔀 1K · 📥 59 · 📦 4 · 📋 1.1K - 9% open · ⏱️ 12.01.2021):
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, and.. BSD-3
GitHub (👨💻 19 · 🔀 41 · 📥 2K · 📦 5.2K · 📋 140 - 40% open · ⏱️ 01.12.2020):
git clone https://github.com/bastibe/python-soundfile
PyPi (📥 370K / month · 📦 740 · ⏱️ 19.04.2018):
pip install soundfile
python_speech_features 🥉 24 · ⭐ 1.8K · ➕ ) - This library provides common speech features for ASR.. MIT
GitHub (👨💻 18 · 🔀 530 · 📋 72 - 31% open · ⏱️ 31.12.2020):
git clone https://github.com/jameslyons/python_speech_features
PyPi (📥 53K / month · 📦 300 · ⏱️ 16.08.2017):
pip install python_speech_features
tinytag 🥉 23 · ⭐ 430 · ➕ ) - Read music meta data and length of MP3, OGG, OPUS, MP4, M4A, FLAC, WMA.. MIT
GitHub (👨💻 18 · 🔀 78 · 📦 290 · 📋 74 - 18% open · ⏱️ 11.11.2020):
git clone https://github.com/devsnd/tinytag
PyPi (📥 2.9K / month · 📦 96 · ⏱️ 05.11.2020):
pip install tinytag
DDSP 🥉 22 · ⭐ 1.7K) - DDSP: Differentiable Digital Signal Processing. Apache-2
GitHub (👨💻 23 · 🔀 160 · 📦 5 · 📋 97 - 13% open · ⏱️ 12.01.2021):
git clone https://github.com/magenta/ddsp
PyPi (📥 1K / month · ⏱️ 21.08.2020):
pip install ddsp
kapre 🥉 22 · ⭐ 690 · ➕ ) - kapre: Keras Audio Preprocessors. MIT
GitHub (👨💻 13 · 🔀 130 · 📥 7 · 📦 440 · 📋 84 - 5% open · ⏱️ 16.11.2020):
git clone https://github.com/keunwoochoi/kapre
PyPi (📥 920 / month · 📦 11 · ⏱️ 29.09.2020):
pip install kapre
Porcupine 🥉 21 · ⭐ 2.3K) - On-device wake word detection powered by deep learning. Apache-2
GitHub (👨💻 25 · 🔀 330 · 📦 4 · 📋 280 - 3% open · ⏱️ 12.01.2021):
git clone https://github.com/Picovoice/Porcupine
PyPi (📥 860 / month · ⏱️ 02.10.2020):
pip install pvporcupine
Dejavu 🥉 20 · ⭐ 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 (📥 110 / month · 📦 1 · ⏱️ 19.04.2015):
pip install PyDejavu
TTS 🥉 17 · ⭐ 3K · ➕ ) - Deep learning for Text to Speech (Discussion forum:.. MPL-2.0 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 (📥 78 / month · 📦 1 · ⏱️ 15.11.2019):
pip install muda
Julius 🥉 12 · ⭐ 160 · 🐣 ) - Fast PyTorch based DSP for audio and 1D signals. MIT
GitHub (👨💻 2 · 🔀 6 · 📦 2 · ⏱️ 10.12.2020):
git clone https://github.com/adefossez/julius
PyPi (📥 140 / month · ⏱️ 25.11.2020):
pip install julius
Show 4 hidden projects...
SpeechRecognition 🥇 30 · ⭐ 5.3K · 💀 ) - Speech recognition module for Python, supporting.. 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 Madmom 🥉 21 · ⭐ 700 · 💀 ) - Python audio and music signal processing library. BSD-3
Libraries to load, process, analyze, and write geographic data as well as libraries for spatial analysis, map visualization, and geocoding.
geopy 🥇 33 · ⭐ 3.2K) - Geocoding library for Python. MIT
GitHub (👨💻 120 · 🔀 520 · 📦 15K · 📋 240 - 10% open · ⏱️ 27.12.2020):
git clone https://github.com/geopy/geopy
PyPi (📥 3.8M / month · 📦 7.2K · ⏱️ 27.12.2020):
pip install geopy
Conda (📥 500K · ⏱️ 27.12.2020):
conda install -c conda-forge geopy
Shapely 🥇 33 · ⭐ 2.1K · ➕ ) - Manipulation and analysis of geometric objects. BSD-3
GitHub (👨💻 100 · 🔀 370 · 📦 15K · 📋 700 - 19% open · ⏱️ 15.12.2020):
git clone https://github.com/Toblerity/Shapely
PyPi (📥 2M / month · 📦 5.5K · ⏱️ 20.08.2020):
pip install shapely
Conda (📥 2M · ⏱️ 13.10.2020):
conda install -c conda-forge shapely
folium 🥇 32 · ⭐ 5.1K) - Python Data. Leaflet.js Maps. MIT
GitHub (👨💻 120 · 🔀 1.9K · 📦 8K · 📋 830 - 17% open · ⏱️ 04.01.2021):
git clone https://github.com/python-visualization/folium
PyPi (📥 210K / month · 📦 970 · ⏱️ 06.01.2021):
pip install folium
Conda (📥 310K · ⏱️ 06.01.2021):
conda install -c conda-forge folium
GeoPandas 🥈 30 · ⭐ 2.4K) - Python tools for geographic data. BSD-3
GitHub (👨💻 130 · 🔀 530 · 📥 840 · 📦 6.8K · 📋 950 - 30% open · ⏱️ 10.01.2021):
git clone https://github.com/geopandas/geopandas
PyPi (📥 390K / month · 📦 1.2K · ⏱️ 24.06.2020):
pip install geopandas
Conda (📥 810K · ⏱️ 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 · 📦 2.6K · 📋 1.3K - 10% open · ⏱️ 12.01.2021):
git clone https://github.com/mapbox/rasterio
PyPi (📥 130K / month · 📦 850 · ⏱️ 12.01.2021):
pip install rasterio
Conda (📥 840K · ⏱️ 30.10.2020):
conda install -c conda-forge rasterio
Fiona 🥈 30 · ⭐ 770) - Fiona reads and writes geographic data files. BSD-3
GitHub (👨💻 65 · 🔀 160 · 📦 4.8K · 📋 620 - 11% open · ⏱️ 30.11.2020):
git clone https://github.com/Toblerity/Fiona
PyPi (📥 450K / month · 📦 1.2K · ⏱️ 17.11.2020):
pip install fiona
Conda (📥 1.6M · ⏱️ 17.11.2020):
conda install -c conda-forge fiona
pyproj 🥈 29 · ⭐ 560) - Python interface to PROJ (cartographic projections and coordinate.. MIT
GitHub (👨💻 39 · 🔀 150 · 📦 8.1K · 📋 380 - 1% open · ⏱️ 08.01.2021):
git clone https://github.com/pyproj4/pyproj
PyPi (📥 1.1M / month · 📦 2.5K · ⏱️ 05.11.2020):
pip install pyproj
Conda (📥 1.9M · ⏱️ 06.11.2020):
conda install -c conda-forge pyproj
ipyleaflet 🥈 27 · ⭐ 1.1K) - A Jupyter - Leaflet.js bridge. MIT
GitHub (👨💻 63 · 🔀 280 · 📦 660 · 📋 380 - 34% open · ⏱️ 05.01.2021):
git clone https://github.com/jupyter-widgets/ipyleaflet
PyPi (📥 13K / month · 📦 98 · ⏱️ 05.01.2021):
pip install ipyleaflet
Conda (📥 580K · ⏱️ 05.01.2021):
conda install -c conda-forge ipyleaflet
NPM (📥 130K / month · 📦 2 · ⏱️ 05.01.2021):
npm install jupyter-leaflet
geojson 🥈 27 · ⭐ 590) - Python bindings and utilities for GeoJSON. BSD-3
GitHub (👨💻 44 · 🔀 78 · 📦 5.5K · 📋 68 - 26% open · ⏱️ 25.11.2020):
git clone https://github.com/jazzband/geojson
PyPi (📥 410K / month · 📦 1.6K · ⏱️ 09.08.2019):
pip install geojson
Conda (📥 360K · ⏱️ 11.08.2019):
conda install -c conda-forge geojson
ArcGIS API 🥉 25 · ⭐ 940) - Documentation and samples for ArcGIS API for Python. Apache-2
GitHub (👨💻 60 · 🔀 680 · 📋 320 - 39% open · ⏱️ 06.01.2021):
git clone https://github.com/Esri/arcgis-python-api
PyPi (📥 19K / month · 📦 10 · ⏱️ 30.11.2020):
pip install arcgis
Docker Hub (📥 3.6K · ⭐ 29 · ⏱️ 06.03.2020):
docker pull esridocker/arcgis-api-python-notebook
PySAL 🥉 24 · ⭐ 810) - PySAL: Python Spatial Analysis Library Meta-Package. BSD-3
GitHub (👨💻 70 · 🔀 240 · 📋 630 - 9% open · ⏱️ 12.01.2021):
git clone https://github.com/pysal/pysal
PyPi (📥 10K / month · 📦 18 · ⏱️ 30.07.2020):
pip install pysal
Conda (📥 400K · ⏱️ 30.07.2020):
conda install -c conda-forge pysal
GeoViews 🥉 24 · ⭐ 330) - Simple, concise geographical visualization in Python. BSD-3
GitHub (👨💻 21 · 🔀 60 · 📦 190 · 📋 250 - 31% open · ⏱️ 21.09.2020):
git clone https://github.com/holoviz/geoviews
PyPi (📥 1.2K / month · 📦 10 · ⏱️ 30.03.2020):
pip install geoviews
Conda (📥 54K · ⏱️ 23.09.2020):
conda install -c conda-forge geoviews
EarthPy 🥉 22 · ⭐ 220) - A package built to support working with spatial data using open source.. BSD-3
GitHub (👨💻 38 · 🔀 96 · 📦 72 · 📋 220 - 11% open · ⏱️ 03.12.2020):
git clone https://github.com/earthlab/earthpy
PyPi (📥 1.7K / month · 📦 6 · ⏱️ 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 ecef.. BSD-2
GitHub (👨💻 8 · 🔀 55 · 📋 24 - 8% open · ⏱️ 23.12.2020):
git clone https://github.com/geospace-code/pymap3d
PyPi (📥 9K / month · 📦 3 · ⏱️ 21.09.2020):
pip install pymap3d
Conda (📥 5.9K · ⏱️ 24.09.2020):
conda install -c conda-forge pymap3d
Show 7 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 🥉 21 · ⭐ 700 · 💀 ) - Google maps for Jupyter notebooks. BSD-3 Sentinelsat 🥉 21 · ⭐ 540) - Search and download Copernicus Sentinel satellite images. ❗️GPL-3.0 Mapbox GL 🥉 20 · ⭐ 550 · 💀 ) - Use Mapbox GL JS to visualize data in a Python Jupyter notebook. MIT geoplotlib 🥉 19 · ⭐ 890 · 💀 ) - python toolbox for visualizing geographical data and making maps. MIT
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 · 🔀 3.7K · 📦 670 · 📋 970 - 33% open · ⏱️ 14.10.2020):
git clone https://github.com/quantopian/zipline
PyPi (📥 4.7K / month · 📦 160 · ⏱️ 05.10.2020):
pip install zipline
yfinance 🥇 29 · ⭐ 3.9K) - Yahoo! Finance market data downloader (+faster Pandas Datareader). Apache-2
GitHub (👨💻 27 · 🔀 990 · 📦 2.6K · 📋 470 - 63% open · ⏱️ 11.01.2021):
git clone https://github.com/ranaroussi/yfinance
PyPi (📥 100K / month · 📦 26 · ⏱️ 05.10.2020):
pip install yfinance
Conda (📥 30K · ⏱️ 27.12.2019):
conda install -c ranaroussi yfinance
Alpha Vantage 🥇 27 · ⭐ 3K) - 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 (📥 23K / month · 📦 200 · ⏱️ 26.08.2018):
pip install alpha_vantage
ta 🥇 27 · ⭐ 1.7K · ➕ ) - Technical Analysis Library using Pandas and Numpy. MIT
GitHub (👨💻 23 · 🔀 440 · 📦 400 · 📋 140 - 42% open · ⏱️ 29.11.2020):
git clone https://github.com/bukosabino/ta
PyPi (📥 29K / month · 📦 6 · ⏱️ 29.11.2020):
pip install ta
pyfolio 🥈 25 · ⭐ 3.4K) - Portfolio and risk analytics in Python. Apache-2
GitHub (👨💻 55 · 🔀 1.1K · 📦 190 · 📋 390 - 31% open · ⏱️ 15.07.2020):
git clone https://github.com/quantopian/pyfolio
PyPi (📥 6.8K / month · 📦 54 · ⏱️ 15.04.2019):
pip install pyfolio
Conda (📥 5.4K · ⏱️ 16.05.2020):
conda install -c conda-forge pyfolio
empyrical 🥈 25 · ⭐ 680) - Common financial risk and performance metrics. Used by zipline and.. Apache-2
GitHub (👨💻 22 · 🔀 220 · 📦 500 · 📋 53 - 50% open · ⏱️ 14.10.2020):
git clone https://github.com/quantopian/empyrical
PyPi (📥 25K / month · 📦 220 · ⏱️ 13.10.2020):
pip install empyrical
Conda (📥 9K · ⏱️ 14.10.2020):
conda install -c conda-forge empyrical
Alphalens 🥈 24 · ⭐ 1.7K · 💤 ) - Performance analysis of predictive (alpha) stock factors. Apache-2
GitHub (👨💻 25 · 🔀 620 · 📦 350 · 📋 180 - 20% open · ⏱️ 27.04.2020):
git clone https://github.com/quantopian/alphalens
PyPi (📥 2K / 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 · 🔀 380 · 📋 280 - 1% open · ⏱️ 12.01.2021):
git clone https://github.com/erdewit/ib_insync
PyPi (📥 3K / month · 📦 12 · ⏱️ 03.11.2020):
pip install ib_insync
Conda (📥 7.1K · ⏱️ 07.11.2020):
conda install -c conda-forge ib-insync
ffn 🥈 24 · ⭐ 740) - ffn - a financial function library for Python. MIT
GitHub (👨💻 23 · 🔀 170 · 📦 96 · 📋 75 - 22% open · ⏱️ 18.12.2020):
git clone https://github.com/pmorissette/ffn
PyPi (📥 12K / month · 📦 16 · ⏱️ 28.05.2018):
pip install ffn
Enigma Catalyst 🥉 23 · ⭐ 1.9K) - An Algorithmic Trading Library for Crypto-Assets in Python. Apache-2
GitHub (👨💻 140 · 🔀 590 · 📦 20 · 📋 500 - 26% open · ⏱️ 28.12.2020):
git clone https://github.com/enigmampc/catalyst
PyPi (📥 380 / month · ⏱️ 11.11.2018):
pip install enigma-catalyst
stockstats 🥉 23 · ⭐ 690 · ➕ ) - Supply a wrapper ``StockDataFrame`` based on the.. BSD-3
GitHub (👨💻 7 · 🔀 190 · 📦 160 · 📋 58 - 50% open · ⏱️ 17.10.2020):
git clone https://github.com/jealous/stockstats
PyPi (📥 25K / month · 📦 24 · ⏱️ 17.10.2020):
pip install stockstats
bt 🥉 22 · ⭐ 930) - bt - flexible backtesting for Python. MIT
GitHub (👨💻 20 · 🔀 250 · 📦 42 · 📋 210 - 24% open · ⏱️ 09.01.2021):
git clone https://github.com/pmorissette/bt
PyPi (📥 4K / month · 📦 20 · ⏱️ 28.05.2018):
pip install bt
TensorTrade 🥉 21 · ⭐ 2.2K) - An open source reinforcement learning framework for training,.. Apache-2
GitHub (👨💻 46 · 🔀 570 · 📦 10 · 📋 150 - 21% open · ⏱️ 06.01.2021):
git clone https://github.com/tensortrade-org/tensortrade
PyPi (📥 910 / 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 · ⏱️ 11.01.2021):
git clone https://github.com/cuemacro/finmarketpy
PyPi (📥 67 / month · ⏱️ 20.10.2020):
pip install finmarketpy
Qlib 🥉 19 · ⭐ 3.6K · 🐣 ) - Qlib is an AI-oriented quantitative investment platform, which aims.. MIT
GitHub (👨💻 25 · 🔀 540 · 📥 190 · 📋 99 - 55% open · ⏱️ 12.01.2021):
git clone https://github.com/microsoft/qlib
PyPi (📥 2.3K / month · ⏱️ 12.12.2020):
pip install pyqlib
tf-quant-finance 🥉 19 · ⭐ 1.4K · ➕ ) - High-performance TensorFlow library for quantitative.. Apache-2
GitHub (👨💻 29 · 🔀 250 · 📦 4 · 📋 19 - 47% open · ⏱️ 08.01.2021):
git clone https://github.com/google/tf-quant-finance
PyPi (📥 120 / month · ⏱️ 18.09.2020):
pip install tf-quant-finance
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
Docker Hub (📥 41K · ⭐ 8 · ⏱️ 03.09.2020):
docker pull shadowreaver/crypto-signal
Show 6 hidden projects...
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 · 📥 530 · 📋 1.5K - 4% open · ⏱️ 08.01.2021):
git clone https://github.com/facebook/prophet
PyPi (📥 610K / month · 📦 150 · ⏱️ 05.09.2020):
pip install fbprophet
tsfresh 🥇 27 · ⭐ 5.3K · 📈 ) - Automatic extraction of relevant features from time series:. MIT
GitHub (👨💻 71 · 🔀 840 · 📋 430 - 7% open · ⏱️ 12.01.2021):
git clone https://github.com/blue-yonder/tsfresh
PyPi (📥 170K / month · 📦 66 · ⏱️ 09.09.2020):
pip install tsfresh
Conda (📥 26K · ⏱️ 10.09.2020):
conda install -c conda-forge tsfresh
tslearn 🥇 27 · ⭐ 1.4K) - A machine learning toolkit dedicated to time-series data. BSD-2
GitHub (👨💻 28 · 🔀 220 · 📦 180 · 📋 220 - 23% open · ⏱️ 08.01.2021):
git clone https://github.com/tslearn-team/tslearn
PyPi (📥 67K / month · 📦 11 · ⏱️ 18.06.2020):
pip install tslearn
Conda (📥 180K · ⏱️ 19.06.2020):
conda install -c conda-forge tslearn
sktime 🥈 26 · ⭐ 3.4K) - A unified framework for machine learning with time series. BSD-3
GitHub (👨💻 71 · 🔀 410 · 📥 41 · 📦 90 · 📋 320 - 31% open · ⏱️ 12.01.2021):
git clone https://github.com/alan-turing-institute/sktime
PyPi (📥 7.2K / month · ⏱️ 29.12.2020):
pip install sktime
pmdarima 🥈 26 · ⭐ 800 · ➕ ) - A statistical library designed to fill the void in Python's time.. MIT
GitHub (👨💻 16 · 🔀 150 · 📦 670 · 📋 220 - 7% open · ⏱️ 02.12.2020):
git clone https://github.com/alkaline-ml/pmdarima
PyPi (📥 200K / month · 📦 12 · ⏱️ 02.12.2020):
pip install pmdarima
Streamz 🥈 24 · ⭐ 900) - Real-time stream processing for python. BSD-3
GitHub (👨💻 38 · 🔀 110 · 📦 180 · 📋 220 - 41% open · ⏱️ 12.01.2021):
git clone https://github.com/python-streamz/streamz
PyPi (📥 2.1K / month · 📦 16 · ⏱️ 02.11.2020):
pip install streamz
Conda (📥 100K · ⏱️ 03.11.2020):
conda install -c conda-forge streamz
GluonTS 🥈 23 · ⭐ 1.7K) - Probabilistic time series modeling in Python. Apache-2
GitHub (👨💻 67 · 🔀 360 · 📋 520 - 34% open · ⏱️ 12.01.2021):
git clone https://github.com/awslabs/gluon-ts
PyPi (📥 21K / month · ⏱️ 08.12.2020):
pip install gluonts
STUMPY 🥉 22 · ⭐ 1.6K) - STUMPY is a powerful and scalable Python library for computing a Matrix.. BSD-3
GitHub (👨💻 20 · 🔀 160 · 📋 200 - 13% open · ⏱️ 04.01.2021):
git clone https://github.com/TDAmeritrade/stumpy
PyPi (📥 18K / month · ⏱️ 31.12.2020):
pip install stumpy
Conda (📥 15K · ⏱️ 31.12.2020):
conda install -c conda-forge stumpy
Darts 🥉 21 · ⭐ 690) - A python library for easy manipulation and forecasting of time series. Apache-2
GitHub (👨💻 23 · 🔀 84 · 📦 11 · 📋 57 - 28% open · ⏱️ 09.11.2020):
git clone https://github.com/unit8co/darts
PyPi (📥 910 / month · ⏱️ 09.11.2020):
pip install u8darts
Docker Hub (📥 75 · ⏱️ 06.10.2020):
docker pull unit8/darts
pyts 🥉 20 · ⭐ 850 · 💤 ) - A Python package for time series classification. BSD-3
GitHub (👨💻 7 · 🔀 92 · 📦 79 · 📋 41 - 56% open · ⏱️ 30.04.2020):
git clone https://github.com/johannfaouzi/pyts
PyPi (📥 2.1K / month · 📦 2 · ⏱️ 21.03.2020):
pip install pyts
Conda (📥 5.8K · ⏱️ 21.03.2020):
conda install -c conda-forge pyts
matrixprofile-ts 🥉 19 · ⭐ 600 · 💤 ) - A Python library for detecting patterns and anomalies.. Apache-2
GitHub (👨💻 15 · 🔀 90 · 📦 11 · 📋 52 - 36% open · ⏱️ 25.04.2020):
git clone https://github.com/target/matrixprofile-ts
PyPi (📥 2.4K / month · ⏱️ 08.08.2019):
pip install matrixprofile-ts
pytorch-forecasting 🥉 19 · ⭐ 590 · 🐣 ) - Time series forecasting with PyTorch. MIT
GitHub (👨💻 11 · 🔀 60 · 📋 89 - 29% open · ⏱️ 12.01.2021):
git clone https://github.com/jdb78/pytorch-forecasting
PyPi (📥 2.9K / month · ⏱️ 10.01.2021):
pip install pytorch-forecasting
seglearn 🥉 19 · ⭐ 410) - Python module for machine learning time series:. BSD-3
GitHub (👨💻 13 · 🔀 47 · 📦 6 · 📋 25 - 24% open · ⏱️ 08.11.2020):
git clone https://github.com/dmbee/seglearn
PyPi (📥 1.7K / month · 📦 1 · ⏱️ 02.04.2020):
pip install seglearn
ADTK 🥉 17 · ⭐ 580 · 💤 ) - A Python toolkit for rule-based/unsupervised anomaly detection in time.. MPL-2.0
GitHub (👨💻 11 · 🔀 71 · 📋 50 - 40% open · ⏱️ 17.04.2020):
git clone https://github.com/arundo/adtk
PyPi (📥 29K / month · ⏱️ 17.04.2020):
pip install adtk
atspy 🥉 17 · ⭐ 320 · ➕ ) - AtsPy: Automated Time Series Models in Python (by @firmai). MIT
GitHub (👨💻 5 · 🔀 61 · 📦 3 · 📋 18 - 88% open · ⏱️ 12.11.2020):
git clone https://github.com/firmai/atspy
PyPi (📥 230 / month · ⏱️ 24.04.2020):
pip install atspy
tick 🥉 17 · ⭐ 320 · 💤 ) - Module for statistical learning, with a particular emphasis on time-.. BSD-3
GitHub (👨💻 16 · 🔀 74 · 📥 160 · 📦 28 · 📋 210 - 25% open · ⏱️ 15.06.2020):
git clone https://github.com/X-DataInitiative/tick
PyPi (📥 550 / month · 📦 1 · ⏱️ 24.05.2020):
pip install tick
Show 4 hidden projects...
luminol 🥈 23 · ⭐ 860 · 💀 ) - Anomaly Detection and Correlation library. Apache-2 PyFlux 🥉 22 · ⭐ 1.8K · 💀 ) - Open source time series library for Python. BSD-3 pydlm 🥉 20 · ⭐ 350 · 💀 ) - A python library for Bayesian time series modeling. BSD-3 Auto TS 🥉 17 · ⭐ 140) - Automatically build ARIMA, SARIMAX, VAR, FB Prophet and ML Models on.. Apache-2
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 Python. BSD-3
GitHub (👨💻 230 · 🔀 840 · 📦 780 · 📋 3.4K - 8% open · ⏱️ 12.01.2021):
git clone https://github.com/mne-tools/mne-python
PyPi (📥 20K / month · 📦 200 · ⏱️ 17.12.2020):
pip install mne
Conda (📥 96K · ⏱️ 20.12.2020):
conda install -c conda-forge mne
Nilearn 🥇 30 · ⭐ 690) - Machine learning for NeuroImaging in Python. BSD-3
GitHub (👨💻 160 · 🔀 370 · 📦 850 · 📋 1.4K - 26% open · ⏱️ 11.01.2021):
git clone https://github.com/nilearn/nilearn
PyPi (📥 8.8K / month · 📦 300 · ⏱️ 12.11.2020):
pip install nilearn
Conda (📥 76K · ⏱️ 12.11.2020):
conda install -c conda-forge nilearn
Lifelines 🥈 29 · ⭐ 1.5K) - Survival analysis in Python. MIT
GitHub (👨💻 90 · 🔀 410 · 📦 480 · 📋 770 - 24% open · ⏱️ 05.01.2021):
git clone https://github.com/CamDavidsonPilon/lifelines
PyPi (📥 100K / 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 · 📦 480 · 📋 1.2K - 26% open · ⏱️ 08.12.2020):
git clone https://github.com/nipy/nipype
PyPi (📥 11K / month · 📦 190 · ⏱️ 16.08.2020):
pip install nipype
Conda (📥 350K · ⏱️ 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 · 📦 3.5K · 📋 390 - 27% open · ⏱️ 05.01.2021):
git clone https://github.com/nipy/nibabel
PyPi (📥 46K / month · 📦 1.3K · ⏱️ 28.11.2020):
pip install nibabel
Conda (📥 290K · ⏱️ 29.11.2020):
conda install -c conda-forge nibabel
DIPY 🥈 28 · ⭐ 380) - DIPY is the paragon 3D/4D+ imaging library in Python. Contains generic.. BSD-3
GitHub (👨💻 120 · 🔀 310 · 📦 320 · 📋 730 - 21% open · ⏱️ 10.12.2020):
git clone https://github.com/dipy/dipy
PyPi (📥 6.6K / month · 📦 94 · ⏱️ 05.11.2020):
pip install dipy
Conda (📥 170K · ⏱️ 14.11.2020):
conda install -c conda-forge dipy
Hail 🥈 23 · ⭐ 690) - Scalable genomic data analysis. MIT
GitHub (👨💻 68 · 🔀 180 · 📦 27 · 📋 2.3K - 14% open · ⏱️ 12.01.2021):
git clone https://github.com/hail-is/hail
PyPi (📥 1K / month · ⏱️ 03.12.2020):
pip install hail
MONAI 🥈 22 · ⭐ 1.7K) - AI Toolkit for Healthcare Imaging. Apache-2
GitHub (👨💻 52 · 🔀 290 · 📋 660 - 12% open · ⏱️ 12.01.2021):
git clone https://github.com/Project-MONAI/MONAI
PyPi (📥 3.7K / 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 (📥 200 / month · ⏱️ 10.10.2019):
pip install niftynet
DeepVariant 🥉 21 · ⭐ 2.2K) - DeepVariant is an analysis pipeline that uses a deep neural.. BSD-3
GitHub (👨💻 19 · 🔀 520 · 📥 3K · 📋 370 - 0% open · ⏱️ 14.12.2020):
git clone https://github.com/google/deepvariant
Conda (📥 26K · ⏱️ 05.09.2020):
conda install -c bioconda deepvariant
Glow 🥉 19 · ⭐ 150) - An open-source toolkit for large-scale genomic analysis. Apache-2
GitHub (👨💻 11 · 🔀 41 · 📋 63 - 34% open · ⏱️ 12.01.2021):
git clone https://github.com/projectglow/glow
PyPi (📥 1.3K / month · ⏱️ 10.09.2020):
pip install glow.py
Brainiak 🥉 18 · ⭐ 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 (📥 86 / month · 📦 1 · ⏱️ 15.10.2020):
pip install brainiak
Docker Hub (📥 460 · ⭐ 1 · ⏱️ 15.10.2020):
docker pull brainiak/brainiak
Medical Detection Toolkit 🥉 12 · ⭐ 890 · 💤 ) - The Medical Detection Toolkit contains 2D + 3D.. Apache-2 MedicalNet 🥉 11 · ⭐ 1K) - Many studies have shown that the performance on deep learning is.. MIT Show 5 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 MedicalTorch 🥉 15 · ⭐ 700 · 💀 ) - A medical imaging framework for Pytorch. Apache-2 DeepNeuro 🥉 14 · ⭐ 98 · 💤 ) - A deep learning python package for neuroimaging data. Made by:. MIT
Libraries for optical character recognition (OCR) and text extraction from images or videos.
Tesseract 🥇 30 · ⭐ 3.4K) - Python-tesseract is an optical character recognition (OCR) tool.. Apache-2
GitHub (👨💻 36 · 🔀 500 · 📋 240 - 2% open · ⏱️ 04.01.2021):
git clone https://github.com/madmaze/pytesseract
PyPi (📥 440K / month · 📦 1.4K · ⏱️ 15.12.2020):
pip install pytesseract
Conda (📥 38K · ⏱️ 20.11.2020):
conda install -c conda-forge pytesseract
EasyOCR 🥈 27 · ⭐ 9.9K) - Ready-to-use OCR with 80+ supported languages and all popular.. Apache-2
GitHub (👨💻 73 · 🔀 940 · 📥 90K · 📦 100 · 📋 240 - 34% open · ⏱️ 05.01.2021):
git clone https://github.com/JaidedAI/EasyOCR
PyPi (📥 10K / month · ⏱️ 05.01.2021):
pip install easyocr
OCRmyPDF 🥈 27 · ⭐ 3.7K) - OCRmyPDF adds an OCR text layer to scanned PDF files, allowing them.. MPL-2.0
GitHub (👨💻 49 · 🔀 420 · 📦 100 · 📋 640 - 13% open · ⏱️ 10.01.2021):
git clone https://github.com/jbarlow83/OCRmyPDF
PyPi (📥 14K / month · 📦 12 · ⏱️ 10.01.2021):
pip install ocrmypdf
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 (📥 26K / month · 📦 50 · ⏱️ 17.03.2020):
pip install tesserocr
Conda (📥 31K · ⏱️ 14.10.2020):
conda install -c conda-forge tesserocr
PaddleOCR 🥉 24 · ⭐ 8.3K) - Awesome multilingual OCR toolkits based on PaddlePaddle.. Apache-2
GitHub (👨💻 41 · 🔀 1.6K · 📦 18 · 📋 1.1K - 29% open · ⏱️ 12.01.2021):
git clone https://github.com/PaddlePaddle/PaddleOCR
PyPi (📥 1.6K / month · ⏱️ 18.12.2020):
pip install paddleocr
attention-ocr 🥉 20 · ⭐ 820) - A Tensorflow model for text recognition (CNN + seq2seq with.. MIT
GitHub (👨💻 27 · 🔀 230 · 📦 15 · 📋 140 - 11% open · ⏱️ 31.10.2020):
git clone https://github.com/emedvedev/attention-ocr
PyPi (📥 130 / month · ⏱️ 19.04.2019):
pip install aocr
keras-ocr 🥉 20 · ⭐ 740) - A packaged and flexible version of the CRAFT text detector and.. MIT
GitHub (👨💻 9 · 🔀 170 · 📥 13K · 📋 120 - 22% open · ⏱️ 26.11.2020):
git clone https://github.com/faustomorales/keras-ocr
PyPi (📥 1.5K / 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 · 🔀 92 · 📦 32 · 📋 21 - 57% open · ⏱️ 01.12.2020):
git clone https://github.com/jlsutherland/doc2text
PyPi (📥 240 / month · ⏱️ 06.09.2016):
pip install doc2text
calamari 🥉 18 · ⭐ 760) - 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 (📥 350 / month · 📦 2 · ⏱️ 13.11.2018):
pip install calamari_ocr
Show 1 hidden projects...
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 (👨💻 2.6K · 🔀 12K · 📥 73K · 📦 360K · 📋 20K - 17% open · ⏱️ 12.01.2021):
git clone https://github.com/pandas-dev/pandas
PyPi (📥 24M / month · 📦 77K · ⏱️ 26.12.2020):
pip install pandas
Conda (📥 13M · ⏱️ 27.12.2020):
conda install -c conda-forge pandas
numpy 🥇 42 · ⭐ 16K) - The fundamental package for scientific computing with Python. BSD-3
GitHub (👨💻 1.2K · 🔀 5.2K · 📥 290K · 📦 600K · 📋 9.5K - 23% open · ⏱️ 11.01.2021):
git clone https://github.com/numpy/numpy
PyPi (📥 39M / month · 📦 170K · ⏱️ 05.01.2021):
pip install numpy
Conda (📥 15M · ⏱️ 11.01.2021):
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 · 📥 770 · 📦 98K · 📋 1.1K - 16% open · ⏱️ 11.01.2021):
git clone https://github.com/h5py/h5py
PyPi (📥 5.3M / month · 📦 23K · ⏱️ 06.11.2020):
pip install h5py
Conda (📥 4.4M · ⏱️ 01.01.2021):
conda install -c conda-forge h5py
Arrow 🥈 35 · ⭐ 6.9K) - Apache Arrow is a cross-language development platform for in-memory.. Apache-2
GitHub (👨💻 610 · 🔀 1.7K · 📦 29 · 📋 670 - 19% open · ⏱️ 12.01.2021):
git clone https://github.com/apache/arrow
PyPi (📥 14M / month · 📦 990 · ⏱️ 19.10.2020):
pip install pyarrow
Conda (📥 450K · ⏱️ 12.01.2021):
conda install -c conda-forge arrow
xarray 🥈 32 · ⭐ 1.9K) - N-D labeled arrays and datasets in Python. Apache-2
GitHub (👨💻 290 · 🔀 610 · 📦 4.8K · 📋 2.6K - 29% open · ⏱️ 12.01.2021):
git clone https://github.com/pydata/xarray
PyPi (📥 270K / month · 📦 1.1K · ⏱️ 30.11.2020):
pip install xarray
Conda (📥 2.2M · ⏱️ 01.12.2020):
conda install -c conda-forge xarray
numexpr 🥈 31 · ⭐ 1.5K) - Fast numerical array expression evaluator for Python, NumPy, PyTables,.. MIT
GitHub (👨💻 55 · 🔀 160 · 📋 300 - 17% open · ⏱️ 04.01.2021):
git clone https://github.com/pydata/numexpr
PyPi (📥 700K / month · 📦 5.5K · ⏱️ 05.01.2020):
pip install numexpr
Conda (📥 2M · ⏱️ 08.01.2021):
conda install -c conda-forge numexpr
Modin 🥈 29 · ⭐ 5.6K) - Modin: Speed up your Pandas workflows by changing a single line of.. Apache-2
GitHub (👨💻 65 · 🔀 380 · 📥 200K · 📦 280 · 📋 1.5K - 27% open · ⏱️ 12.01.2021):
git clone https://github.com/modin-project/modin
PyPi (📥 73K / month · 📦 18 · ⏱️ 12.01.2021):
pip install modin
TinyDB 🥈 29 · ⭐ 3.9K) - TinyDB is a lightweight document oriented database optimized for your.. MIT
GitHub (👨💻 62 · 🔀 350 · 📋 250 - 5% open · ⏱️ 04.01.2021):
git clone https://github.com/msiemens/tinydb
PyPi (📥 130K / month · 📦 1.1K · ⏱️ 14.11.2020):
pip install tinydb
Conda (📥 99K · ⏱️ 14.11.2020):
conda install -c conda-forge tinydb
Koalas 🥈 29 · ⭐ 2.6K) - Koalas: pandas API on Apache Spark. Apache-2
GitHub (👨💻 47 · 🔀 290 · 📥 1K · 📦 70 · 📋 500 - 16% open · ⏱️ 12.01.2021):
git clone https://github.com/databricks/koalas
PyPi (📥 860K / month · 📦 1 · ⏱️ 11.12.2020):
pip install koalas
Conda (📥 74K · ⏱️ 11.12.2020):
conda install -c conda-forge koalas
PyTables 🥈 28 · ⭐ 1K) - A Python package to manage extremely large amounts of data. BSD-3
GitHub (👨💻 96 · 🔀 180 · 📥 120 · 📋 590 - 25% open · ⏱️ 10.01.2021):
git clone https://github.com/PyTables/PyTables
PyPi (📥 380K / month · 📦 3.8K · ⏱️ 30.10.2019):
pip install tables
Conda (📥 2.1M · ⏱️ 09.01.2021):
conda install -c conda-forge pytables
Bottleneck 🥈 28 · ⭐ 570) - Fast NumPy array functions written in C. BSD-2
GitHub (👨💻 20 · 🔀 62 · 📦 18K · 📋 200 - 11% open · ⏱️ 25.11.2020):
git clone https://github.com/pydata/bottleneck
PyPi (📥 200K / 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 · ⭐ 620) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT
GitHub (👨💻 35 · 🔀 110 · 📦 510 · 📋 410 - 43% open · ⏱️ 04.01.2021):
git clone https://github.com/zarr-developers/zarr-python
PyPi (📥 18K / month · 📦 72 · ⏱️ 02.12.2020):
pip install zarr
Conda (📥 520K · ⏱️ 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 · 🔀 69 · 📦 270 · 📋 90 - 15% open · ⏱️ 19.12.2020):
git clone https://github.com/jmcarpenter2/swifter
PyPi (📥 51K / month · 📦 16 · ⏱️ 11.10.2020):
pip install swifter
Conda (📥 73K · ⏱️ 20.09.2020):
conda install -c conda-forge swifter
bcolz 🥉 25 · ⭐ 910 · ➕ ) - A columnar data container that can be compressed. BSD-3
GitHub (👨💻 33 · 🔀 120 · 📦 1.5K · 📋 250 - 51% open · ⏱️ 10.09.2020):
git clone https://github.com/Blosc/bcolz
PyPi (📥 20K / month · 📦 970 · ⏱️ 13.04.2018):
pip install bcolz
Conda (📥 200K · ⏱️ 05.11.2019):
conda install -c conda-forge bcolz
Pandaral·lel 🥉 23 · ⭐ 1.3K) - A simple and efficient tool to parallelize Pandas.. BSD-3
GitHub (👨💻 13 · 🔀 92 · 📦 140 · 📋 110 - 53% open · ⏱️ 16.12.2020):
git clone https://github.com/nalepae/pandarallel
PyPi (📥 40K / month · ⏱️ 25.08.2020):
pip install pandarallel
Vaex 🥉 22 · ⭐ 5.6K) - Out-of-Core DataFrames for Python, ML, visualize and explore big tabular data.. MIT
GitHub (👨💻 35 · 🔀 430 · 📥 200 · 📋 650 - 40% open · ⏱️ 08.01.2021):
git clone https://github.com/vaexio/vaex
PyPi (📥 3.5K / month · 📦 2 · ⏱️ 08.12.2020):
pip install vaex
Conda (📥 94K · ⏱️ 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 · 📥 730 · 📋 1.2K - 9% open · ⏱️ 12.01.2021):
git clone https://github.com/h2oai/datatable
PyPi (📥 16K / month · 📦 6 · ⏱️ 10.12.2020):
pip install datatable
fletcher 🥉 20 · ⭐ 210) - Pandas ExtensionDType/Array backed by Apache Arrow. MIT
GitHub (👨💻 23 · 🔀 32 · 📥 12 · 📦 3 · 📋 72 - 45% open · ⏱️ 29.12.2020):
git clone https://github.com/xhochy/fletcher
PyPi (📥 310 / month · ⏱️ 07.12.2020):
pip install fletcher
Conda (📥 18K · ⏱️ 29.12.2020):
conda install -c conda-forge fletcher
StaticFrame 🥉 20 · ⭐ 200) - The StaticFrame library defines the Series and Frame, immutable data.. MIT
GitHub (👨💻 14 · 🔀 20 · 📦 5 · 📋 270 - 12% open · ⏱️ 12.01.2021):
git clone https://github.com/InvestmentSystems/static-frame
PyPi (📥 1.1K / month · ⏱️ 12.01.2021):
pip install static-frame
Conda (📥 60K · ⏱️ 12.01.2021):
conda install -c conda-forge static-frame
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 (📥 310 / month · 📦 14 · ⏱️ 17.08.2020):
pip install bounter
PandaPy 🥉 15 · ⭐ 470) - PandaPy has the speed of NumPy and the usability of Pandas 10x to 50x.. MIT
GitHub (👨💻 3 · 🔀 44 · 📦 1 · 📋 3 - 66% open · ⏱️ 12.11.2020):
git clone https://github.com/firmai/pandapy
PyPi (📥 71 / 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 · 📋 480 - 28% open · ⏱️ 12.01.2021):
git clone https://github.com/joke2k/faker
PyPi (📥 1.9M / month · 📦 4.7K · ⏱️ 12.01.2021):
pip install Faker
Conda (📥 360K · ⏱️ 11.01.2021):
conda install -c conda-forge faker
xlrd 🥇 33 · ⭐ 1.8K) - Please use openpyxl where you can... BSD-3
GitHub (👨💻 50 · 🔀 410 · 📦 61K · ⏱️ 12.12.2020):
git clone https://github.com/python-excel/xlrd
PyPi (📥 5.3M / month · 📦 14K · ⏱️ 11.12.2020):
pip install xlrd
Conda (📥 1.1M · ⏱️ 09.01.2021):
conda install -c conda-forge xlrd
xmltodict 🥇 32 · ⭐ 4.2K · 💤 ) - Python module that makes working with XML feel like you are.. MIT
GitHub (👨💻 41 · 🔀 400 · 📦 20K · 📋 200 - 31% open · ⏱️ 26.04.2020):
git clone https://github.com/martinblech/xmltodict
PyPi (📥 3.9M / month · 📦 8.2K · ⏱️ 11.02.2019):
pip install xmltodict
Conda (📥 600K · ⏱️ 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 · 📦 9K · 📋 230 - 14% open · ⏱️ 11.12.2020):
git clone https://github.com/jazzband/tablib
PyPi (📥 550K / 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 · 🔀 940 · 📦 3.3K · 📋 920 - 43% open · ⏱️ 12.01.2021):
git clone https://github.com/tensorflow/datasets
PyPi (📥 540K / month · 📦 100 · ⏱️ 07.01.2021):
pip install tensorflow-datasets
smart-open 🥈 30 · ⭐ 1.9K) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT
GitHub (👨💻 70 · 🔀 270 · 📋 300 - 22% open · ⏱️ 10.01.2021):
git clone https://github.com/RaRe-Technologies/smart_open
PyPi (📥 8.2M / month · 📦 640 · ⏱️ 30.12.2020):
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 (📥 74K · ⏱️ 24.12.2020):
conda install -c conda-forge python-magic
Datasets 🥈 29 · ⭐ 6.4K) - The largest hub of ready-to-use NLP datasets for ML models with.. Apache-2
GitHub (👨💻 200 · 🔀 660 · 📦 260 · 📋 500 - 38% open · ⏱️ 12.01.2021):
git clone https://github.com/huggingface/datasets
PyPi (📥 23K / month · 📦 18 · ⏱️ 04.01.2021):
pip install datasets
pandas-datareader 🥈 29 · ⭐ 1.8K) - Extract data from a wide range of Internet sources.. BSD-3
GitHub (👨💻 77 · 🔀 490 · 📦 7.4K · 📋 440 - 15% open · ⏱️ 31.12.2020):
git clone https://github.com/pydata/pandas-datareader
PyPi (📥 120K / month · 📦 1.4K · ⏱️ 10.07.2020):
pip install pandas-datareader
Conda (📥 85K · ⏱️ 20.11.2019):
conda install -c conda-forge pandas-datareader
csvkit 🥉 27 · ⭐ 4.4K) - A suite of utilities for converting to and working with CSV, the king of.. MIT
GitHub (👨💻 91 · 🔀 540 · 📦 800 · 📋 800 - 7% open · ⏱️ 30.10.2020):
git clone https://github.com/wireservice/csvkit
PyPi (📥 26K / month · 📦 700 · ⏱️ 03.03.2020):
pip install csvkit
Conda (📥 45K · ⏱️ 28.05.2019):
conda install -c conda-forge csvkit
snorkel 🥉 27 · ⭐ 4.4K) - A system for quickly generating training data with weak supervision. Apache-2
GitHub (👨💻 62 · 🔀 710 · 📥 490 · 📦 63 · 📋 940 - 3% open · ⏱️ 05.09.2020):
git clone https://github.com/snorkel-team/snorkel
PyPi (📥 68K / 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 · 📦 2K · 📋 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
tabulator-py 🥉 26 · ⭐ 200 · ➕ ) - Python library for reading and writing tabular data via streams. MIT
GitHub (👨💻 24 · 🔀 40 · 📦 450 · ⏱️ 30.11.2020):
git clone https://github.com/frictionlessdata/tabulator-py
PyPi (📥 94K / month · 📦 100 · ⏱️ 30.11.2020):
pip install tabulator
Conda (📥 37K · ⏱️ 24.07.2018):
conda install -c conda-forge tabulator-py
Intake 🥉 24 · ⭐ 520) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2
GitHub (👨💻 51 · 🔀 91 · 📦 220 · 📋 260 - 28% open · ⏱️ 16.12.2020):
git clone https://github.com/intake/intake
PyPi (📥 2.6K / month · 📦 74 · ⏱️ 03.06.2020):
pip install intake
Conda (📥 55K · ⏱️ 03.06.2020):
conda install -c conda-forge intake
SDV 🥉 21 · ⭐ 300) - Synthetic Data Generation for tabular, relational and time series data. MIT
GitHub (👨💻 32 · 🔀 54 · 📦 12 · 📋 170 - 25% open · ⏱️ 09.01.2021):
git clone https://github.com/sdv-dev/SDV
PyPi (📥 1.1K / month · ⏱️ 31.12.2020):
pip install sdv
datatest 🥉 21 · ⭐ 230 · ➕ ) - Tools for test driven data-wrangling and data validation. Apache-2
GitHub (👨💻 6 · 🔀 13 · 📦 28 · 📋 51 - 17% open · ⏱️ 04.01.2021):
git clone https://github.com/shawnbrown/datatest
PyPi (📥 2.3K / month · 📦 2 · ⏱️ 04.01.2021):
pip install datatest
Show 6 hidden projects...
textract 🥉 26 · ⭐ 2.9K · 💀 ) - extract text from any document. no muss. no fuss. MIT Singer 🥉 24 · ⭐ 660) - Standard for moving data between databases, web APIs, files, queues,.. ❗️AGPL-3.0 Camelot 🥉 23 · ⭐ 3K · 💀 ) - Camelot: PDF Table Extraction for Humans. MIT messytables 🥉 23 · ⭐ 360 · 💀 ) - Tools for parsing messy tabular data. This is now superseded by.. MIT pyexcel-xlsx 🥉 23 · ⭐ 83) - A wrapper library to read, manipulate and write data in xlsx and.. BSD-3 rows 🥉 20 · ⭐ 730 · ➕ ) - A common, beautiful interface to tabular data, no matter the format. ❗️LGPL-3.0
Libraries for web scraping, crawling, downloading, and mining as well as libraries.
🔗 best-of-web-python - Web Scraping ⭐ 2) - Collection of web-scraping and crawling libraries.
Libraries for data batch- and stream-processing, workflow automation, job scheduling, and other data pipeline tasks.
Celery 🥇 37 · ⭐ 17K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3
GitHub (👨💻 1.1K · 🔀 3.9K · 📦 47K · 📋 4.4K - 11% open · ⏱️ 12.01.2021):
git clone https://github.com/celery/celery
PyPi (📥 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 · 🔀 7.8K · 📥 75K · 📋 2.8K - 35% open · ⏱️ 12.01.2021):
git clone https://github.com/apache/airflow
PyPi (📥 550K / month · 📦 290 · ⏱️ 14.12.2020):
pip install apache-airflow
Conda (📥 260K · ⏱️ 26.11.2020):
conda install -c conda-forge airflow
Docker Hub (📥 4M · ⭐ 200 · ⏱️ 12.01.2021):
docker pull apache/airflow
joblib 🥇 35 · ⭐ 2.3K · ➕ ) - Computing with Python functions. BSD-3
GitHub (👨💻 98 · 🔀 290 · 📦 76K · 📋 640 - 45% open · ⏱️ 28.12.2020):
git clone https://github.com/joblib/joblib
PyPi (📥 16M / month · 📦 6.6K · ⏱️ 14.12.2020):
pip install joblib
Conda (📥 2.8M · ⏱️ 14.12.2020):
conda install -c conda-forge joblib
luigi 🥇 33 · ⭐ 14K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2
GitHub (👨💻 550 · 🔀 2.2K · 📦 1.3K · 📋 900 - 7% open · ⏱️ 29.12.2020):
git clone https://github.com/spotify/luigi
PyPi (📥 360K / month · 📦 680 · ⏱️ 23.09.2020):
pip install luigi
Conda (📥 6.2K · ⏱️ 21.07.2020):
conda install -c anaconda luigi
rq 🥇 33 · ⭐ 7.5K · ➕ ) - Simple job queues for Python. BSD-3
GitHub (👨💻 220 · 🔀 1.2K · 📦 7.1K · 📋 810 - 17% open · ⏱️ 09.01.2021):
git clone https://github.com/rq/rq
PyPi (📥 230K / month · 📦 3.3K · ⏱️ 29.11.2020):
pip install rq
Conda (📥 43K · ⏱️ 29.11.2020):
conda install -c conda-forge rq
Beam 🥈 32 · ⭐ 4.5K) - Unified programming model to define and execute data processing.. Apache-2
GitHub (👨💻 990 · 🔀 2.8K · ⏱️ 12.01.2021):
git clone https://github.com/apache/beam
PyPi (📥 1.6M / month · 📦 190 · ⏱️ 08.01.2021):
pip install apache-beam
Prefect 🥈 30 · ⭐ 5.7K) - The easiest way to automate your data. Apache-2
GitHub (👨💻 170 · 🔀 480 · 📦 230 · 📋 1.5K - 14% open · ⏱️ 12.01.2021):
git clone https://github.com/PrefectHQ/prefect
PyPi (📥 35K / month · 📦 2 · ⏱️ 06.01.2021):
pip install prefect
Conda (📥 65K · ⏱️ 06.01.2021):
conda install -c conda-forge prefect
mrjob 🥈 30 · ⭐ 2.5K) - Run MapReduce jobs on Hadoop or Amazon Web Services. Apache-2
GitHub (👨💻 140 · 🔀 590 · 📦 650 · 📋 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 (📥 310K · ⏱️ 24.12.2020):
conda install -c conda-forge mrjob
Kedro 🥈 28 · ⭐ 3.3K) - A Python framework for creating reproducible, maintainable and modular.. Apache-2
GitHub (👨💻 93 · 🔀 380 · 📦 350 · 📋 430 - 20% open · ⏱️ 11.01.2021):
git clone https://github.com/quantumblacklabs/kedro
PyPi (📥 51K / month · 📦 16 · ⏱️ 17.12.2020):
pip install kedro
dbt 🥈 28 · ⭐ 2.3K) - dbt (data build tool) enables data analysts and engineers to transform.. Apache-2
GitHub (👨💻 130 · 🔀 470 · 📦 170 · 📋 1.7K - 15% open · ⏱️ 12.01.2021):
git clone https://github.com/fishtown-analytics/dbt
PyPi (📥 95K / month · 📦 18 · ⏱️ 29.12.2020):
pip install dbt
Conda (📥 150K · ⏱️ 14.05.2020):
conda install -c conda-forge dbt
faust 🥈 27 · ⭐ 5.2K · 📉 ) - Python Stream Processing. BSD-3
GitHub (👨💻 91 · 🔀 420 · 📦 580 · 📋 440 - 50% open · ⏱️ 09.10.2020):
git clone https://github.com/robinhood/faust
PyPi (📥 55K / month · 📦 28 · ⏱️ 25.02.2020):
pip install faust
petl 🥈 27 · ⭐ 810) - Python Extract Transform and Load Tables of Data. MIT
GitHub (👨💻 43 · 🔀 150 · 📦 310 · 📋 410 - 16% open · ⏱️ 29.12.2020):
git clone https://github.com/petl-developers/petl
PyPi (📥 13K / month · 📦 110 · ⏱️ 06.10.2020):
pip install petl
Conda (📥 19K · ⏱️ 29.12.2020):
conda install -c conda-forge petl
Dagster 🥈 26 · ⭐ 2.5K) - A data orchestrator for machine learning, analytics, and ETL. Apache-2
GitHub (👨💻 110 · 🔀 260 · 📦 130 · 📋 2.4K - 25% open · ⏱️ 12.01.2021):
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 (👨💻 23 · 🔀 96 · 📦 250 · 📋 120 - 2% open · ⏱️ 12.01.2021):
git clone https://github.com/EntilZha/PyFunctional
PyPi (📥 31K / month · ⏱️ 12.01.2021):
pip install pyfunctional
TFX 🥈 26 · ⭐ 1.3K) - TFX is an end-to-end platform for deploying production ML pipelines. Apache-2
GitHub (👨💻 97 · 🔀 370 · 📋 500 - 39% open · ⏱️ 12.01.2021):
git clone https://github.com/tensorflow/tfx
PyPi (📥 110K / month · 📦 4 · ⏱️ 06.01.2021):
pip install tfx
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 (📥 1.6K / month · 📦 26 · ⏱️ 07.10.2020):
pip install streamparse
Great Expectations 🥉 23 · ⭐ 3.4K) - Always know what to expect from your data. Apache-2
GitHub (👨💻 140 · 🔀 380 · 📋 740 - 20% open · ⏱️ 12.01.2021):
git clone https://github.com/great-expectations/great_expectations
PyPi (📥 350K / month · 📦 6 · ⏱️ 23.12.2020):
pip install great_expectations
bonobo 🥉 23 · ⭐ 1.4K) - Extract Transform Load for Python 3.5+. Apache-2
GitHub (👨💻 36 · 🔀 110 · 📦 100 · 📋 170 - 36% open · ⏱️ 01.01.2021):
git clone https://github.com/python-bonobo/bonobo
PyPi (📥 2.4K / month · 📦 24 · ⏱️ 20.07.2019):
pip install bonobo
Optimus 🥉 23 · ⭐ 960) - Agile Data Preparation Workflows madeeasy with dask, cudf,.. Apache-2
GitHub (👨💻 21 · 🔀 190 · 📦 11 · 📋 300 - 45% open · ⏱️ 11.01.2021):
git clone https://github.com/ironmussa/Optimus
PyPi (📥 6.9K / month · ⏱️ 30.05.2019):
pip install optimuspyspark
pysparkling 🥉 23 · ⭐ 230) - A pure Python implementation of Apache Spark's RDD and DStream.. MIT
GitHub (👨💻 9 · 🔀 43 · 📦 55 · 📋 21 - 4% open · ⏱️ 10.01.2021):
git clone https://github.com/svenkreiss/pysparkling
PyPi (📥 4.9K / month · 📦 14 · ⏱️ 10.01.2021):
pip install pysparkling
Pypeline 🥉 21 · ⭐ 1.2K) - Concurrent data pipelines in Python . MIT
GitHub (👨💻 9 · 🔀 66 · 📋 47 - 25% open · ⏱️ 05.01.2021):
git clone https://github.com/cgarciae/pypeln
PyPi (📥 2K / month · 📦 5 · ⏱️ 05.01.2021):
pip install pypeln
dpark 🥉 20 · ⭐ 2.6K · ➕ ) - Python clone of Spark, a MapReduce alike framework in Python. BSD-3
GitHub (👨💻 35 · 🔀 550 · 📦 3 · ⏱️ 25.12.2020):
git clone https://github.com/douban/dpark
PyPi (📥 19 / month · 📦 1 · ⏱️ 27.07.2018):
pip install dpark
mrq 🥉 20 · ⭐ 830 · ➕ ) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT
GitHub (👨💻 37 · 🔀 110 · 📦 23 · 📋 180 - 32% open · ⏱️ 13.12.2020):
git clone https://github.com/pricingassistant/mrq
PyPi (📥 260 / month · 📦 12 · ⏱️ 31.08.2018):
pip install mrq
pdpipe 🥉 20 · ⭐ 580) - Easy pipelines for pandas DataFrames. MIT
GitHub (👨💻 8 · 🔀 29 · 📦 22 · 📋 20 - 30% open · ⏱️ 17.11.2020):
git clone https://github.com/pdpipe/pdpipe
PyPi (📥 930 / month · ⏱️ 09.11.2020):
pip install pdpipe
riko 🥉 19 · ⭐ 1.6K) - 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 (📥 150 / 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 (📥 410 / 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 (📥 180 / month · ⏱️ 19.12.2020):
pip install d6tflow
spark-deep-learning 🥉 18 · ⭐ 1.8K · ➕ ) - Deep Learning Pipelines for Apache Spark. Apache-2 flupy 🥉 18 · ⭐ 150 · ➕ ) - Fluent data pipelines for python and your shell. MIT
GitHub (👨💻 4 · 🔀 9 · ⏱️ 06.01.2021):
git clone https://github.com/olirice/flupy
PyPi (📥 1.7K / month · ⏱️ 06.01.2021):
pip install flupy
Mara Pipelines 🥉 17 · ⭐ 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 (📥 23 / month · ⏱️ 31.07.2020):
pip install mara-pipelines
BatchFlow 🥉 17 · ⭐ 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 (📥 13 / month · ⏱️ 23.08.2019):
pip install batchflow
zenml 🥉 15 · ⭐ 370 · 🐣 ) - ZenML: Bring Zen to your ML with reproducible pipelines. Apache-2
GitHub (👨💻 7 · 🔀 22 · 📦 1 · 📋 3 - 33% open · ⏱️ 12.01.2021):
git clone https://github.com/maiot-io/zenml
PyPi (📥 250 / month · ⏱️ 08.01.2021):
pip install zenml
Show 2 hidden projects...
ploomber 🥉 18 · ⭐ 110 · ➕ ) - A convention over configuration workflow orchestrator. Develop.. Apache-2 Botflow 🥉 15 · ⭐ 1.2K · 💀 ) - Python Fast Dataflow programming framework for Data pipeline work(.. BSD-3
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 - 20% open · ⏱️ 11.01.2021):
git clone https://github.com/dask/dask
PyPi (📥 1.2M / month · 📦 3.9K · ⏱️ 11.12.2020):
pip install dask
Conda (📥 2.8M · ⏱️ 11.12.2020):
conda install -c conda-forge dask
dask.distributed 🥇 34 · ⭐ 1.1K · ➕ ) - A distributed task scheduler for Dask. BSD-3
GitHub (👨💻 230 · 🔀 500 · 📦 16K · 📋 2K - 35% open · ⏱️ 12.01.2021):
git clone https://github.com/dask/distributed
PyPi (📥 690K / month · 📦 1.8K · ⏱️ 11.12.2020):
pip install distributed
Conda (📥 3.5M · ⏱️ 11.12.2020):
conda install -c conda-forge distributed
Ray 🥇 33 · ⭐ 14K) - An open source framework that provides a simple, universal API for.. Apache-2
GitHub (👨💻 420 · 🔀 2.3K · 📦 1.5K · 📋 5.6K - 20% open · ⏱️ 12.01.2021):
git clone https://github.com/ray-project/ray
PyPi (📥 170K / 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 · 📦 310 · 📋 1.6K - 15% open · ⏱️ 06.01.2021):
git clone https://github.com/horovod/horovod
PyPi (📥 110K / month · 📦 40 · ⏱️ 07.01.2021):
pip install horovod
ipyparallel 🥈 29 · ⭐ 1.8K) - Interactive Parallel Computing in Python. BSD-3
GitHub (👨💻 94 · 🔀 720 · 📦 1.4K · 📋 250 - 56% open · ⏱️ 24.08.2020):
git clone https://github.com/ipython/ipyparallel
PyPi (📥 72K / 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 (👨💻 61 · 🔀 180 · 📦 320 · 📋 370 - 46% open · ⏱️ 05.01.2021):
git clone https://github.com/dask/dask-ml
PyPi (📥 35K / month · 📦 42 · ⏱️ 24.09.2020):
pip install dask-ml
Conda (📥 190K · ⏱️ 24.09.2020):
conda install -c conda-forge dask-ml
Mesh 🥈 26 · ⭐ 620) - Mesh TensorFlow: Model Parallelism Made Easier. Apache-2
GitHub (👨💻 38 · 🔀 110 · 📦 480 · 📋 84 - 85% open · ⏱️ 08.01.2021):
git clone https://github.com/tensorflow/mesh
PyPi (📥 95K / month · 📦 28 · ⏱️ 17.12.2020):
pip install mesh-tensorflow
TensorFlowOnSpark 🥈 25 · ⭐ 3.6K · 📈 ) - TensorFlowOnSpark brings TensorFlow programs to.. Apache-2
GitHub (👨💻 33 · 🔀 930 · 📋 340 - 1% open · ⏱️ 21.12.2020):
git clone https://github.com/yahoo/TensorFlowOnSpark
PyPi (📥 60K / month · 📦 5 · ⏱️ 18.12.2020):
pip install tensorflowonspark
mpi4py 🥈 25 · ⭐ 370) - Python bindings for MPI. BSD-3
GitHub (👨💻 13 · 🔀 61 · 📥 640 · 📋 4 - 25% open · ⏱️ 12.01.2021):
git clone https://github.com/mpi4py/mpi4py
PyPi (📥 140K / month · 📦 700 · ⏱️ 04.11.2019):
pip install mpi4py
Conda (📥 500K · ⏱️ 08.01.2021):
conda install -c conda-forge mpi4py
BigDL 🥈 24 · ⭐ 3.7K) - BigDL: Distributed Deep Learning Framework for Apache Spark. Apache-2
GitHub (👨💻 71 · 🔀 900 · 📦 21 · 📋 900 - 19% open · ⏱️ 23.12.2020):
git clone https://github.com/intel-analytics/BigDL
PyPi (📥 1K / month · 📦 6 · ⏱️ 29.12.2020):
pip install bigdl
Maven (⏱️ 05.12.2020):
<dependency>
<groupId>com.intel.analytics.bigdl</groupId>
<artifactId>bigdl-SPARK_2.4</artifactId>
<version>[VERSION]</version>
</dependency>
petastorm 🥈 24 · ⭐ 1K · ➕ ) - Petastorm library enables single machine or distributed.. Apache-2
GitHub (👨💻 37 · 🔀 180 · 📥 290 · 📦 24 · 📋 230 - 52% open · ⏱️ 15.12.2020):
git clone https://github.com/uber/petastorm
PyPi (📥 21K / month · ⏱️ 15.12.2020):
pip install petastorm
DeepSpeed 🥉 23 · ⭐ 3.9K) - DeepSpeed is a deep learning optimization library that makes.. MIT
GitHub (👨💻 37 · 🔀 350 · 📦 8 · 📋 250 - 40% open · ⏱️ 12.01.2021):
git clone https://github.com/microsoft/DeepSpeed
PyPi (📥 1.4K / month · ⏱️ 08.01.2021):
pip install deepspeed
Docker Hub (📥 6.6K · ⭐ 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 · ⏱️ 09.01.2021):
git clone https://github.com/Azure/mmlspark
PyPi (📥 23K / month · ⏱️ 18.03.2020):
pip install mmlspark
Elephas 🥉 23 · ⭐ 1.4K) - Distributed Deep learning with Keras & Spark. MIT keras
GitHub (👨💻 25 · 🔀 290 · 📋 130 - 38% open · ⏱️ 29.12.2020):
git clone https://github.com/maxpumperla/elephas
PyPi (📥 7.9K / month · 📦 3 · ⏱️ 07.01.2021):
pip install elephas
analytics-zoo 🥉 22 · ⭐ 2.2K) - Distributed Tensorflow, Keras and PyTorch on Apache.. Apache-2
GitHub (👨💻 81 · 🔀 630 · 📦 2 · 📋 920 - 47% open · ⏱️ 12.01.2021):
git clone https://github.com/intel-analytics/analytics-zoo
PyPi (📥 620 / month · ⏱️ 10.01.2021):
pip install analytics-zoo
Submit it 🥉 20 · ⭐ 290) - Python 3.6+ toolbox for submitting jobs to Slurm. MIT
GitHub (👨💻 8 · 🔀 17 · 📦 73 · 📋 23 - 39% open · ⏱️ 07.01.2021):
git clone https://github.com/facebookincubator/submitit
PyPi (📥 2.2K / month · ⏱️ 01.12.2020):
pip install submitit
Conda (📥 750 · ⏱️ 19.11.2020):
conda install -c conda-forge submitit
BytePS 🥉 19 · ⭐ 2.6K) - A high performance and generic framework for distributed DNN training. Apache-2
GitHub (👨💻 16 · 🔀 360 · 📋 210 - 35% open · ⏱️ 10.01.2021):
git clone https://github.com/bytedance/byteps
PyPi (📥 66 / month · ⏱️ 04.11.2020):
pip install byteps
Docker Hub (📥 950 · ⏱️ 03.03.2020):
docker pull bytepsimage/tensorflow
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 · ⏱️ 12.01.2021):
conda install -c nusdbsystem singa
Docker Hub (📥 160 · ⭐ 2 · ⏱️ 04.06.2019):
docker pull apache/singa
FairScale 🥉 18 · ⭐ 630 · 🐣 ) - PyTorch extensions for high performance and large scale.. BSD-3
GitHub (👨💻 18 · 🔀 42 · 📋 85 - 34% open · ⏱️ 12.01.2021):
git clone https://github.com/facebookresearch/fairscale
PyPi (📥 1K / month · ⏱️ 07.01.2021):
pip install fairscale
sk-dist 🥉 18 · ⭐ 250) - Distributed scikit-learn meta-estimators in PySpark. Apache-2
GitHub (👨💻 6 · 🔀 42 · 📦 6 · 📋 16 - 43% open · ⏱️ 07.01.2021):
git clone https://github.com/Ibotta/sk-dist
PyPi (📥 3.6K / month · 📦 2 · ⏱️ 14.05.2020):
pip install sk-dist
Fiber 🥉 17 · ⭐ 830) - Distributed Computing for AI Made Simple. Apache-2
GitHub (👨💻 5 · 🔀 89 · 📦 17 · 📋 17 - 70% open · ⏱️ 06.10.2020):
git clone https://github.com/uber/fiber
PyPi (📥 1.1K / month · 📦 1 · ⏱️ 09.07.2020):
pip install fiber
somoclu 🥉 17 · ⭐ 220 · ➕ ) - Massively parallel self-organizing maps: accelerate training on.. MIT
GitHub (👨💻 17 · 🔀 55 · 📥 1.4K · 📋 130 - 19% open · ⏱️ 24.07.2020):
git clone https://github.com/peterwittek/somoclu
PyPi (📥 1.3K / month · 📦 2 · ⏱️ 25.04.2020):
pip install somoclu
Conda (📥 39K · ⏱️ 13.10.2020):
conda install -c conda-forge somoclu
Hivemind 🥉 16 · ⭐ 640) - Decentralized deep learning in PyTorch. Built to train models on.. MIT
GitHub (👨💻 8 · 🔀 29 · 📦 1 · 📋 32 - 46% open · ⏱️ 12.01.2021):
git clone https://github.com/learning-at-home/hivemind
PyPi (📥 18 / month · 📦 1 · ⏱️ 28.08.2020):
pip install hivemind
Show 3 hidden projects...
Libraries for hyperparameter optimization, automl and neural architecture search.
Optuna 🥇 31 · ⭐ 3.9K) - A hyperparameter optimization framework. MIT
GitHub (👨💻 120 · 🔀 440 · 📦 850 · 📋 640 - 27% open · ⏱️ 12.01.2021):
git clone https://github.com/optuna/optuna
PyPi (📥 160K / 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 (👨💻 68 · 🔀 370 · 📦 1.3K · 📋 520 - 31% open · ⏱️ 31.12.2020):
git clone https://github.com/scikit-optimize/scikit-optimize
PyPi (📥 480K / month · 📦 160 · ⏱️ 04.09.2020):
pip install scikit-optimize
Conda (📥 180K · ⏱️ 04.09.2020):
conda install -c conda-forge scikit-optimize
Hyperopt 🥇 30 · ⭐ 5.3K) - Distributed Asynchronous Hyperparameter Optimization in Python. BSD-3
GitHub (👨💻 84 · 🔀 840 · 📦 2.5K · 📋 550 - 60% open · ⏱️ 24.12.2020):
git clone https://github.com/hyperopt/hyperopt
PyPi (📥 400K / month · 📦 500 · ⏱️ 07.10.2020):
pip install hyperopt
Conda (📥 150K · ⏱️ 14.10.2020):
conda install -c conda-forge hyperopt
featuretools 🥇 28 · ⭐ 5.3K) - An open source python library for automated feature engineering. BSD-3
GitHub (👨💻 49 · 🔀 690 · 📦 650 · 📋 500 - 22% open · ⏱️ 12.01.2021):
git clone https://github.com/alteryx/featuretools
PyPi (📥 64K / month · 📦 70 · ⏱️ 31.12.2020):
pip install featuretools
Conda (📥 43K · ⏱️ 05.01.2021):
conda install -c conda-forge featuretools
Keras Tuner 🥇 28 · ⭐ 2.2K) - Hyperparameter tuning for humans. Apache-2
GitHub (👨💻 28 · 🔀 260 · 📦 350 · 📋 280 - 52% open · ⏱️ 09.12.2020):
git clone https://github.com/keras-team/keras-tuner
PyPi (📥 320K / month · 📦 2 · ⏱️ 20.11.2020):
pip install keras-tuner
NNI 🥈 27 · ⭐ 8.7K) - An open source AutoML toolkit for automate machine learning lifecycle,.. MIT
GitHub (👨💻 110 · 🔀 1.1K · 📦 78 · 📋 1.1K - 21% open · ⏱️ 05.01.2021):
git clone https://github.com/microsoft/nni
PyPi (📥 1.7K / month · 📦 16 · ⏱️ 08.01.2021):
pip install nni
AutoKeras 🥈 27 · ⭐ 7.7K) - AutoML library for deep learning. Apache-2
GitHub (👨💻 130 · 🔀 1.2K · 📦 140 · 📋 720 - 8% open · ⏱️ 04.01.2021):
git clone https://github.com/keras-team/autokeras
PyPi (📥 5.7K / month · 📦 7 · ⏱️ 30.11.2020):
pip install autokeras
auto-sklearn 🥈 26 · ⭐ 5.1K) - Automated Machine Learning with scikit-learn. BSD-3
GitHub (👨💻 63 · 🔀 970 · 📦 130 · 📋 680 - 18% open · ⏱️ 04.01.2021):
git clone https://github.com/automl/auto-sklearn
PyPi (📥 6.7K / month · 📦 30 · ⏱️ 04.01.2021):
pip install auto-sklearn
Bayesian Optimization 🥈 26 · ⭐ 4.8K) - A Python implementation of global optimization with.. MIT
GitHub (👨💻 27 · 🔀 1K · 📥 46 · 📦 560 · 📋 210 - 20% open · ⏱️ 19.12.2020):
git clone https://github.com/fmfn/BayesianOptimization
PyPi (📥 49K / month · 📦 92 · ⏱️ 16.05.2020):
pip install bayesian-optimization
AutoGluon 🥈 26 · ⭐ 2.9K) - AutoGluon: AutoML for Text, Image, and Tabular Data. Apache-2
GitHub (👨💻 50 · 🔀 380 · 📦 44 · 📋 370 - 40% open · ⏱️ 12.01.2021):
git clone https://github.com/awslabs/autogluon
PyPi (📥 20K / month · ⏱️ 12.01.2021):
pip install autogluon
BoTorch 🥈 26 · ⭐ 1.8K) - Bayesian optimization in PyTorch. MIT
GitHub (👨💻 50 · 🔀 170 · 📦 74 · 📋 150 - 26% open · ⏱️ 11.01.2021):
git clone https://github.com/pytorch/botorch
PyPi (📥 26K / month · ⏱️ 08.12.2020):
pip install botorch
SMAC3 🥈 26 · ⭐ 550) - Sequential Model-based Algorithm Configuration. BSD-3
GitHub (👨💻 30 · 🔀 150 · 📋 330 - 23% open · ⏱️ 29.10.2020):
git clone https://github.com/automl/SMAC3
PyPi (📥 8.9K / month · 📦 58 · ⏱️ 29.10.2020):
pip install smac
nevergrad 🥈 25 · ⭐ 2.8K · 📉 ) - A Python toolbox for performing gradient-free optimization. MIT
GitHub (👨💻 42 · 🔀 270 · 📦 110 · 📋 190 - 39% open · ⏱️ 07.01.2021):
git clone https://github.com/facebookresearch/nevergrad
PyPi (📥 7.4K / month · 📦 14 · ⏱️ 10.12.2020):
pip install nevergrad
Conda (📥 5.6K · ⏱️ 14.12.2020):
conda install -c conda-forge nevergrad
Ax 🥈 25 · ⭐ 1.4K) - Adaptive Experimentation Platform. MIT
GitHub (👨💻 91 · 🔀 140 · 📦 120 · 📋 210 - 16% open · ⏱️ 07.01.2021):
git clone https://github.com/facebook/Ax
PyPi (📥 15K / 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 (📥 12K / month · 📦 21 · ⏱️ 28.02.2019):
pip install hyperas
GPyOpt 🥈 24 · ⭐ 700) - Gaussian Process Optimization using GPy. BSD-3
GitHub (👨💻 49 · 🔀 220 · 📦 160 · 📋 290 - 34% open · ⏱️ 05.11.2020):
git clone https://github.com/SheffieldML/GPyOpt
PyPi (📥 4.2K / month · 📦 36 · ⏱️ 19.03.2020):
pip install gpyopt
Talos 🥉 22 · ⭐ 1.4K) - 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 (📥 950 / month · 📦 6 · ⏱️ 09.11.2020):
pip install talos
Orion 🥉 22 · ⭐ 180) - Asynchronous Distributed Hyperparameter Optimization. BSD-3
GitHub (👨💻 18 · 🔀 35 · 📦 39 · 📋 120 - 16% open · ⏱️ 23.12.2020):
git clone https://github.com/Epistimio/orion
PyPi (📥 940 / month · 📦 8 · ⏱️ 04.12.2020):
pip install orion
AdaNet 🥉 21 · ⭐ 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 (📥 660 / month · 📦 2 · ⏱️ 09.07.2020):
pip install adanet
optunity 🥉 21 · ⭐ 360 · 💤 ) - optimization routines for hyperparameter tuning. BSD-3
GitHub (👨💻 9 · 🔀 72 · 📥 62 · 📦 58 · 📋 93 - 48% open · ⏱️ 11.05.2020):
git clone https://github.com/claesenm/optunity
PyPi (📥 11K / month · 📦 7 · ⏱️ 30.09.2015):
pip install optunity
Neuraxle 🥉 21 · ⭐ 350) - A Sklearn-like Framework for Hyperparameter Tuning and AutoML in.. Apache-2
GitHub (👨💻 7 · 🔀 39 · 📦 17 · 📋 250 - 47% open · ⏱️ 12.01.2021):
git clone https://github.com/Neuraxio/Neuraxle
PyPi (📥 300 / month · ⏱️ 20.09.2020):
pip install neuraxle
mljar-supervised 🥉 20 · ⭐ 740) - Automates Machine Learning Pipeline with Feature Engineering.. MIT
GitHub (👨💻 7 · 🔀 96 · 📦 9 · 📋 270 - 18% open · ⏱️ 12.01.2021):
git clone https://github.com/mljar/mljar-supervised
PyPi (📥 2.9K / month · ⏱️ 12.01.2021):
pip install mljar-supervised
Auto ViML 🥉 20 · ⭐ 200) - Automatically Build Multiple ML Models with a Single Line of Code... Apache-2
GitHub (👨💻 6 · 🔀 49 · 📦 13 · 📋 16 - 18% open · ⏱️ 04.01.2021):
git clone https://github.com/AutoViML/Auto_ViML
PyPi (📥 630 / month · ⏱️ 04.01.2021):
pip install autoviml
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 (📥 8K / month · 📦 5 · ⏱️ 12.12.2018):
pip install test_tube
lazypredict 🥉 18 · ⭐ 300 · ➕ ) - Lazy Predict help build a lot of basic models without much.. MIT
GitHub (👨💻 7 · 🔀 73 · 📦 15 · 📋 62 - 67% open · ⏱️ 11.01.2021):
git clone https://github.com/shankarpandala/lazypredict
PyPi (📥 1K / month · ⏱️ 09.07.2020):
pip install lazypredict
Dragonfly 🥉 17 · ⭐ 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 (📥 3.1K / month · 📦 2 · ⏱️ 03.07.2020):
pip install dragonfly-opt
HyperparameterHunter 🥉 16 · ⭐ 630) - Easy hyperparameter optimization and automatic result.. MIT
GitHub (👨💻 3 · 🔀 79 · 📥 240 · 📋 120 - 30% open · ⏱️ 21.10.2020):
git clone https://github.com/HunterMcGushion/hyperparameter_hunter
PyPi (📥 66 / month · 📦 1 · ⏱️ 06.08.2019):
pip install hyperparameter-hunter
AlphaPy 🥉 16 · ⭐ 540) - Automated Machine Learning [AutoML] with Python, scikit-learn, Keras,.. Apache-2
GitHub (👨💻 3 · 🔀 110 · 📦 2 · 📋 39 - 25% open · ⏱️ 06.09.2020):
git clone https://github.com/ScottfreeLLC/AlphaPy
PyPi (📥 83 / 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 (📥 49 / month · ⏱️ 24.06.2019):
pip install atm
Parfit 🥉 15 · ⭐ 200 · 💤 ) - A package for parallelizing the fit and flexibly scoring of.. MIT
GitHub (👨💻 2 · 🔀 25 · 📦 7 · 📋 10 - 50% open · ⏱️ 04.04.2020):
git clone https://github.com/jmcarpenter2/parfit
PyPi (📥 4.2K / month · ⏱️ 11.10.2018):
pip install parfit
ENAS 🥉 14 · ⭐ 2.4K · 💤 ) - PyTorch implementation of Efficient Neural Architecture Search via.. Apache-2 Devol 🥉 11 · ⭐ 930) - Genetic neural architecture search with Keras. MIT Show 13 hidden projects...
TPOT 🥇 30 · ⭐ 7.7K · 📈 ) - A Python Automated Machine Learning tool that optimizes.. ❗️LGPL-3.0 MLBox 🥈 23 · ⭐ 1.2K) - MLBox is a powerful Automated Machine Learning python library. ❗️BSD-1-Clause auto_ml 🥉 21 · ⭐ 1.5K · 💀 ) - [UNMAINTAINED] Automated machine learning for analytics & production. MIT HpBandSter 🥉 19 · ⭐ 440 · 💀 ) - a distributed Hyperband implementation on Steroids. BSD-3 Advisor 🥉 17 · ⭐ 1.3K · 💀 ) - Open-source implementation of Google Vizier for hyper parameters.. Apache-2 sklearn-deap 🥉 17 · ⭐ 620 · 💀 ) - Use evolutionary algorithms instead of gridsearch in.. MIT Sherpa 🥉 17 · ⭐ 280) - Hyperparameter optimization that enables researchers to experiment,.. ❗️GPL-3.0 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 Auptimizer 🥉 13 · ⭐ 150) - An automatic ML model optimization tool. ❗️GPL-3.0 Hypermax 🥉 13 · ⭐ 96) - Better, faster hyper-parameter optimization. BSD-3 featurewiz 🥉 12 · ⭐ 17 · 🐣 ) - Select the best features from your data set fast with a single.. Apache-2 Hypertunity 🥉 10 · ⭐ 120 · 💤 ) - A toolset for black-box hyperparameter optimisation. Apache-2
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 - 18% open · ⏱️ 11.01.2021):
git clone https://github.com/openai/gym
PyPi (📥 290K / month · 📦 3.6K · ⏱️ 19.12.2020):
pip install gym
baselines 🥇 28 · ⭐ 11K · 💤 ) - OpenAI Baselines: high-quality implementations of reinforcement.. MIT
GitHub (👨💻 110 · 🔀 3.8K · 📦 270 · 📋 870 - 51% open · ⏱️ 31.01.2020):
git clone https://github.com/openai/baselines
PyPi (📥 28K / month · 📦 37 · ⏱️ 26.02.2018):
pip install baselines
Dopamine 🥈 27 · ⭐ 9.3K) - 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 (📥 73K / month · 📦 31 · ⏱️ 16.10.2020):
pip install dopamine-rl
TensorLayer 🥈 27 · ⭐ 6.5K) - Deep Learning and Reinforcement Learning Library for.. Apache-2
GitHub (👨💻 130 · 🔀 1.4K · 📥 1.2K · 📋 480 - 9% open · ⏱️ 06.01.2021):
git clone https://github.com/tensorlayer/tensorlayer
PyPi (📥 2.3K / month · 📦 68 · ⏱️ 19.06.2020):
pip install tensorlayer
TF-Agents 🥈 27 · ⭐ 1.8K) - TF-Agents is a library for Reinforcement Learning in.. Apache-2
GitHub (👨💻 84 · 🔀 450 · 📦 340 · 📋 400 - 25% open · ⏱️ 12.01.2021):
git clone https://github.com/tensorflow/agents
PyPi (📥 7.7K / month · 📦 12 · ⏱️ 05.01.2021):
pip install tf-agents
Stable Baselines 🥈 25 · ⭐ 2.8K) - A fork of OpenAI Baselines, implementations of reinforcement.. MIT
GitHub (👨💻 110 · 🔀 560 · 📋 830 - 14% open · ⏱️ 23.12.2020):
git clone https://github.com/hill-a/stable-baselines
PyPi (📥 8.6K / month · 📦 25 · ⏱️ 05.08.2020):
pip install stable-baselines
ViZDoom 🥈 25 · ⭐ 1.2K) - Doom-based AI Research Platform for Reinforcement Learning from Raw.. MIT
GitHub (👨💻 43 · 🔀 280 · 📥 10K · 📦 99 · 📋 420 - 21% open · ⏱️ 16.12.2020):
git clone https://github.com/mwydmuch/ViZDoom
PyPi (📥 410 / month · 📦 12 · ⏱️ 29.10.2020):
pip install vizdoom
TensorForce 🥉 24 · ⭐ 2.8K) - Tensorforce: a TensorFlow library for applied.. Apache-2
GitHub (👨💻 76 · 🔀 470 · 📋 550 - 1% open · ⏱️ 30.12.2020):
git clone https://github.com/tensorforce/tensorforce
PyPi (📥 850 / month · 📦 23 · ⏱️ 07.09.2019):
pip install tensorforce
Acme 🥉 23 · ⭐ 1.9K) - A library of reinforcement learning components and agents. Apache-2
GitHub (👨💻 29 · 🔀 180 · 📦 16 · 📋 81 - 45% open · ⏱️ 11.01.2021):
git clone https://github.com/deepmind/acme
PyPi (📥 490 / month · ⏱️ 24.07.2020):
pip install dm-acme
garage 🥉 23 · ⭐ 1K) - A toolkit for reproducible reinforcement learning research. MIT
GitHub (👨💻 73 · 🔀 180 · 📦 13 · 📋 950 - 19% open · ⏱️ 12.01.2021):
git clone https://github.com/rlworkgroup/garage
PyPi (📥 210 / month · ⏱️ 02.10.2020):
pip install garage
ChainerRL 🥉 23 · ⭐ 920) - ChainerRL is a deep reinforcement learning library built on top of.. MIT
GitHub (👨💻 29 · 🔀 200 · 📦 88 · 📋 220 - 33% open · ⏱️ 09.12.2020):
git clone https://github.com/chainer/chainerrl
PyPi (📥 520 / month · 📦 14 · ⏱️ 14.02.2020):
pip install chainerrl
PARL 🥉 21 · ⭐ 1.8K · 📈 ) - A high-performance distributed training framework for.. Apache-2
GitHub (👨💻 21 · 🔀 410 · 📦 65 · 📋 200 - 26% open · ⏱️ 11.01.2021):
git clone https://github.com/PaddlePaddle/PARL
PyPi (📥 370 / month · ⏱️ 08.01.2021):
pip install parl
TRFL 🥉 20 · ⭐ 3.1K · 💤 ) - TensorFlow Reinforcement Learning. Apache-2
GitHub (👨💻 12 · 🔀 370 · 📦 36 · 📋 22 - 27% open · ⏱️ 20.04.2020):
git clone https://github.com/deepmind/trfl
PyPi (📥 630 / 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
PFRL 🥉 19 · ⭐ 480) - PFRL: a PyTorch-based deep reinforcement learning library. MIT
GitHub (👨💻 10 · 🔀 59 · 📦 4 · 📋 43 - 51% open · ⏱️ 06.01.2021):
git clone https://github.com/pfnet/pfrl
PyPi (📥 490 / month · ⏱️ 17.12.2020):
pip install pfrl
ReAgent 🥉 16 · ⭐ 2.7K) - A platform for Reasoning systems (Reinforcement Learning,.. BSD-3 RLax 🥉 16 · ⭐ 540) - A library of reinforcement learning building blocks in JAX. Apache-2 jax
GitHub (👨💻 10 · 🔀 40 · 📦 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
Libraries for building and evaluating recommendation systems.
implicit 🥇 28 · ⭐ 2.2K) - Fast Python Collaborative Filtering for Implicit Feedback Datasets. MIT
GitHub (👨💻 28 · 🔀 450 · 📦 340 · 📋 330 - 23% open · ⏱️ 15.11.2020):
git clone https://github.com/benfred/implicit
PyPi (📥 95K / month · 📦 22 · ⏱️ 15.09.2020):
pip install implicit
Conda (📥 180K · ⏱️ 24.11.2020):
conda install -c conda-forge implicit
lightfm 🥇 27 · ⭐ 3.5K) - A Python implementation of LightFM, a hybrid recommendation algorithm. Apache-2
GitHub (👨💻 42 · 🔀 560 · 📦 380 · 📋 400 - 31% open · ⏱️ 27.11.2020):
git clone https://github.com/lyst/lightfm
PyPi (📥 92K / month · 📦 28 · ⏱️ 27.11.2020):
pip install lightfm
Conda (📥 72K · ⏱️ 07.12.2020):
conda install -c conda-forge lightfm
scikit-surprise 🥈 26 · ⭐ 4.6K) - A Python scikit for building and analyzing recommender.. BSD-3
GitHub (👨💻 38 · 🔀 810 · 📦 860 · 📋 320 - 10% open · ⏱️ 05.08.2020):
git clone https://github.com/NicolasHug/Surprise
PyPi (📥 39K / month · 📦 24 · ⏱️ 19.07.2020):
pip install scikit-surprise
Conda (📥 150K · ⏱️ 13.10.2020):
conda install -c conda-forge scikit-surprise
Recommenders 🥈 21 · ⭐ 9K) - Best Practices on Recommendation Systems. MIT 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 (📥 20K / 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 · 📦 23 · 📋 120 - 26% open · ⏱️ 04.02.2020):
git clone https://github.com/jfkirk/tensorrec
PyPi (📥 1.1K / month · 📦 1 · ⏱️ 02.04.2019):
pip install tensorrec
fastFM 🥉 20 · ⭐ 890 · 💤 ) - fastFM: A Library for Factorization Machines. BSD-3
GitHub (👨💻 19 · 🔀 190 · 📥 370 · 📦 72 · 📋 100 - 43% open · ⏱️ 05.03.2020):
git clone https://github.com/ibayer/fastFM
PyPi (📥 510 / month · 📦 4 · ⏱️ 23.11.2017):
pip install fastfm
RecBole 🥉 20 · ⭐ 680) - A unified, comprehensive and efficient recommendation library. MIT
GitHub (👨💻 27 · 🔀 94 · 📋 60 - 38% open · ⏱️ 12.01.2021):
git clone https://github.com/RUCAIBox/RecBole
PyPi (📥 86 / month · ⏱️ 06.12.2020):
pip install recbole
Conda (📥 170 · ⏱️ 06.12.2020):
conda install -c aibox recbole
TF Recommenders 🥉 19 · ⭐ 690) - TensorFlow Recommenders is a library for building.. Apache-2
GitHub (👨💻 17 · 🔀 71 · 📦 10 · 📋 69 - 39% open · ⏱️ 12.01.2021):
git clone https://github.com/tensorflow/recommenders
PyPi (📥 3.5K / month · ⏱️ 22.12.2020):
pip install tensorflow-recommenders
recmetrics 🥉 19 · ⭐ 230) - A library of metrics for evaluating recommender systems. MIT
GitHub (👨💻 12 · 🔀 53 · 📦 16 · 📋 14 - 50% open · ⏱️ 03.12.2020):
git clone https://github.com/statisticianinstilettos/recmetrics
PyPi (📥 720 / month · ⏱️ 10.02.2019):
pip install recmetrics
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
OpenRec 🥉 16 · ⭐ 350 · 💤 ) - OpenRec is an open-source and modular library for neural network-.. Apache-2
GitHub (👨💻 10 · 🔀 79 · 📦 1 · 📋 16 - 25% open · ⏱️ 19.02.2020):
git clone https://github.com/ylongqi/openrec
PyPi (📥 39 / month · 📦 1 · ⏱️ 11.09.2019):
pip install openrec
Case Recommender 🥉 16 · ⭐ 310 · 💤 ) - 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 (📥 66 / month · ⏱️ 20.08.2019):
pip install caserecommender
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 · ⏱️ 08.01.2021):
git clone https://github.com/OpenMined/PySyft
PyPi (📥 1.6K / month · 📦 3 · ⏱️ 14.09.2020):
pip install syft
TensorFlow Privacy 🥈 21 · ⭐ 1.3K) - Library for training machine learning models with.. Apache-2
GitHub (👨💻 33 · 🔀 260 · 📥 41 · 📋 120 - 33% open · ⏱️ 07.01.2021):
git clone https://github.com/tensorflow/privacy
PyPi (📥 4.2K / month · 📦 1 · ⏱️ 03.09.2020):
pip install tensorflow-privacy
TFEncrypted 🥈 21 · ⭐ 810) - 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 (📥 360 / month · 📦 8 · ⏱️ 21.10.2019):
pip install tf-encrypted
Opacus 🥈 21 · ⭐ 710) - Training PyTorch models with differential privacy. Apache-2
GitHub (👨💻 23 · 🔀 90 · 📥 30 · 📦 10 · 📋 53 - 9% open · ⏱️ 12.01.2021):
git clone https://github.com/pytorch/opacus
PyPi (📥 740 / month · ⏱️ 17.12.2020):
pip install opacus
FATE 🥉 20 · ⭐ 2.7K) - An Industrial Grade Federated Learning Framework. Apache-2 CrypTen 🥉 16 · ⭐ 690) - A framework for Privacy Preserving Machine Learning. MIT
GitHub (👨💻 23 · 🔀 89 · 📦 5 · 📋 46 - 32% open · ⏱️ 23.12.2020):
git clone https://github.com/facebookresearch/CrypTen
PyPi (📥 84 / month · ⏱️ 05.02.2020):
pip install crypten
Libraries to organize, track, and visualize machine learning experiments.
Tensorboard 🥇 36 · ⭐ 5.1K) - TensorFlow's Visualization Toolkit. Apache-2
GitHub (👨💻 250 · 🔀 1.3K · 📦 51K · 📋 1.5K - 38% open · ⏱️ 12.01.2021):
git clone https://github.com/tensorflow/tensorboard
PyPi (📥 5.2M / month · 📦 3.6K · ⏱️ 12.11.2020):
pip install tensorboard
Conda (📥 1.5M · ⏱️ 12.11.2020):
conda install -c conda-forge tensorboard
mlflow 🥇 34 · ⭐ 8.1K) - Open source platform for the machine learning lifecycle. Apache-2
GitHub (👨💻 270 · 🔀 1.8K · 📦 1.8K · 📋 1.7K - 38% open · ⏱️ 12.01.2021):
git clone https://github.com/mlflow/mlflow
PyPi (📥 2.5M / month · 📦 150 · ⏱️ 31.12.2020):
pip install mlflow
Conda (📥 200K · ⏱️ 11.01.2021):
conda install -c conda-forge mlflow
DVC 🥇 30 · ⭐ 7K) - Data Version Control | Git for Data & Models. Apache-2
GitHub (👨💻 200 · 🔀 660 · 📥 17K · 📦 520 · 📋 2.6K - 18% open · ⏱️ 12.01.2021):
git clone https://github.com/iterative/dvc
PyPi (📥 49K / month · 📦 46 · ⏱️ 05.01.2021):
pip install dvc
Conda (📥 440K · ⏱️ 05.01.2021):
conda install -c conda-forge dvc
wandb client 🥇 30 · ⭐ 2.6K · ➕ ) - A tool for visualizing and tracking your machine learning.. MIT
GitHub (👨💻 73 · 🔀 180 · 📦 1.8K · 📋 980 - 34% open · ⏱️ 12.01.2021):
git clone https://github.com/wandb/client
PyPi (📥 170K / month · 📦 78 · ⏱️ 04.12.2020):
pip install wandb
SageMaker SDK 🥇 30 · ⭐ 1.3K) - A library for training and deploying machine learning.. Apache-2
GitHub (👨💻 160 · 🔀 560 · 📦 550 · 📋 720 - 28% open · ⏱️ 12.01.2021):
git clone https://github.com/aws/sagemaker-python-sdk
PyPi (📥 410K / month · 📦 28 · ⏱️ 12.01.2021):
pip install sagemaker
kaggle 🥈 29 · ⭐ 3.8K) - Official Kaggle API. Apache-2
GitHub (👨💻 35 · 🔀 760 · 📦 4.2K · 📋 270 - 60% open · ⏱️ 30.11.2020):
git clone https://github.com/Kaggle/kaggle-api
PyPi (📥 280K / month · 📦 560 · ⏱️ 30.11.2020):
pip install kaggle
Conda (📥 40K · ⏱️ 30.11.2020):
conda install -c conda-forge kaggle
sacred 🥈 29 · ⭐ 3.3K) - Sacred is a tool to help you configure, organize, log and reproduce.. MIT
GitHub (👨💻 91 · 🔀 310 · 📦 770 · 📋 490 - 18% open · ⏱️ 12.01.2021):
git clone https://github.com/IDSIA/sacred
PyPi (📥 11K / month · 📦 150 · ⏱️ 14.12.2020):
pip install sacred
snakemake 🥈 29 · ⭐ 800) - This is the development home of the workflow management system.. MIT
GitHub (👨💻 190 · 🔀 180 · 📦 720 · 📋 510 - 60% open · ⏱️ 12.01.2021):
git clone https://github.com/snakemake/snakemake
PyPi (📥 9.3K / month · 📦 290 · ⏱️ 21.12.2020):
pip install snakemake
Conda (📥 270K · ⏱️ 22.12.2020):
conda install -c bioconda snakemake
PyCaret 🥈 28 · ⭐ 2.8K) - An open-source, low-code machine learning library in Python. MIT
GitHub (👨💻 42 · 🔀 590 · 📥 350 · 📦 590 · 📋 690 - 23% open · ⏱️ 12.01.2021):
git clone https://github.com/pycaret/pycaret
PyPi (📥 24K / month · ⏱️ 22.12.2020):
pip install pycaret
AzureML SDK 🥈 28 · ⭐ 2.1K) - Python notebooks with ML and deep learning examples with Azure.. MIT
GitHub (👨💻 52 · 🔀 1.5K · 📥 390 · 📋 910 - 7% open · ⏱️ 11.01.2021):
git clone https://github.com/Azure/MachineLearningNotebooks
PyPi (📥 280K / month · 📦 60 · ⏱️ 11.01.2021):
pip install azureml-sdk
tensorboardX 🥈 27 · ⭐ 6.8K) - tensorboard for pytorch (and chainer, mxnet, numpy, ...). MIT
GitHub (👨💻 64 · 🔀 770 · 📥 290 · 📦 9.7K · 📋 410 - 17% open · ⏱️ 05.07.2020):
git clone https://github.com/lanpa/tensorboardX
PyPi (📥 290K / month · 📦 1.3K · ⏱️ 31.12.2019):
pip install tensorboardX
Conda (📥 250K · ⏱️ 06.07.2020):
conda install -c conda-forge tensorboardx
Metaflow 🥈 26 · ⭐ 4K) - Build and manage real-life data science projects with ease. Apache-2
GitHub (👨💻 28 · 🔀 310 · 📦 99 · 📋 250 - 43% open · ⏱️ 11.01.2021):
git clone https://github.com/Netflix/metaflow
PyPi (📥 38K / month · 📦 1 · ⏱️ 29.10.2020):
pip install metaflow
Conda (📥 10K · ⏱️ 12.11.2020):
conda install -c conda-forge metaflow
Catalyst 🥈 26 · ⭐ 2.4K) - Accelerated deep learning R&D. Apache-2
GitHub (👨💻 80 · 🔀 270 · 📦 260 · 📋 280 - 6% open · ⏱️ 04.01.2021):
git clone https://github.com/catalyst-team/catalyst
PyPi (📥 6.7K / month · 📦 38 · ⏱️ 20.12.2020):
pip install catalyst
TNT 🥈 25 · ⭐ 1.3K) - Simple tools for logging and visualizing, loading and training. BSD-3
GitHub (👨💻 35 · 🔀 180 · 📦 510 · 📋 64 - 46% open · ⏱️ 05.01.2021):
git clone https://github.com/pytorch/tnt
PyPi (📥 11K / month · 📦 50 · ⏱️ 29.07.2018):
pip install torchnet
Hub 🥈 24 · ⭐ 540 · ➕ ) - The fastest way to access and manage datasets for PyTorch and.. MPL-2.0
GitHub (👨💻 47 · 🔀 110 · 📦 110 · 📋 170 - 43% open · ⏱️ 12.01.2021):
git clone https://github.com/activeloopai/Hub
PyPi (📥 1.3K / month · 📦 52 · ⏱️ 10.01.2021):
pip install hub
Conda (📥 93K · ⏱️ 22.04.2020):
conda install -c conda-forge hub
ml-metadata 🥈 24 · ⭐ 240) - For recording and retrieving metadata associated with ML.. Apache-2
GitHub (👨💻 11 · 🔀 56 · 📥 1.2K · 📦 61 · 📋 54 - 27% open · ⏱️ 08.01.2021):
git clone https://github.com/google/ml-metadata
PyPi (📥 310K / month · ⏱️ 15.12.2020):
pip install ml-metadata
VisualDL 🥉 23 · ⭐ 3.2K) - Deep Learning Visualization Toolkit. Apache-2
GitHub (👨💻 27 · 🔀 440 · 📥 65 · 📦 130 · 📋 330 - 6% open · ⏱️ 08.01.2021):
git clone https://github.com/PaddlePaddle/VisualDL
PyPi (📥 5K / month · 📦 10 · ⏱️ 29.12.2020):
pip install visualdl
ClearML 🥉 23 · ⭐ 2.1K) - ClearML - Auto-Magical Suite of tools to streamline your ML.. Apache-2
GitHub (👨💻 24 · 🔀 290 · 📥 250 · 📦 7 · 📋 240 - 37% open · ⏱️ 12.01.2021):
git clone https://github.com/allegroai/clearml
PyPi (📥 990 / month · ⏱️ 11.01.2021):
pip install clearml
Docker Hub (📥 30K · ⏱️ 05.10.2020):
docker pull allegroai/trains
livelossplot 🥉 23 · ⭐ 1K · ➕ ) - Live training loss plot in Jupyter Notebook for Keras,.. MIT
GitHub (👨💻 15 · 🔀 130 · 📦 420 · 📋 72 - 6% open · ⏱️ 16.11.2020):
git clone https://github.com/stared/livelossplot
PyPi (📥 11K / month · 📦 5 · ⏱️ 24.07.2020):
pip install livelossplot
TensorWatch 🥉 22 · ⭐ 3K) - Debugging, monitoring and visualization for Python Machine Learning.. MIT
GitHub (👨💻 11 · 🔀 310 · 📦 44 · 📋 63 - 77% open · ⏱️ 16.09.2020):
git clone https://github.com/microsoft/tensorwatch
PyPi (📥 7.7K / month · 📦 6 · ⏱️ 04.03.2020):
pip install tensorwatch
knockknock 🥉 22 · ⭐ 1.9K · 💤 ) - Knock Knock: Get notified when your training ends with only two.. MIT
GitHub (👨💻 18 · 🔀 160 · 📦 130 · 📋 33 - 36% open · ⏱️ 16.03.2020):
git clone https://github.com/huggingface/knockknock
PyPi (📥 1.4K / month · 📦 3 · ⏱️ 16.03.2020):
pip install knockknock
Conda (📥 5.3K · ⏱️ 17.03.2020):
conda install -c conda-forge knockknock
Guild AI 🥉 22 · ⭐ 520) - Experiment tracking, ML developer tools. Apache-2
GitHub (👨💻 16 · 🔀 42 · 📦 25 · 📋 240 - 39% open · ⏱️ 12.01.2021):
git clone https://github.com/guildai/guildai
PyPi (📥 2.3K / month · ⏱️ 12.01.2021):
pip install guildai
lore 🥉 21 · ⭐ 1.5K · 💤 ) - Lore makes machine learning approachable for Software Engineers and.. MIT
GitHub (👨💻 22 · 🔀 120 · 📦 16 · 📋 34 - 47% open · ⏱️ 11.05.2020):
git clone https://github.com/instacart/lore
PyPi (📥 900 / month · 📦 1 · ⏱️ 11.05.2020):
pip install lore
gokart 🥉 21 · ⭐ 160) - A wrapper of the data pipeline library luigi. MIT
GitHub (👨💻 24 · 🔀 30 · 📦 28 · 📋 29 - 31% open · ⏱️ 12.01.2021):
git clone https://github.com/m3dev/gokart
PyPi (📥 480 / month · 📦 2 · ⏱️ 25.02.2020):
pip install gokart
hiddenlayer 🥉 20 · ⭐ 1.4K · 💤 ) - Neural network graphs and training metrics for.. MIT
GitHub (👨💻 6 · 🔀 190 · 📦 52 · 📋 75 - 57% open · ⏱️ 24.04.2020):
git clone https://github.com/waleedka/hiddenlayer
PyPi (📥 1.1K / month · 📦 4 · ⏱️ 24.04.2020):
pip install hiddenlayer
Studio.ml 🥉 20 · ⭐ 370) - Studio: Simplify and expedite model building process. Apache-2
GitHub (👨💻 21 · 🔀 48 · 📦 2 · 📋 240 - 22% open · ⏱️ 12.01.2021):
git clone https://github.com/studioml/studio
PyPi (📥 1K / month · ⏱️ 10.01.2021):
pip install studioml
Labml 🥉 20 · ⭐ 350) - Monitor PyTorch & TensorFlow model training from your mobile phone. MIT
GitHub (👨💻 5 · 🔀 34 · 📦 20 · ⏱️ 12.01.2021):
git clone https://github.com/lab-ml/labml
PyPi (📥 1.1K / month · ⏱️ 08.01.2021):
pip install labml
MXBoard 🥉 19 · ⭐ 330 · 💤 ) - Logging MXNet data for visualization in TensorBoard. Apache-2
GitHub (👨💻 9 · 🔀 46 · 📦 93 · 📋 31 - 51% open · ⏱️ 24.01.2020):
git clone https://github.com/awslabs/mxboard
PyPi (📥 2.6K / month · 📦 1 · ⏱️ 22.05.2018):
pip install mxboard
quinn 🥉 19 · ⭐ 200 · ➕ ) - pyspark methods to enhance developer productivity. Apache-2
GitHub (👨💻 6 · 🔀 26 · 📋 23 - 73% open · ⏱️ 29.07.2020):
git clone https://github.com/MrPowers/quinn
PyPi (📥 120K / month · 📦 3 · ⏱️ 26.07.2020):
pip install quinn
aim 🥉 15 · ⭐ 670 · ➕ ) - Aim a super-easy way to record, search and compare 1000s of ML.. Apache-2
GitHub (👨💻 8 · 🔀 44 · 📋 37 - 32% open · ⏱️ 12.01.2021):
git clone https://github.com/aimhubio/aim
PyPi (📥 940 / month · 📦 2 · ⏱️ 07.01.2021):
pip install aim
Show 6 hidden projects...
TensorBoard Logger 🥉 20 · ⭐ 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 🥉 16 · ⭐ 330 · 💀 ) - Open source production model management tool for data scientists. MIT steppy 🥉 15 · ⭐ 120 · 💀 ) - Lightweight, Python library for fast and reproducible experimentation. MIT ModelChimp 🥉 13 · ⭐ 120 · 💀 ) - Experiment tracking for machine and deep learning projects. BSD-2 traintool 🥉 11 · ⭐ 8 · 🐣 ) - Train off-the-shelf machine learning models in one.. Apache-2
Libraries to serialize models to files, convert between a variety of model formats, and optimize models for deployment.
onnx 🥇 33 · ⭐ 9.6K) - Open standard for machine learning interoperability. Apache-2
GitHub (👨💻 190 · 🔀 1.8K · 📥 9.8K · 📦 2.4K · 📋 1.4K - 35% open · ⏱️ 12.01.2021):
git clone https://github.com/onnx/onnx
PyPi (📥 320K / month · 📦 300 · ⏱️ 06.11.2020):
pip install onnx
Conda (📥 180K · ⏱️ 11.01.2021):
conda install -c conda-forge onnx
Core ML Tools 🥇 26 · ⭐ 2.1K) - Core ML tools contain supporting tools for Core ML model.. BSD-3
GitHub (👨💻 110 · 🔀 320 · 📥 2.3K · 📦 440 · 📋 600 - 49% open · ⏱️ 08.01.2021):
git clone https://github.com/apple/coremltools
PyPi (📥 40K / month · 📦 130 · ⏱️ 10.10.2020):
pip install coremltools
TorchServe 🥈 24 · ⭐ 1.5K) - Model Serving on PyTorch. Apache-2
GitHub (👨💻 61 · 🔀 220 · 📥 170 · 📦 26 · 📋 520 - 24% open · ⏱️ 24.12.2020):
git clone https://github.com/pytorch/serve
PyPi (📥 1.5K / month · ⏱️ 17.12.2020):
pip install torchserve
Conda (📥 5.9K · ⏱️ 17.12.2020):
conda install -c pytorch torchserve
Docker Hub (📥 50K · ⭐ 3 · ⏱️ 18.12.2020):
docker pull pytorch/torchserve
mmdnn 🥈 22 · ⭐ 5.2K) - MMdnn is a set of tools to help users inter-operate among different deep.. MIT
GitHub (👨💻 85 · 🔀 920 · 📥 3.3K · 📦 47 · 📋 590 - 52% open · ⏱️ 14.08.2020):
git clone https://github.com/Microsoft/MMdnn
PyPi (📥 610 / month · 📦 3 · ⏱️ 24.07.2020):
pip install mmdnn
m2cgen 🥈 22 · ⭐ 1.7K · ➕ ) - Transform ML models into a native code (Java, C, Python, Go,.. MIT
GitHub (👨💻 12 · 🔀 150 · 📦 4 · 📋 61 - 40% open · ⏱️ 07.10.2020):
git clone https://github.com/BayesWitnesses/m2cgen
PyPi (📥 8.3K / month · ⏱️ 18.09.2020):
pip install m2cgen
cortex 🥉 21 · ⭐ 7.2K) - Run inference at scale. Apache-2
GitHub (👨💻 18 · 🔀 540 · 📋 860 - 21% open · ⏱️ 12.01.2021):
git clone https://github.com/cortexlabs/cortex
PyPi (📥 660 / month · ⏱️ 06.01.2021):
pip install cortex
Hummingbird 🥉 20 · ⭐ 2.2K) - Hummingbird compiles trained ML models into tensor computation for.. MIT
GitHub (👨💻 18 · 🔀 150 · 📥 88 · 📦 12 · 📋 180 - 27% open · ⏱️ 12.01.2021):
git clone https://github.com/microsoft/hummingbird
PyPi (📥 800 / month · ⏱️ 04.01.2021):
pip install hummingbird-ml
pytorch2keras 🥉 18 · ⭐ 650 · 💤 ) - PyTorch to Keras model convertor. MIT
GitHub (👨💻 11 · 🔀 110 · 📦 17 · 📋 100 - 37% open · ⏱️ 14.05.2020):
git clone https://github.com/nerox8664/pytorch2keras
PyPi (📥 410 / month · 📦 1 · ⏱️ 14.05.2020):
pip install pytorch2keras
tfdeploy 🥉 16 · ⭐ 350 · ➕ ) - Deploy tensorflow graphs for fast evaluation and export to.. BSD-3
GitHub (👨💻 4 · 🔀 38 · 📋 33 - 30% open · ⏱️ 08.01.2021):
git clone https://github.com/riga/tfdeploy
PyPi (📥 61 / month · 📦 2 · ⏱️ 30.03.2017):
pip install tfdeploy
Show 2 hidden projects...
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 model. MIT
GitHub (👨💻 140 · 🔀 1.6K · 📦 1.9K · 📋 1.4K - 64% open · ⏱️ 05.01.2021):
git clone https://github.com/slundberg/shap
PyPi (📥 780K / month · 📦 140 · ⏱️ 04.11.2020):
pip install shap
Conda (📥 350K · ⏱️ 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 (👨💻 57 · 🔀 1.3K · 📦 990 · 📋 480 - 7% open · ⏱️ 12.01.2021):
git clone https://github.com/marcotcr/lime
PyPi (📥 170K / month · 📦 130 · ⏱️ 03.04.2020):
pip install lime
Conda (📥 62K · ⏱️ 28.06.2020):
conda install -c conda-forge lime
eli5 🥇 28 · ⭐ 2.3K · 💤 ) - A library for debugging/inspecting machine learning classifiers and.. MIT
GitHub (👨💻 14 · 🔀 280 · 📦 830 · 📋 240 - 53% open · ⏱️ 22.01.2020):
git clone https://github.com/TeamHG-Memex/eli5
PyPi (📥 250K / 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. Port of.. BSD-3
GitHub (👨💻 31 · 🔀 290 · 📦 1.7K · 📋 150 - 61% open · ⏱️ 02.12.2020):
git clone https://github.com/bmabey/pyLDAvis
PyPi (📥 62K / month · 📦 99 · ⏱️ 05.06.2018):
pip install pyldavis
Conda (📥 21K · ⏱️ 22.06.2018):
conda install -c conda-forge pyldavis
InterpretML 🥇 27 · ⭐ 3.4K) - Fit interpretable models. Explain blackbox machine learning. MIT
GitHub (👨💻 22 · 🔀 420 · 📦 59 · 📋 170 - 29% open · ⏱️ 12.01.2021):
git clone https://github.com/interpretml/interpret
PyPi (📥 11K / 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 · ⏱️ 11.01.2021):
git clone https://github.com/tensorflow/model-analysis
PyPi (📥 6.5M / month · 📦 10 · ⏱️ 16.12.2020):
pip install tensorflow-model-analysis
arviz 🥇 27 · ⭐ 930 · ➕ ) - Exploratory analysis of Bayesian models with Python. Apache-2
GitHub (👨💻 62 · 🔀 170 · 📥 98 · 📦 660 · 📋 520 - 21% open · ⏱️ 10.01.2021):
git clone https://github.com/arviz-devs/arviz
PyPi (📥 110K / month · 📦 18 · ⏱️ 23.09.2020):
pip install arviz
Conda (📥 160K · ⏱️ 24.09.2020):
conda install -c conda-forge arviz
Captum 🥈 26 · ⭐ 2.1K · 📈 ) - Model interpretability and understanding for PyTorch. BSD-3
GitHub (👨💻 66 · 🔀 190 · 📦 100 · 📋 180 - 25% open · ⏱️ 06.01.2021):
git clone https://github.com/pytorch/captum
PyPi (📥 8.8K / month · ⏱️ 13.11.2020):
pip install captum
yellowbrick 🥈 25 · ⭐ 3.1K) - Visual analysis and diagnostic tools to facilitate machine.. Apache-2
GitHub (👨💻 95 · 🔀 460 · 📋 590 - 14% open · ⏱️ 29.12.2020):
git clone https://github.com/DistrictDataLabs/yellowbrick
PyPi (📥 56K / month · 📦 62 · ⏱️ 09.10.2020):
pip install yellowbrick
dtreeviz 🥈 25 · ⭐ 1.3K · ➕ ) - A python library for decision tree visualization and model.. MIT
GitHub (👨💻 13 · 🔀 180 · 📦 98 · 📋 80 - 17% open · ⏱️ 25.11.2020):
git clone https://github.com/parrt/dtreeviz
PyPi (📥 13K / month · 📦 4 · ⏱️ 25.11.2020):
pip install dtreeviz
Lucid 🥈 24 · ⭐ 4K) - A collection of infrastructure and tools for research in neural.. Apache-2
GitHub (👨💻 34 · 🔀 550 · 📦 400 · 📋 160 - 41% open · ⏱️ 24.11.2020):
git clone https://github.com/tensorflow/lucid
PyPi (📥 530 / month · 📦 6 · ⏱️ 20.12.2018):
pip install lucid
DoWhy 🥈 24 · ⭐ 2.6K) - DoWhy is a Python library for causal inference that supports explicit.. MIT
GitHub (👨💻 37 · 🔀 360 · 📥 19 · 📦 24 · 📋 91 - 14% open · ⏱️ 24.12.2020):
git clone https://github.com/Microsoft/dowhy
PyPi (📥 7.9K / month · ⏱️ 12.12.2020):
pip install dowhy
Conda (📥 880 · ⏱️ 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 · 📦 62 · 📋 81 - 43% open · ⏱️ 08.01.2021):
git clone https://github.com/Trusted-AI/AIF360
PyPi (📥 2.6K / month · 📦 2 · ⏱️ 02.06.2020):
pip install aif360
keras-vis 🥈 23 · ⭐ 2.8K · 💤 ) - Neural network visualization toolkit for keras. MIT
GitHub (👨💻 10 · 🔀 580 · 📦 650 · 📋 210 - 53% open · ⏱️ 20.04.2020):
git clone https://github.com/raghakot/keras-vis
PyPi (📥 2.3K / month · 📦 28 · ⏱️ 06.07.2017):
pip install keras-vis
keract 🥈 23 · ⭐ 840) - Activation Maps (Layers Outputs) and Gradients in Keras. MIT
GitHub (👨💻 15 · 🔀 180 · 📦 65 · 📋 76 - 1% open · ⏱️ 09.01.2021):
git clone https://github.com/philipperemy/keract
PyPi (📥 1.4K / month · 📦 5 · ⏱️ 22.12.2020):
pip install keract
TreeInterpreter 🥈 23 · ⭐ 640 · 📈 ) - Package for interpreting scikit-learn's decision tree.. BSD-3
GitHub (👨💻 10 · 🔀 130 · 📦 110 · 📋 28 - 89% open · ⏱️ 10.01.2021):
git clone https://github.com/andosa/treeinterpreter
PyPi (📥 69K / month · 📦 9 · ⏱️ 10.01.2021):
pip install treeinterpreter
random-forest-importances 🥈 23 · ⭐ 400 · ➕ ) - Code to compute permutation and drop-column.. MIT
GitHub (👨💻 14 · 🔀 88 · 📦 57 · 📋 29 - 13% open · ⏱️ 08.01.2021):
git clone https://github.com/parrt/random-forest-importances
PyPi (📥 23K / month · 📦 2 · ⏱️ 25.11.2020):
pip install rfpimp
Alibi 🥉 22 · ⭐ 850) - Algorithms for monitoring and explaining machine learning models. Apache-2
GitHub (👨💻 11 · 🔀 100 · 📦 54 · 📋 140 - 46% open · ⏱️ 02.12.2020):
git clone https://github.com/SeldonIO/alibi
PyPi (📥 2.4K / month · 📦 9 · ⏱️ 20.10.2020):
pip install alibi
Explainability 360 🥉 22 · ⭐ 750) - 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 (📥 500 / month · 📦 1 · ⏱️ 28.10.2020):
pip install aix360
iNNvestigate 🥉 21 · ⭐ 750) - A toolbox to iNNvestigate neural networks' predictions!. BSD-2
GitHub (👨💻 18 · 🔀 170 · 📦 43 · 📋 200 - 36% open · ⏱️ 16.10.2020):
git clone https://github.com/albermax/innvestigate
PyPi (📥 370 / month · 📦 1 · ⏱️ 14.11.2020):
pip install innvestigate
fairlearn 🥉 21 · ⭐ 650 · ➕ ) - A Python package to assess and improve fairness of machine.. MIT
GitHub (👨💻 29 · 🔀 160 · 📋 180 - 38% open · ⏱️ 12.01.2021):
git clone https://github.com/fairlearn/fairlearn
PyPi (📥 3.4K / month · 📦 1 · ⏱️ 10.11.2020):
pip install fairlearn
Conda (📥 8.1K · ⏱️ 11.11.2020):
conda install -c conda-forge fairlearn
aequitas 🥉 21 · ⭐ 340 · ➕ ) - Bias and Fairness Audit Toolkit. MIT
GitHub (👨💻 15 · 🔀 62 · 📦 62 · 📋 53 - 62% open · ⏱️ 20.12.2020):
git clone https://github.com/dssg/aequitas
PyPi (📥 220 / month · 📦 3 · ⏱️ 16.12.2020):
pip install aequitas
checklist 🥉 20 · ⭐ 1.2K · ➕ ) - Beyond Accuracy: Behavioral Testing of NLP models with.. MIT
GitHub (👨💻 7 · 🔀 97 · 📦 5 · 📋 56 - 5% open · ⏱️ 16.12.2020):
git clone https://github.com/marcotcr/checklist
PyPi (📥 240 / month · 📦 2 · ⏱️ 21.09.2020):
pip install checklist
tf-explain 🥉 20 · ⭐ 750) - Interpretability Methods for tf.keras models with Tensorflow 2.x. MIT
GitHub (👨💻 12 · 🔀 68 · 📦 58 · 📋 75 - 45% open · ⏱️ 05.01.2021):
git clone https://github.com/sicara/tf-explain
PyPi (📥 970 / month · 📦 1 · ⏱️ 14.02.2020):
pip install tf-explain
deeplift 🥉 20 · ⭐ 500 · ➕ ) - Public facing deeplift repo. MIT
GitHub (👨💻 11 · 🔀 120 · 📦 43 · 📋 75 - 38% open · ⏱️ 11.11.2020):
git clone https://github.com/kundajelab/deeplift
PyPi (📥 480 / month · 📦 2 · ⏱️ 11.11.2020):
pip install deeplift
sklearn-evaluation 🥉 20 · ⭐ 290) - Machine learning model evaluation made easy: plots,.. MIT
GitHub (👨💻 5 · 🔀 25 · 📦 26 · 📋 35 - 22% open · ⏱️ 28.12.2020):
git clone https://github.com/edublancas/sklearn-evaluation
PyPi (📥 240 / month · 📦 2 · ⏱️ 28.12.2020):
pip install sklearn-evaluation
explainerdashboard 🥉 20 · ⭐ 240 · ➕ ) - Quickly build Explainable AI dashboards that show the.. MIT
GitHub (👨💻 8 · 🔀 36 · 📦 3 · 📋 55 - 16% open · ⏱️ 12.01.2021):
git clone https://github.com/oegedijk/explainerdashboard
PyPi (📥 1.4K / month · ⏱️ 12.01.2021):
pip install explainerdashboard
What-If Tool 🥉 18 · ⭐ 420) - Source code/webpage/demos for the What-If Tool. Apache-2
GitHub (👨💻 18 · 🔀 89 · 📋 70 - 51% open · ⏱️ 08.01.2021):
git clone https://github.com/PAIR-code/what-if-tool
PyPi (📥 2.1K / month · ⏱️ 28.06.2020):
pip install witwidget
NPM (📥 1.7K / month · ⏱️ 03.11.2020):
npm install wit-widget
fairness-indicators 🥉 18 · ⭐ 170 · ➕ ) - Tensorflow's Fairness Evaluation and Visualization.. Apache-2
GitHub (👨💻 19 · 🔀 49 · 📋 21 - 76% open · ⏱️ 12.01.2021):
git clone https://github.com/tensorflow/fairness-indicators
PyPi (📥 520 / month · ⏱️ 17.12.2020):
pip install fairness-indicators
LIT 🥉 17 · ⭐ 2.3K · 🐣 ) - The Language Interpretability Tool: Interactively analyze NLP models.. Apache-2
GitHub (👨💻 10 · 🔀 230 · 📋 54 - 50% open · ⏱️ 17.11.2020):
git clone https://github.com/PAIR-code/lit
PyPi (📥 150 / month · ⏱️ 17.11.2020):
pip install lit-nlp
DiCE 🥉 17 · ⭐ 430) - Generate Diverse Counterfactual Explanations for any machine.. MIT
GitHub (👨💻 8 · 🔀 62 · 📋 30 - 40% open · ⏱️ 15.12.2020):
git clone https://github.com/interpretml/DiCE
PyPi (📥 160 / month · ⏱️ 22.09.2020):
pip install dice-ml
ExplainX.ai 🥉 17 · ⭐ 160) - Explainable AI framework for data scientists. Explain & debug any.. MIT
GitHub (👨💻 4 · 🔀 28 · 📋 20 - 35% open · ⏱️ 07.01.2021):
git clone https://github.com/explainX/explainx
PyPi (📥 490 / month · ⏱️ 07.12.2020):
pip install explainx
FlashTorch 🥉 16 · ⭐ 520 · 💤 ) - Visualization toolkit for neural networks in PyTorch! Demo --. MIT
GitHub (👨💻 2 · 🔀 66 · 📦 6 · 📋 27 - 22% open · ⏱️ 29.05.2020):
git clone https://github.com/MisaOgura/flashtorch
PyPi (📥 180 / month · ⏱️ 29.05.2020):
pip install flashtorch
tcav 🥉 16 · ⭐ 420 · ➕ ) - Code for the TCAV ML interpretability project. Apache-2
GitHub (👨💻 16 · 🔀 95 · 📦 6 · 📋 42 - 4% open · ⏱️ 14.07.2020):
git clone https://github.com/tensorflow/tcav
PyPi (📥 38 / month · 📦 1 · ⏱️ 10.06.2019):
pip install tcav
LOFO 🥉 16 · ⭐ 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 (📥 190 / month · ⏱️ 02.07.2020):
pip install lofo-importance
model-card-toolkit 🥉 15 · ⭐ 150 · 🐣 ) - a tool that leverages rich metadata and lineage.. Apache-2
GitHub (👨💻 7 · 🔀 19 · 📦 1 · ⏱️ 12.01.2021):
git clone https://github.com/tensorflow/model-card-toolkit
PyPi (📥 76 / month · ⏱️ 16.10.2020):
pip install model-card-toolkit
Anchor 🥉 14 · ⭐ 610) - Code for High-Precision Model-Agnostic Explanations paper. BSD-2
GitHub (👨💻 8 · 🔀 87 · 📋 53 - 15% open · ⏱️ 10.09.2020):
git clone https://github.com/marcotcr/anchor
PyPi (📥 440 / month · ⏱️ 26.06.2020):
pip install anchor_exp
Show 6 hidden projects...
scikit-plot 🥈 23 · ⭐ 2K · 💀 ) - An intuitive library to add plotting functionality to scikit-.. MIT Skater 🥉 20 · ⭐ 960 · 💤 ) - Python Library for Model Interpretation/Explanations. ❗️UPL-1.0 DALEX 🥉 18 · ⭐ 750 · ➕ ) - moDel Agnostic Language for Exploration and eXplanation. ❗️GPL-3.0 XAI 🥉 16 · ⭐ 550 · 💀 ) - XAI - An eXplainability toolbox for machine learning. MIT contextual-ai 🥉 13 · ⭐ 65 · ➕ ) - Contextual AI adds explainability to different stages of.. Apache-2 Attribution Priors 🥉 11 · ⭐ 72) - Tools for training explainable models using.. MIT
Libraries for Approximate Nearest Neighbor Search and Vector Indexing/Similarity Search.
🔗 ANN Benchmarks ⭐ 2K) - Benchmarks of approximate nearest neighbor libraries in Python.
Faiss 🥇 29 · ⭐ 12K · 📈 ) - A library for efficient similarity search and clustering of dense vectors. MIT
GitHub (👨💻 72 · 🔀 2.1K · 📦 290 · 📋 1.3K - 7% open · ⏱️ 11.01.2021):
git clone https://github.com/facebookresearch/faiss
PyPi (📥 5.5K / month · 📦 6 · ⏱️ 16.10.2020):
pip install pymilvus
Conda (📥 21K · ⏱️ 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 · 🔀 860 · 📦 1.4K · 📋 290 - 8% open · ⏱️ 03.12.2020):
git clone https://github.com/spotify/annoy
PyPi (📥 220K / month · 📦 360 · ⏱️ 18.09.2020):
pip install annoy
NMSLIB 🥈 28 · ⭐ 2.2K) - Non-Metric Space Library (NMSLIB): An efficient similarity search.. Apache-2
GitHub (👨💻 44 · 🔀 330 · 📦 310 · 📋 360 - 12% open · ⏱️ 08.01.2021):
git clone https://github.com/nmslib/nmslib
PyPi (📥 50K / month · 📦 52 · ⏱️ 08.01.2021):
pip install nmslib
Conda (📥 9.8K · ⏱️ 08.01.2021):
conda install -c conda-forge nmslib
Milvus 🥈 25 · ⭐ 4.9K) - An open source embedding vector similarity search engine powered by.. Apache-2
GitHub (👨💻 140 · 🔀 750 · 📋 2.1K - 10% open · ⏱️ 12.01.2021):
git clone https://github.com/milvus-io/milvus
PyPi (📥 5.5K / month · 📦 6 · ⏱️ 16.10.2020):
pip install pymilvus
Docker Hub (📥 220K · ⭐ 9 · ⏱️ 06.01.2021):
docker pull milvusdb/milvus
hnswlib 🥈 22 · ⭐ 1.3K) - Header-only C++/python library for fast approximate nearest neighbors. Apache-2
GitHub (👨💻 32 · 🔀 230 · 📋 180 - 43% open · ⏱️ 18.08.2020):
git clone https://github.com/nmslib/hnswlib
PyPi (📥 15K / 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 (📥 5.7K / month · 📦 14 · ⏱️ 25.05.2020):
pip install pymagnitude
PyNNDescent 🥉 20 · ⭐ 360) - A Python nearest neighbor descent for approximate nearest neighbors. BSD-2
GitHub (👨💻 10 · 🔀 43 · 📋 55 - 47% open · ⏱️ 05.01.2021):
git clone https://github.com/lmcinnes/pynndescent
PyPi (📥 6.6K / month · 📦 3 · ⏱️ 19.11.2020):
pip install pynndescent
Conda (📥 20K · ⏱️ 19.11.2020):
conda install -c conda-forge pynndescent
NGT 🥉 19 · ⭐ 610) - Nearest Neighbor Search with Neighborhood Graph and Tree for High-.. Apache-2
GitHub (👨💻 10 · 🔀 67 · 📋 73 - 9% open · ⏱️ 12.01.2021):
git clone https://github.com/yahoojapan/NGT
PyPi (📥 3.2K / month · 📦 3 · ⏱️ 23.09.2020):
pip install ngt
N2 🥉 19 · ⭐ 450) - TOROS N2 - lightweight approximate Nearest Neighbor library which runs fast.. Apache-2
GitHub (👨💻 17 · 🔀 51 · 📦 12 · 📋 38 - 44% open · ⏱️ 21.10.2020):
git clone https://github.com/kakao/n2
PyPi (📥 330 / month · 📦 2 · ⏱️ 16.10.2020):
pip install n2
Show 2 hidden projects...
NearPy 🥉 20 · ⭐ 660 · 💀 ) - Python framework for fast (approximated) nearest neighbour search in.. MIT PySparNN 🥉 11 · ⭐ 840 · 💀 ) - Approximate Nearest Neighbor Search for Sparse Data in Python!. BSD-3
Libraries providing capabilities for probabilistic programming/reasoning, bayesian inference, gaussian processes, or statistics.
PyMC3 🥇 32 · ⭐ 5.5K) - Probabilistic Programming in Python: Bayesian Modeling and.. Apache-2
GitHub (👨💻 300 · 🔀 1.3K · 📥 140 · 📦 1.9K · 📋 2.1K - 7% open · ⏱️ 10.01.2021):
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 · 📋 940 - 45% open · ⏱️ 12.01.2021):
git clone https://github.com/tensorflow/probability
PyPi (📥 310K / month · 📦 250 · ⏱️ 29.12.2020):
pip install tensorflow-probability
Conda (📥 29K · ⏱️ 13.03.2020):
conda install -c conda-forge tensorflow-probability
hmmlearn 🥇 29 · ⭐ 2.2K · ➕ ) - Hidden Markov Models in Python, with scikit-learn like API. BSD-3
GitHub (👨💻 31 · 🔀 600 · 📦 840 · 📋 340 - 18% open · ⏱️ 28.12.2020):
git clone https://github.com/hmmlearn/hmmlearn
PyPi (📥 130K / month · 📦 210 · ⏱️ 12.09.2020):
pip install hmmlearn
Conda (📥 58K · ⏱️ 01.11.2020):
conda install -c conda-forge hmmlearn
GPyTorch 🥈 28 · ⭐ 2.2K) - A highly efficient and modular implementation of Gaussian Processes.. MIT
GitHub (👨💻 63 · 🔀 310 · 📦 190 · 📋 820 - 23% open · ⏱️ 06.01.2021):
git clone https://github.com/cornellius-gp/gpytorch
PyPi (📥 31K / month · 📦 8 · ⏱️ 30.11.2020):
pip install gpytorch
Pyro 🥈 27 · ⭐ 6.7K) - Deep universal probabilistic programming with Python and PyTorch. Apache-2
GitHub (👨💻 100 · 🔀 780 · 📦 360 · 📋 810 - 16% open · ⏱️ 12.01.2021):
git clone https://github.com/pyro-ppl/pyro
PyPi (📥 6.9K / month · 📦 36 · ⏱️ 17.11.2020):
pip install pyro-ppl
filterpy 🥈 27 · ⭐ 1.6K · ➕ ) - Python Kalman filtering and optimal estimation library. Implements.. MIT
GitHub (👨💻 33 · 🔀 400 · 📦 680 · 📋 170 - 12% open · ⏱️ 04.01.2021):
git clone https://github.com/rlabbe/filterpy
PyPi (📥 15K / month · 📦 210 · ⏱️ 10.10.2018):
pip install filterpy
Conda (📥 56K · ⏱️ 05.05.2020):
conda install -c conda-forge filterpy
GPflow 🥈 27 · ⭐ 1.4K) - Gaussian processes in TensorFlow. Apache-2
GitHub (👨💻 68 · 🔀 390 · 📦 210 · 📋 690 - 12% open · ⏱️ 12.01.2021):
git clone https://github.com/GPflow/GPflow
PyPi (📥 2.3K / month · 📦 17 · ⏱️ 01.12.2020):
pip install gpflow
Conda (📥 8K · ⏱️ 06.11.2018):
conda install -c conda-forge gpflow
pomegranate 🥉 26 · ⭐ 2.6K) - Fast, flexible and easy to use probabilistic modelling in Python. MIT
GitHub (👨💻 61 · 🔀 460 · 📦 380 · 📋 570 - 5% open · ⏱️ 09.01.2021):
git clone https://github.com/jmschrei/pomegranate
PyPi (📥 22K / month · 📦 56 · ⏱️ 09.01.2021):
pip install pomegranate
Conda (📥 42K · ⏱️ 01.11.2020):
conda install -c conda-forge pomegranate
pgmpy 🥉 24 · ⭐ 1.7K) - Python Library for learning (Structure and Parameter) and inference.. MIT
GitHub (👨💻 88 · 🔀 560 · 📥 41 · 📦 180 · 📋 720 - 31% open · ⏱️ 10.01.2021):
git clone https://github.com/pgmpy/pgmpy
PyPi (📥 23K / month · 📦 12 · ⏱️ 30.12.2020):
pip install pgmpy
SALib 🥉 24 · ⭐ 420 · ➕ ) - Sensitivity Analysis Library in Python (Numpy). Contains Sobol, Morris,.. MIT
GitHub (👨💻 23 · 🔀 140 · 📋 220 - 18% open · ⏱️ 12.11.2020):
git clone https://github.com/SALib/SALib
PyPi (📥 13K / month · 📦 44 · ⏱️ 19.11.2020):
pip install salib
Conda (📥 56K · ⏱️ 24.10.2020):
conda install -c conda-forge salib
scikit-posthocs 🥉 21 · ⭐ 170 · ➕ ) - Pairwise Multiple Comparisons (Post Hoc) Tests in.. MIT
GitHub (👨💻 7 · 🔀 18 · 📥 16 · 📦 100 · 📋 35 - 11% open · ⏱️ 19.10.2020):
git clone https://github.com/maximtrp/scikit-posthocs
PyPi (📥 8.9K / month · 📦 3 · ⏱️ 12.10.2020):
pip install scikit-posthocs
bambi 🥉 20 · ⭐ 540 · ➕ ) - BAyesian Model-Building Interface (Bambi) in Python. MIT
GitHub (👨💻 15 · 🔀 50 · 📦 8 · 📋 150 - 16% open · ⏱️ 28.12.2020):
git clone https://github.com/bambinos/bambi
PyPi (📥 290 / month · 📦 3 · ⏱️ 17.12.2020):
pip install bambi
pyhsmm 🥉 18 · ⭐ 480) - Bayesian inference in HSMMs and HMMs. MIT
GitHub (👨💻 13 · 🔀 150 · 📦 17 · 📋 94 - 36% open · ⏱️ 24.08.2020):
git clone https://github.com/mattjj/pyhsmm
PyPi (📥 74 / month · 📦 4 · ⏱️ 10.05.2017):
pip install pyhsmm
Funsor 🥉 18 · ⭐ 160) - Functional tensors for probabilistic programming. Apache-2
GitHub (👨💻 9 · 🔀 15 · 📦 7 · 📋 110 - 50% open · ⏱️ 10.01.2021):
git clone https://github.com/pyro-ppl/funsor
PyPi (📥 180 / month · ⏱️ 15.10.2020):
pip install funsor
Baal 🥉 17 · ⭐ 310) - 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 (📥 130 / month · ⏱️ 03.11.2020):
pip install baal
Orbit 🥉 17 · ⭐ 300) - Bayesian forecasting with object-oriented design and probabilistic.. Apache-2
GitHub (👨💻 7 · 🔀 12 · 📦 3 · 📋 160 - 13% open · ⏱️ 08.01.2021):
git clone https://github.com/uber/orbit
PyPi (📥 86 / month · ⏱️ 15.11.2020):
pip install orbit-ml
Show 5 hidden projects...
PyStan 🥈 27 · ⭐ 910) - PyStan, the Python interface to Stan. ❗️GPL-3.0 patsy 🥈 27 · ⭐ 730 · 💀 ) - Describing statistical models in Python using symbolic formulas. BSD-2 Edward 🥉 24 · ⭐ 4.6K · 💀 ) - A probabilistic programming language in TensorFlow. Deep.. Apache-2 pingouin 🥉 22 · ⭐ 610 · ➕ ) - Statistical package in Python based on Pandas. ❗️GPL-3.0 ZhuSuan 🥉 14 · ⭐ 2K · 💀 ) - A probabilistic programming library for Bayesian deep learning,.. MIT
Libraries for testing the robustness of machine learning models against attacks with adversarial/malicious examples.
CleverHans 🥇 25 · ⭐ 4.9K) - An adversarial example library for constructing attacks,.. MIT
GitHub (👨💻 110 · 🔀 1.2K · 📦 180 · 📋 450 - 16% open · ⏱️ 09.07.2020):
git clone https://github.com/cleverhans-lab/cleverhans
PyPi (📥 530 / month · 📦 8 · ⏱️ 27.11.2018):
pip install cleverhans
Foolbox 🥇 25 · ⭐ 1.8K · 📉 ) - A Python toolbox to create adversarial examples that fool neural.. MIT
GitHub (👨💻 30 · 🔀 310 · 📦 160 · 📋 300 - 13% open · ⏱️ 20.12.2020):
git clone https://github.com/bethgelab/foolbox
PyPi (📥 1.1K / month · 📦 18 · ⏱️ 26.09.2020):
pip install foolbox
ART 🥈 23 · ⭐ 1.9K) - Adversarial Robustness Toolbox (ART) - Python Library for Machine Learning.. MIT
GitHub (👨💻 59 · 🔀 560 · 📦 98 · 📋 390 - 16% open · ⏱️ 11.01.2021):
git clone https://github.com/Trusted-AI/adversarial-robustness-toolbox
PyPi (📥 1.8K / month · ⏱️ 09.01.2021):
pip install adversarial-robustness-toolbox
TextAttack 🥈 23 · ⭐ 1.2K) - TextAttack is a Python framework for adversarial attacks, data.. MIT
GitHub (👨💻 30 · 🔀 130 · 📦 13 · 📋 110 - 23% open · ⏱️ 29.12.2020):
git clone https://github.com/QData/TextAttack
PyPi (📥 910 / month · ⏱️ 27.12.2020):
pip install textattack
robustness 🥉 18 · ⭐ 450 · ➕ ) - A library for experimenting with, training and evaluating neural.. MIT
GitHub (👨💻 11 · 🔀 80 · 📦 31 · 📋 54 - 9% open · ⏱️ 01.12.2020):
git clone https://github.com/MadryLab/robustness
PyPi (📥 250 / month · 📦 1 · ⏱️ 05.08.2020):
pip install robustness
AdvBox 🥉 16 · ⭐ 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 (📥 13 / month · ⏱️ 05.12.2018):
pip install advbox
Show 2 hidden projects...
advertorch 🥉 17 · ⭐ 790 · 💤 ) - A Toolbox for Adversarial Robustness Research. ❗️GPL-3.0 Adversary 🥉 13 · ⭐ 340 · 💀 ) - Tool to generate adversarial text examples and test machine.. MIT
Libraries that require and make use of CUDA/GPU system capabilities to optimize data handling and machine learning tasks.
CuPy 🥇 30 · ⭐ 4.8K) - A NumPy-compatible array library accelerated by CUDA. MIT
GitHub (👨💻 250 · 🔀 430 · 📥 5.3K · 📦 630 · 📋 1.2K - 29% open · ⏱️ 12.01.2021):
git clone https://github.com/cupy/cupy
PyPi (📥 7.8K / month · 📦 190 · ⏱️ 25.12.2020):
pip install cupy
Conda (📥 330K · ⏱️ 30.12.2020):
conda install -c conda-forge cupy
Docker Hub (📥 48K · ⭐ 6 · ⏱️ 12.01.2021):
docker pull cupy/cupy
PyCUDA 🥇 27 · ⭐ 1.1K) - CUDA integration for Python, plus shiny features. MIT
GitHub (👨💻 68 · 🔀 210 · 📦 700 · 📋 160 - 24% open · ⏱️ 04.01.2021):
git clone https://github.com/inducer/pycuda
PyPi (📥 14K / month · 📦 290 · ⏱️ 07.10.2020):
pip install pycuda
gpustat 🥈 26 · ⭐ 2.2K · 💤 ) - A simple command-line utility for querying and monitoring GPU status. MIT
GitHub (👨💻 10 · 🔀 180 · 📦 560 · 📋 66 - 30% open · ⏱️ 19.05.2020):
git clone https://github.com/wookayin/gpustat
PyPi (📥 130K / month · 📦 58 · ⏱️ 02.01.2021):
pip install gpustat
Conda (📥 7.6K · ⏱️ 24.11.2020):
conda install -c conda-forge gpustat
Apex 🥈 23 · ⭐ 4.9K) - A PyTorch Extension: Tools for easy mixed precision and distributed.. BSD-3
GitHub (👨💻 77 · 🔀 660 · 📦 420 · 📋 780 - 54% open · ⏱️ 17.12.2020):
git clone https://github.com/NVIDIA/apex
Conda (📥 29K · ⏱️ 23.11.2020):
conda install -c conda-forge nvidia-apex
ArrayFire 🥈 22 · ⭐ 3.3K) - ArrayFire: a general purpose GPU library. BSD-3
GitHub (👨💻 80 · 🔀 450 · 📥 570 · 📋 1.5K - 17% open · ⏱️ 11.01.2021):
git clone https://github.com/arrayfire/arrayfire
PyPi (📥 500 / month · 📦 2 · ⏱️ 18.10.2018):
pip install arrayfire
py3nvml 🥈 22 · ⭐ 160 · 💤 ) - Python 3 Bindings for NVML library. Get NVIDIA GPU status inside.. BSD-3
GitHub (👨💻 6 · 🔀 24 · 📦 220 · 📋 11 - 18% open · ⏱️ 23.04.2020):
git clone https://github.com/fbcotter/py3nvml
PyPi (📥 99K / month · 📦 20 · ⏱️ 06.04.2020):
pip install py3nvml
Conda (📥 11K · ⏱️ 10.10.2020):
conda install -c conda-forge py3nvml
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 (📥 520 / month · 📦 31 · ⏱️ 27.05.2019):
pip install scikit-cuda
cuDF 🥉 20 · ⭐ 3.6K) - cuDF - GPU DataFrame Library. Apache-2
GitHub (👨💻 200 · 🔀 470 · 📋 3.3K - 17% open · ⏱️ 12.01.2021):
git clone https://github.com/rapidsai/cudf
PyPi (📥 710 / month · 📦 2 · ⏱️ 01.06.2020):
pip install cudf
DALI 🥉 20 · ⭐ 3K) - A library containing both highly optimized building blocks and an.. Apache-2 cuML 🥉 19 · ⭐ 1.9K) - cuML - RAPIDS Machine Learning Library. Apache-2
GitHub (👨💻 120 · 🔀 300 · 📋 1.5K - 41% open · ⏱️ 12.01.2021):
git clone https://github.com/rapidsai/cuml
PyPi (📥 290 / 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 · ⏱️ 12.01.2021):
git clone https://github.com/BlazingDB/blazingsql
Conda (📥 910 · ⏱️ 11.11.2019):
conda install -c blazingsql blazingsql-protocol
cuGraph 🥉 16 · ⭐ 620) - cuGraph - RAPIDS Graph Analytics Library. Apache-2
GitHub (👨💻 54 · 🔀 130 · 📋 540 - 16% open · ⏱️ 12.01.2021):
git clone https://github.com/rapidsai/cugraph
PyPi (📥 29 / month · ⏱️ 04.04.2019):
pip install cugraph
SpeedTorch 🥉 16 · ⭐ 590 · 💤 ) - Library for faster pinned CPU - GPU transfer in Pytorch. MIT
GitHub (👨💻 3 · 🔀 36 · 📦 3 · 📋 5 - 60% open · ⏱️ 21.02.2020):
git clone https://github.com/Santosh-Gupta/SpeedTorch
PyPi (📥 81 / month · 📦 2 · ⏱️ 06.01.2020):
pip install SpeedTorch
cuSignal 🥉 15 · ⭐ 430) - GPU accelerated signal processing. Apache-2 Show 3 hidden projects...
GPUtil 🥈 22 · ⭐ 660 · 💀 ) - A Python module for getting the GPU status from NVIDA GPUs using.. MIT nvidia-ml-py3 🥉 17 · ⭐ 60 · 💀 ) - Python 3 Bindings for the NVIDIA Management Library. BSD-3 ipyexperiments 🥉 16 · ⭐ 120) - jupyter/ipython experiment containers for GPU and.. Apache-2
Libraries that extend TensorFlow with additional capabilities.
tensor2tensor 🥇 32 · ⭐ 11K) - Library of deep learning models and datasets designed to.. Apache-2
GitHub (👨💻 230 · 🔀 2.7K · 📦 880 · 📋 1.2K - 45% open · ⏱️ 16.11.2020):
git clone https://github.com/tensorflow/tensor2tensor
PyPi (📥 84K / 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 (👨💻 66 · 🔀 1.4K · 📦 5K · 📋 540 - 8% open · ⏱️ 12.01.2021):
git clone https://github.com/tensorflow/hub
PyPi (📥 840K / month · 📦 310 · ⏱️ 06.01.2021):
pip install tensorflow-hub
Conda (📥 48K · ⏱️ 24.08.2020):
conda install -c conda-forge tensorflow-hub
TF Addons 🥈 30 · ⭐ 1.2K) - Useful extra functionality for TensorFlow 2.x maintained by.. Apache-2
GitHub (👨💻 140 · 🔀 390 · 📦 2K · 📋 770 - 20% open · ⏱️ 08.01.2021):
git clone https://github.com/tensorflow/addons
PyPi (📥 250K / month · 📦 18 · ⏱️ 23.12.2020):
pip install tensorflow-addons
TensorFlow Transform 🥈 29 · ⭐ 850) - Input pipeline framework. Apache-2
GitHub (👨💻 27 · 🔀 160 · 📦 390 · 📋 150 - 21% open · ⏱️ 08.01.2021):
git clone https://github.com/tensorflow/transform
PyPi (📥 7.3M / month · 📦 84 · ⏱️ 16.12.2020):
pip install tensorflow-transform
efficientnet 🥈 26 · ⭐ 1.7K) - Implementation of EfficientNet model. Keras and.. Apache-2
GitHub (👨💻 8 · 🔀 370 · 📥 140K · 📦 480 · 📋 100 - 47% open · ⏱️ 15.09.2020):
git clone https://github.com/qubvel/efficientnet
PyPi (📥 85K / month · 📦 2 · ⏱️ 15.09.2020):
pip install efficientnet
TF Model Optimization 🥈 26 · ⭐ 940 · 📉 ) - A toolkit to optimize ML models for deployment for.. Apache-2
GitHub (👨💻 41 · 🔀 210 · 📦 520 · 📋 160 - 44% open · ⏱️ 12.01.2021):
git clone https://github.com/tensorflow/model-optimization
PyPi (📥 52K / month · 📦 3 · ⏱️ 14.09.2020):
pip install tensorflow-model-optimization
TensorFlow I/O 🥉 25 · ⭐ 400) - Dataset, streaming, and file system extensions.. Apache-2
GitHub (👨💻 72 · 🔀 140 · 📦 90 · 📋 380 - 28% open · ⏱️ 12.01.2021):
git clone https://github.com/tensorflow/io
PyPi (📥 44K / month · ⏱️ 15.12.2020):
pip install tensorflow-io
TensorFlow Cloud 🥉 23 · ⭐ 210) - The TensorFlow Cloud repository provides APIs that.. Apache-2
GitHub (👨💻 16 · 🔀 43 · 📦 10 · 📋 71 - 64% open · ⏱️ 11.01.2021):
git clone https://github.com/tensorflow/cloud
PyPi (📥 180K / month · ⏱️ 06.01.2021):
pip install tensorflow-cloud
Neural Structured Learning 🥉 22 · ⭐ 760) - Training neural models with structured signals. Apache-2
GitHub (👨💻 25 · 🔀 140 · 📦 20 · 📋 43 - 11% open · ⏱️ 11.01.2021):
git clone https://github.com/tensorflow/neural-structured-learning
PyPi (📥 1.9K / month · ⏱️ 18.08.2020):
pip install neural-structured-learning
TensorNets 🥉 20 · ⭐ 970) - High level network definitions with pre-trained weights in.. MIT
GitHub (👨💻 6 · 🔀 180 · 📦 29 · 📋 56 - 25% open · ⏱️ 02.01.2021):
git clone https://github.com/taehoonlee/tensornets
PyPi (📥 280 / month · 📦 2 · ⏱️ 31.03.2020):
pip install tensornets
tffm 🥉 19 · ⭐ 760 · 💤 ) - TensorFlow implementation of an arbitrary order Factorization Machine. MIT
GitHub (👨💻 10 · 🔀 170 · 📦 9 · 📋 37 - 45% open · ⏱️ 22.05.2020):
git clone https://github.com/geffy/tffm
PyPi (📥 1.2K / month · 📦 1 · ⏱️ 27.01.2018):
pip install tffm
Saliency 🥉 16 · ⭐ 620) - 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 (📥 140 / month · ⏱️ 26.09.2019):
pip install saliency
TF Compression 🥉 16 · ⭐ 410) - Data compression in TensorFlow. Apache-2
GitHub (👨💻 9 · 🔀 150 · 📋 55 - 1% open · ⏱️ 12.01.2021):
git clone https://github.com/tensorflow/compression
PyPi (📥 400 / month · 📦 1 · ⏱️ 06.01.2021):
pip install tensorflow-compression
Libraries that extend scikit-learn with additional capabilities.
imbalanced-learn 🥇 30 · ⭐ 5K) - A Python Package to Tackle the Curse of Imbalanced.. MIT
GitHub (👨💻 51 · 🔀 1.1K · 📦 3.8K · 📋 450 - 10% open · ⏱️ 03.11.2020):
git clone https://github.com/scikit-learn-contrib/imbalanced-learn
PyPi (📥 750K / 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 · ⏱️ 09.01.2021):
git clone https://github.com/rasbt/mlxtend
PyPi (📥 200K / month · 📦 95 · ⏱️ 26.11.2020):
pip install mlxtend
Conda (📥 150K · ⏱️ 26.11.2020):
conda install -c conda-forge mlxtend
category_encoders 🥈 25 · ⭐ 1.5K) - A library of sklearn compatible categorical variable.. BSD-3
GitHub (👨💻 34 · 🔀 290 · 📋 200 - 32% open · ⏱️ 31.07.2020):
git clone https://github.com/scikit-learn-contrib/category_encoders
PyPi (📥 220K / month · 📦 23 · ⏱️ 14.10.2018):
pip install category_encoders
Conda (📥 91K · ⏱️ 29.04.2020):
conda install -c conda-forge category_encoders
combo 🥈 24 · ⭐ 470 · ➕ ) - A Python Toolbox for Machine Learning Model Combination. BSD-2 xgboost
GitHub (👨💻 1 · 🔀 80 · 📦 250 · 📋 10 - 70% open · ⏱️ 23.12.2020):
git clone https://github.com/yzhao062/combo
PyPi (📥 80K / month · ⏱️ 23.12.2020):
pip install combo
sklearn-contrib-lightning 🥈 23 · ⭐ 1.4K) - Large-scale linear classification, regression and.. BSD-3
GitHub (👨💻 16 · 🔀 190 · 📦 72 · 📋 85 - 57% open · ⏱️ 04.01.2021):
git clone https://github.com/scikit-learn-contrib/lightning
PyPi (📥 520 / month · 📦 5 · ⏱️ 16.12.2020):
pip install sklearn-contrib-lightning
Conda (📥 130K · ⏱️ 20.12.2020):
conda install -c conda-forge sklearn-contrib-lightning
scikit-opt 🥉 22 · ⭐ 1.7K · ➕ ) - Genetic Algorithm, Particle Swarm Optimization, Simulated.. MIT
GitHub (👨💻 8 · 🔀 410 · 📦 25 · 📋 81 - 25% open · ⏱️ 07.01.2021):
git clone https://github.com/guofei9987/scikit-opt
PyPi (📥 880 / month · 📦 3 · ⏱️ 20.11.2020):
pip install scikit-opt
fancyimpute 🥉 22 · ⭐ 910 · ➕ ) - Multivariate imputation and matrix completion.. Apache-2
GitHub (👨💻 11 · 🔀 140 · 📦 630 · 📋 110 - 3% open · ⏱️ 27.08.2020):
git clone https://github.com/iskandr/fancyimpute
PyPi (📥 5.7K / month · 📦 21 · ⏱️ 16.07.2020):
pip install fancyimpute
scikit-lego 🥉 22 · ⭐ 370 · ➕ ) - Extra blocks for scikit-learn pipelines. MIT
GitHub (👨💻 38 · 🔀 63 · 📦 15 · 📋 200 - 10% open · ⏱️ 04.01.2021):
git clone https://github.com/koaning/scikit-lego
PyPi (📥 860 / month · ⏱️ 04.01.2021):
pip install scikit-lego
Conda (📥 7.5K · ⏱️ 02.11.2020):
conda install -c conda-forge scikit-lego
iterative-stratification 🥉 19 · ⭐ 490 · ➕ ) - scikit-learn cross validators for iterative.. BSD-3
GitHub (👨💻 4 · 🔀 44 · 📦 98 · 📋 11 - 9% open · ⏱️ 12.09.2020):
git clone https://github.com/trent-b/iterative-stratification
PyPi (📥 2.8K / month · ⏱️ 12.08.2018):
pip install iterative-stratification
scikit-tda 🥉 19 · ⭐ 260 · ➕ ) - Topological Data Analysis for Python. MIT
GitHub (👨💻 2 · 🔀 32 · 📦 18 · 📋 14 - 78% open · ⏱️ 09.01.2021):
git clone https://github.com/scikit-tda/scikit-tda
PyPi (📥 5.2K / month · ⏱️ 09.01.2021):
pip install scikit-tda
DESlib 🥉 18 · ⭐ 290 · ➕ ) - A Python library for dynamic classifier and ensemble selection. BSD-3
GitHub (👨💻 12 · 🔀 66 · 📦 13 · 📋 130 - 9% open · ⏱️ 01.01.2021):
git clone https://github.com/scikit-learn-contrib/DESlib
PyPi (📥 170 / month · ⏱️ 18.02.2019):
pip install deslib
skggm 🥉 17 · ⭐ 180 · ➕ ) - Scikit-learn compatible estimation of general graphical models. MIT
GitHub (👨💻 5 · 🔀 30 · 📦 6 · 📋 74 - 36% open · ⏱️ 24.12.2020):
git clone https://github.com/skggm/skggm
PyPi (📥 76 / month · 📦 1 · ⏱️ 12.09.2018):
pip install skggm
Show 4 hidden projects...
Libraries that extend Pytorch with additional capabilities.
pretrainedmodels 🥇 27 · ⭐ 7.6K · 💤 ) - Pretrained ConvNets for pytorch: NASNet, ResNeXt,.. BSD-3
GitHub (👨💻 22 · 🔀 1.6K · 📦 810 · 📋 170 - 49% open · ⏱️ 16.04.2020):
git clone https://github.com/Cadene/pretrained-models.pytorch
PyPi (📥 27K / month · 📦 100 · ⏱️ 29.10.2018):
pip install pretrainedmodels
pytorch-optimizer 🥇 25 · ⭐ 1.6K · ➕ ) - torch-optimizer -- collection of optimizers for.. Apache-2
GitHub (👨💻 19 · 🔀 150 · 📦 100 · 📋 32 - 31% open · ⏱️ 08.01.2021):
git clone https://github.com/jettify/pytorch-optimizer
PyPi (📥 12K / month · ⏱️ 01.01.2021):
pip install torch_optimizer
torchdiffeq 🥇 24 · ⭐ 3.3K) - Differentiable ODE solvers with full GPU support and.. MIT
GitHub (👨💻 20 · 🔀 570 · 📦 57 · 📋 120 - 9% open · ⏱️ 07.01.2021):
git clone https://github.com/rtqichen/torchdiffeq
PyPi (📥 1.8K / month · ⏱️ 16.09.2020):
pip install torchdiffeq
pytorch-summary 🥇 24 · ⭐ 2.9K) - Model summary in PyTorch similar to `model.summary()` in.. MIT
GitHub (👨💻 11 · 🔀 340 · 📦 1.8K · 📋 140 - 73% open · ⏱️ 07.08.2020):
git clone https://github.com/sksq96/pytorch-summary
PyPi (📥 36K / month · 📦 120 · ⏱️ 26.09.2018):
pip install torchsummary
PML 🥇 24 · ⭐ 2.6K) - The easiest way to use deep metric learning in your application. Modular,.. MIT
GitHub (👨💻 12 · 🔀 360 · 📦 45 · 📋 200 - 16% open · ⏱️ 12.01.2021):
git clone https://github.com/KevinMusgrave/pytorch-metric-learning
PyPi (📥 3.6K / month · ⏱️ 27.12.2019):
pip install pytorch-metric-learning
Conda (📥 1.1K · ⏱️ 12.01.2021):
conda install -c metric-learning pytorch-metric-learning
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 (📥 2.1K / month · 📦 1 · ⏱️ 17.12.2020):
pip install sru
EfficientNet-PyTorch 🥈 23 · ⭐ 5.3K) - A PyTorch implementation of EfficientNet. Apache-2
GitHub (👨💻 21 · 🔀 1K · 📥 290K · 📋 220 - 46% open · ⏱️ 09.10.2020):
git clone https://github.com/lukemelas/EfficientNet-PyTorch
PyPi (📥 30K / month · 📦 7 · ⏱️ 26.08.2020):
pip install efficientnet-pytorch
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 (📥 1.1K / 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 · 📦 24 · 📋 88 - 21% open · ⏱️ 25.11.2020):
git clone https://github.com/tristandeleu/pytorch-meta
PyPi (📥 500 / month · ⏱️ 25.11.2020):
pip install torchmeta
PyTorch Sparse 🥈 21 · ⭐ 340) - PyTorch Extension Library of Optimized Autograd Sparse.. MIT
GitHub (👨💻 12 · 🔀 43 · 📋 81 - 39% open · ⏱️ 11.01.2021):
git clone https://github.com/rusty1s/pytorch_sparse
PyPi (📥 4.4K / 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 (📥 940 / month · ⏱️ 06.12.2020):
pip install reformer-pytorch
torch-scatter 🥈 20 · ⭐ 570) - PyTorch Extension Library of Optimized Scatter Operations. MIT
GitHub (👨💻 13 · 🔀 72 · 📋 160 - 34% open · ⏱️ 12.01.2021):
git clone https://github.com/rusty1s/pytorch_scatter
PyPi (📥 5.2K / month · 📦 16 · ⏱️ 22.02.2020):
pip install torch-scatter
Pytorch Toolbelt 🥉 19 · ⭐ 870) - PyTorch extensions for fast R&D prototyping and Kaggle.. MIT
GitHub (👨💻 5 · 🔀 71 · 📋 17 - 17% open · ⏱️ 10.01.2021):
git clone https://github.com/BloodAxe/pytorch-toolbelt
PyPi (📥 7.4K / month · 📦 1 · ⏱️ 19.08.2020):
pip install pytorch_toolbelt
TabNet 🥉 19 · ⭐ 720) - PyTorch implementation of TabNet paper :.. MIT
GitHub (👨💻 17 · 🔀 140 · 📋 130 - 23% open · ⏱️ 12.01.2021):
git clone https://github.com/dreamquark-ai/tabnet
PyPi (📥 4.1K / month · ⏱️ 12.01.2021):
pip install pytorch-tabnet
Higher 🥉 18 · ⭐ 1K) - higher is a pytorch library allowing users to obtain higher order.. Apache-2
GitHub (👨💻 6 · 🔀 73 · 📦 27 · 📋 71 - 33% open · ⏱️ 28.10.2020):
git clone https://github.com/facebookresearch/higher
PyPi (📥 720 / month · ⏱️ 14.07.2020):
pip install higher
Performer Pytorch 🥉 17 · ⭐ 440 · 🐣 ) - An implementation of Performer, a linear attention-.. MIT
GitHub (👨💻 4 · 🔀 59 · 📦 7 · 📋 46 - 34% open · ⏱️ 14.12.2020):
git clone https://github.com/lucidrains/performer-pytorch
PyPi (📥 1.2K / month · ⏱️ 13.12.2020):
pip install performer-pytorch
Lambda Networks 🥉 16 · ⭐ 1.3K · 🐣 ) - Implementation of LambdaNetworks, a new approach to.. MIT
GitHub (👨💻 3 · 🔀 130 · 📋 23 - 34% open · ⏱️ 18.11.2020):
git clone https://github.com/lucidrains/lambda-networks
PyPi (📥 1.1K / month · ⏱️ 20.10.2020):
pip install lambda-networks
Tensor Sensor 🥉 16 · ⭐ 490 · 🐣 ) - The goal of this library is to generate more helpful.. MIT
GitHub (👨💻 2 · 🔀 23 · 📦 1 · 📋 16 - 25% open · ⏱️ 07.01.2021):
git clone https://github.com/parrt/tensor-sensor
PyPi (📥 250 / month · ⏱️ 03.12.2020):
pip install tensor-sensor
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 (📥 230 / month · ⏱️ 20.01.2020):
pip install pywick
tinygrad 🥉 15 · ⭐ 3.9K · 🐣 ) - You like pytorch? You like micrograd? You love tinygrad!. MIT torchsde 🥉 15 · ⭐ 630 · 🐣 ) - Differentiable SDE solvers with GPU support and efficient.. Apache-2 micrograd 🥉 14 · ⭐ 1.5K · 💤 ) - A tiny scalar-valued autograd engine and a neural net library.. MIT
GitHub (👨💻 2 · 🔀 110 · 📋 5 - 40% open · ⏱️ 18.04.2020):
git clone https://github.com/karpathy/micrograd
PyPi (📥 23 / month · ⏱️ 18.04.2020):
pip install micrograd
Tez 🥉 14 · ⭐ 390 · 🐣 ) - Tez is a super-simple and lightweight Trainer for PyTorch. It.. Apache-2
GitHub (👨💻 1 · 🔀 45 · 📋 12 - 50% open · ⏱️ 09.01.2021):
git clone https://github.com/abhishekkrthakur/tez
PyPi (📥 1K / month · ⏱️ 26.12.2020):
pip install tez
Torch-Struct 🥉 13 · ⭐ 870) - Fast, general, and tested differentiable structured prediction.. MIT Show 3 hidden projects...
Libraries for connecting to, operating, and querying databases.
🔗 best-of-python - DB Clients ⭐ 2) - Collection of database clients for python.
scipy 🥇 40 · ⭐ 7.8K) - Ecosystem of open-source software for mathematics, science, and engineering. BSD-3
GitHub (👨💻 1.1K · 🔀 3.5K · 📥 300K · 📦 290K · 📋 7.2K - 21% open · ⏱️ 11.01.2021):
git clone https://github.com/scipy/scipy
PyPi (📥 14M / month · 📦 87K · ⏱️ 22.12.2020):
pip install scipy
Conda (📥 12M · ⏱️ 12.01.2021):
conda install -c conda-forge scipy
SymPy 🥇 36 · ⭐ 7.7K) - A computer algebra system written in pure Python. BSD-3
GitHub (👨💻 1K · 🔀 3.2K · 📥 410K · 📦 28K · 📋 11K - 35% open · ⏱️ 12.01.2021):
git clone https://github.com/sympy/sympy
PyPi (📥 550K / month · 📦 6.4K · ⏱️ 12.12.2020):
pip install sympy
Conda (📥 1.2M · ⏱️ 08.01.2021):
conda install -c conda-forge sympy
Keras-Preprocessing 🥇 29 · ⭐ 900 · ➕ ) - Utilities for working with image data, text data, and.. MIT
GitHub (👨💻 48 · 🔀 390 · 📋 190 - 48% open · ⏱️ 11.12.2020):
git clone https://github.com/keras-team/keras-preprocessing
PyPi (📥 3.7M / month · 📦 2.7K · ⏱️ 14.05.2020):
pip install keras-preprocessing
Conda (📥 760K · ⏱️ 25.08.2019):
conda install -c conda-forge keras-preprocessing
PyOD 🥇 28 · ⭐ 4K) - A Python Toolbox for Scalable Outlier Detection (Anomaly Detection). BSD-2
GitHub (👨💻 22 · 🔀 820 · 📦 450 · 📋 180 - 55% open · ⏱️ 12.01.2021):
git clone https://github.com/yzhao062/pyod
PyPi (📥 81K / month · 📦 6 · ⏱️ 12.01.2021):
pip install pyod
Cython BLIS 🥇 28 · ⭐ 160) - Fast matrix-multiplication as a self-contained Python library no.. BSD-3
GitHub (👨💻 9 · 🔀 22 · 📦 7.7K · 📋 21 - 28% open · ⏱️ 07.12.2020):
git clone https://github.com/explosion/cython-blis
PyPi (📥 790K / 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 (👨💻 64 · 🔀 330 · 📦 700 · 📋 360 - 60% open · ⏱️ 06.01.2021):
git clone https://github.com/scikit-learn-contrib/hdbscan
PyPi (📥 120K / month · 📦 120 · ⏱️ 19.03.2020):
pip install hdbscan
Conda (📥 510K · ⏱️ 02.11.2020):
conda install -c conda-forge hdbscan
pyopencl 🥈 27 · ⭐ 760) - OpenCL integration for Python, plus shiny features. MIT
GitHub (👨💻 82 · 🔀 200 · 📦 440 · 📋 260 - 19% open · ⏱️ 04.01.2021):
git clone https://github.com/inducer/pyopencl
PyPi (📥 5K / month · 📦 240 · ⏱️ 20.11.2020):
pip install pyopencl
Conda (📥 300K · ⏱️ 20.11.2020):
conda install -c conda-forge pyopencl
Streamlit 🥈 26 · ⭐ 13K) - Streamlit The fastest way to build data apps in Python. Apache-2
GitHub (👨💻 83 · 🔀 1K · 📦 48 · 📋 1.5K - 36% open · ⏱️ 12.01.2021):
git clone https://github.com/streamlit/streamlit
PyPi (📥 110K / month · 📦 34 · ⏱️ 07.01.2021):
pip install streamlit
carla 🥈 26 · ⭐ 5.5K) - Open-source simulator for autonomous driving research. MIT
GitHub (👨💻 120 · 🔀 1.5K · 📦 53 · 📋 2.9K - 9% open · ⏱️ 22.12.2020):
git clone https://github.com/carla-simulator/carla
PyPi (📥 520 / month · 📦 2 · ⏱️ 28.04.2019):
pip install carla
Datasette 🥈 26 · ⭐ 4.5K) - An open source multi-tool for exploring and publishing data. Apache-2
GitHub (👨💻 42 · 🔀 240 · 📥 24 · 📦 330 · 📋 940 - 22% open · ⏱️ 12.01.2021):
git clone https://github.com/simonw/datasette
PyPi (📥 5.3K / month · 📦 70 · ⏱️ 11.12.2020):
pip install datasette
agate 🥈 26 · ⭐ 1K · 💤 ) - A Python data analysis library that is optimized for humans instead of.. MIT
GitHub (👨💻 47 · 🔀 130 · 📦 480 · 📋 640 - 8% open · ⏱️ 01.04.2020):
git clone https://github.com/wireservice/agate
PyPi (📥 150K / month · 📦 92 · ⏱️ 11.03.2018):
pip install agate
Conda (📥 59K · ⏱️ 19.08.2018):
conda install -c conda-forge agate
pyclustering 🥈 26 · ⭐ 780 · ➕ ) - pyclustring is a Python, C++ data mining library. BSD-3
GitHub (👨💻 26 · 🔀 180 · 📥 280 · 📦 170 · 📋 640 - 8% open · ⏱️ 03.12.2020):
git clone https://github.com/annoviko/pyclustering
PyPi (📥 18K / month · 📦 36 · ⏱️ 25.11.2020):
pip install pyclustering
Conda (📥 12K · ⏱️ 30.11.2020):
conda install -c conda-forge pyclustering
Trax 🥈 25 · ⭐ 5.5K) - Trax Deep Learning with Clear Code and Speed. Apache-2
GitHub (👨💻 56 · 🔀 510 · 📦 18 · 📋 150 - 34% open · ⏱️ 11.01.2021):
git clone https://github.com/google/trax
PyPi (📥 3.4K / month · ⏱️ 18.12.2020):
pip install trax
Pythran 🥈 25 · ⭐ 1.5K) - Ahead of Time compiler for numeric kernels. BSD-3
GitHub (👨💻 47 · 🔀 130 · 📦 48 · 📋 640 - 15% open · ⏱️ 06.01.2021):
git clone https://github.com/serge-sans-paille/pythran
PyPi (📥 3.9K / month · 📦 13 · ⏱️ 11.12.2020):
pip install pythran
Conda (📥 120K · ⏱️ 15.12.2020):
conda install -c conda-forge pythran
DeepChem 🥈 24 · ⭐ 2.7K) - Democratizing Deep-Learning for Drug Discovery, Quantum Chemistry,.. MIT
GitHub (👨💻 140 · 🔀 890 · 📦 34 · 📋 1.2K - 28% open · ⏱️ 13.01.2021):
git clone https://github.com/deepchem/deepchem
PyPi (📥 1.5K / month · 📦 4 · ⏱️ 12.01.2021):
pip install deepchem
causalml 🥈 24 · ⭐ 1.5K · ➕ ) - Uplift modeling and causal inference with machine learning.. Apache-2
GitHub (👨💻 22 · 🔀 230 · 📦 11 · 📋 140 - 12% open · ⏱️ 16.12.2020):
git clone https://github.com/uber/causalml
PyPi (📥 7.7K / month · ⏱️ 23.10.2020):
pip install causalml
kmodes 🥈 24 · ⭐ 800) - Python implementations of the k-modes and k-prototypes clustering.. MIT
GitHub (👨💻 16 · 🔀 340 · 📦 410 · 📋 120 - 15% open · ⏱️ 04.11.2020):
git clone https://github.com/nicodv/kmodes
PyPi (📥 51K / month · 📦 13 · ⏱️ 25.02.2020):
pip install kmodes
PennyLane 🥈 24 · ⭐ 690) - PennyLane is a cross-platform Python library for differentiable.. Apache-2
GitHub (👨💻 39 · 🔀 210 · 📥 52 · 📋 270 - 18% open · ⏱️ 12.01.2021):
git clone https://github.com/PennyLaneAI/PennyLane
PyPi (📥 2.4K / month · 📦 20 · ⏱️ 27.11.2020):
pip install pennylane
pyjanitor 🥈 24 · ⭐ 610) - Clean APIs for data cleaning. Python implementation of R package Janitor. MIT
GitHub (👨💻 87 · 🔀 120 · 📦 72 · 📋 370 - 24% open · ⏱️ 31.12.2020):
git clone https://github.com/ericmjl/pyjanitor
PyPi (📥 1.5K / month · 📦 2 · ⏱️ 03.10.2020):
pip install pyjanitor
Conda (📥 76K · ⏱️ 04.10.2020):
conda install -c conda-forge pyjanitor
findspark 🥈 24 · ⭐ 380 · 💤 ) - Find pyspark to make it importable. BSD-3
GitHub (👨💻 14 · 🔀 63 · 📦 1.4K · 📋 19 - 57% open · ⏱️ 08.06.2020):
git clone https://github.com/minrk/findspark
PyPi (📥 560K / month · 📦 200 · ⏱️ 08.06.2020):
pip install findspark
Conda (📥 480K · ⏱️ 06.07.2018):
conda install -c conda-forge findspark
datalad 🥈 24 · ⭐ 220) - Keep code, data, containers under control with git and git-annex. MIT
GitHub (👨💻 40 · 🔀 68 · 📋 2.9K - 24% open · ⏱️ 12.01.2021):
git clone https://github.com/datalad/datalad
PyPi (📥 1.2K / month · 📦 26 · ⏱️ 14.12.2020):
pip install datalad
Conda (📥 76K · ⏱️ 04.01.2021):
conda install -c conda-forge datalad
PaddleHub 🥉 23 · ⭐ 4.4K) - Awesome pre-trained models toolkit based on.. Apache-2
GitHub (👨💻 32 · 🔀 980 · 📥 430 · 📦 77 · 📋 630 - 40% open · ⏱️ 07.01.2021):
git clone https://github.com/PaddlePaddle/PaddleHub
PyPi (📥 1.8K / month · ⏱️ 06.01.2021):
pip install paddlehub
metric-learn 🥉 23 · ⭐ 1.1K) - Metric learning algorithms in Python. MIT
GitHub (👨💻 19 · 🔀 200 · 📦 120 · 📋 160 - 30% open · ⏱️ 04.08.2020):
git clone https://github.com/scikit-learn-contrib/metric-learn
PyPi (📥 16K / month · 📦 9 · ⏱️ 02.07.2020):
pip install metric-learn
pycm 🥉 23 · ⭐ 1K · ➕ ) - Multi-class confusion matrix library in Python. MIT
GitHub (👨💻 14 · 🔀 92 · 📦 80 · 📋 160 - 7% open · ⏱️ 26.10.2020):
git clone https://github.com/sepandhaghighi/pycm
PyPi (📥 10K / month · 📦 10 · ⏱️ 26.10.2020):
pip install pycm
TabPy 🥉 23 · ⭐ 1K · ➕ ) - Execute Python code on the fly and display results in Tableau.. MIT
GitHub (👨💻 38 · 🔀 360 · 📦 42 · 📋 250 - 2% open · ⏱️ 11.11.2020):
git clone https://github.com/tableau/TabPy
PyPi (📥 2.1K / month · ⏱️ 11.11.2020):
pip install tabpy
modAL 🥉 23 · ⭐ 1K) - A modular active learning framework for Python. MIT
GitHub (👨💻 14 · 🔀 170 · 📦 44 · 📋 93 - 46% open · ⏱️ 07.01.2021):
git clone https://github.com/modAL-python/modAL
PyPi (📥 1.2K / month · 📦 8 · ⏱️ 07.01.2021):
pip install modAL
tensorly 🥉 23 · ⭐ 940) - TensorLy: Tensor Learning in Python. BSD-2
GitHub (👨💻 38 · 🔀 190 · 📋 120 - 20% open · ⏱️ 03.01.2021):
git clone https://github.com/tensorly/tensorly
PyPi (📥 2.7K / month · 📦 20 · ⏱️ 07.12.2020):
pip install tensorly
Conda (📥 110K · ⏱️ 07.12.2020):
conda install -c conda-forge tensorly
PySwarms 🥉 23 · ⭐ 710) - A research toolkit for particle swarm optimization in Python. MIT
GitHub (👨💻 42 · 🔀 230 · 📦 87 · 📋 170 - 7% open · ⏱️ 03.01.2021):
git clone https://github.com/ljvmiranda921/pyswarms
PyPi (📥 5.2K / month · ⏱️ 03.01.2021):
pip install pyswarms
Mars 🥉 22 · ⭐ 2K) - Mars is a tensor-based unified framework for large-scale data computation.. Apache-2
GitHub (👨💻 17 · 🔀 240 · 📦 3 · 📋 740 - 15% open · ⏱️ 12.01.2021):
git clone https://github.com/mars-project/mars
PyPi (📥 3.2K / month · ⏱️ 20.12.2020):
pip install pymars
Prince 🥉 22 · ⭐ 550) - Python factor analysis library (PCA, CA, MCA, MFA, FAMD). MIT
GitHub (👨💻 9 · 🔀 110 · 📦 99 · 📋 89 - 28% open · ⏱️ 11.01.2021):
git clone https://github.com/MaxHalford/prince
PyPi (📥 3.9K / month · 📦 3 · ⏱️ 06.10.2020):
pip install prince
SUOD 🥉 22 · ⭐ 230) - An Acceleration System for Large-scale Outlier Detection (Anomaly Detection). BSD-2
GitHub (👨💻 1 · 🔀 26 · 📦 240 · 📋 5 - 80% open · ⏱️ 27.12.2020):
git clone https://github.com/yzhao062/SUOD
PyPi (📥 79K / month · ⏱️ 20.04.2020):
pip install suod
cleanlab 🥉 21 · ⭐ 1.4K) - The standard package for machine learning with noisy labels and finding.. MIT
GitHub (👨💻 5 · 🔀 150 · 📦 9 · 📋 51 - 31% open · ⏱️ 10.01.2021):
git clone https://github.com/cgnorthcutt/cleanlab
PyPi (📥 2.5K / month · ⏱️ 17.02.2020):
pip install cleanlab
AstroML 🥉 21 · ⭐ 710) - Machine learning, statistics, and data mining for astronomy and.. BSD-2
GitHub (👨💻 29 · 🔀 250 · 📦 160 · 📋 130 - 37% open · ⏱️ 09.09.2020):
git clone https://github.com/astroML/astroML
PyPi (📥 520 / month · 📦 29 · ⏱️ 23.03.2020):
pip install astroML
Conda (📥 21K · ⏱️ 16.02.2020):
conda install -c conda-forge astroml
BioPandas 🥉 21 · ⭐ 320) - Working with molecular structures in pandas DataFrames. BSD-3
GitHub (👨💻 7 · 🔀 76 · 📦 47 · 📋 34 - 47% open · ⏱️ 01.01.2021):
git clone https://github.com/rasbt/biopandas
PyPi (📥 200 / month · 📦 6 · ⏱️ 04.08.2020):
pip install biopandas
Conda (📥 61K · ⏱️ 08.08.2020):
conda install -c conda-forge biopandas
StreamAlert 🥉 20 · ⭐ 2.4K) - StreamAlert is a serverless, realtime data analysis framework.. Apache-2 alibi-detect 🥉 20 · ⭐ 520) - Algorithms for outlier and adversarial instance detection,.. Apache-2
GitHub (👨💻 7 · 🔀 53 · 📦 17 · 📋 71 - 42% open · ⏱️ 05.01.2021):
git clone https://github.com/SeldonIO/alibi-detect
PyPi (📥 1K / month · 📦 1 · ⏱️ 08.10.2020):
pip install alibi-detect
scikit-rebate 🥉 20 · ⭐ 300 · ➕ ) - A scikit-learn-compatible Python implementation of.. MIT
GitHub (👨💻 13 · 🔀 55 · 📦 120 · 📋 32 - 46% open · ⏱️ 18.07.2020):
git clone https://github.com/EpistasisLab/scikit-rebate
PyPi (📥 1.3K / month · 📦 31 · ⏱️ 18.07.2020):
pip install skrebate
gplearn 🥉 19 · ⭐ 900 · 💤 ) - Genetic Programming in Python, with a scikit-learn inspired API. BSD-3
GitHub (👨💻 10 · 🔀 150 · 📦 120 · 📋 140 - 19% open · ⏱️ 15.02.2020):
git clone https://github.com/trevorstephens/gplearn
PyPi (📥 1K / month · 📦 7 · ⏱️ 01.06.2019):
pip install gplearn
mlens 🥉 19 · ⭐ 670 · 💤 ) - ML-Ensemble high performance ensemble learning. MIT
GitHub (👨💻 7 · 🔀 81 · 📦 97 · 📋 81 - 9% open · ⏱️ 25.02.2020):
git clone https://github.com/flennerhag/mlens
PyPi (📥 1.1K / month · ⏱️ 30.10.2018):
pip install mlens
baikal 🥉 19 · ⭐ 570) - A graph-based functional API for building complex scikit-learn pipelines. BSD-3
GitHub (👨💻 1 · 🔀 28 · 📦 3 · 📋 15 - 26% open · ⏱️ 15.11.2020):
git clone https://github.com/alegonz/baikal
PyPi (📥 31 / month · ⏱️ 15.11.2020):
pip install baikal
Conda (📥 380K · ⏱️ 07.12.2020):
conda install -c conda-forge cython-blis
Feature Engine 🥉 19 · ⭐ 420) - Feature engineering package with sklearn like functionality. BSD-3
GitHub (👨💻 19 · 🔀 120 · 📋 99 - 29% open · ⏱️ 12.01.2021):
git clone https://github.com/solegalli/feature_engine
PyPi (📥 13K / month · 📦 2 · ⏱️ 11.01.2021):
pip install feature_engine
Conda (📥 1.2K · ⏱️ 11.01.2021):
conda install -c conda-forge feature_engine
rrcf 🥉 19 · ⭐ 270 · 💤 ) - Implementation of the Robust Random Cut Forest algorithm for anomaly.. MIT
GitHub (👨💻 4 · 🔀 64 · 📦 15 · 📋 32 - 46% open · ⏱️ 10.06.2020):
git clone https://github.com/kLabUM/rrcf
PyPi (📥 2.3K / month · ⏱️ 10.06.2020):
pip install rrcf
apricot 🥉 18 · ⭐ 300) - apricot implements submodular optimization for the purpose of selecting.. MIT
GitHub (👨💻 2 · 🔀 29 · 📥 8 · 📦 11 · 📋 14 - 21% open · ⏱️ 30.09.2020):
git clone https://github.com/jmschrei/apricot
PyPi (📥 500 / month · ⏱️ 28.09.2020):
pip install apricot-select
River 🥉 17 · ⭐ 1.3K) - Online machine learning in Python. BSD-3 Show 7 hidden projects...
Autograd 🥇 29 · ⭐ 5.1K · 💀 ) - Efficiently computes derivatives of numpy code. MIT pysc2 🥈 24 · ⭐ 7.1K · 💀 ) - StarCraft II Learning Environment. Apache-2 minisom 🥉 22 · ⭐ 750 · ➕ ) - MiniSom is a minimalistic implementation of the Self.. ❗️CC-BY-3.0 impyute 🥉 20 · ⭐ 260 · 💀 ) - Data imputations library to preprocess datasets with missing data. MIT vecstack 🥉 18 · ⭐ 570 · 💀 ) - Python package for stacking (machine learning technique). MIT pandas-ml 🥉 17 · ⭐ 260 · 💀 ) - pandas, scikit-learn, xgboost and seaborn integration. BSD-3 traingenerator 🥉 9 · ⭐ 840 · 🐣 ) - A web app to generate template code for machine learning. MIT
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