ml-tooling / best-of-ml-python Public

Best-of Machine Learning with Python

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

This curated list contains 890 awesome open-source projects with a total of 3.2M stars grouped into 33 categories. All projects are ranked by a project-quality score, which is calculated based on various metrics automatically collected from GitHub and different package managers. If you like to add or update projects, feel free to open an issue, submit a pull request, or directly edit the projects.yaml. Contributions are very welcome!

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Machine Learning Frameworks 55 projects
Data Visualization 50 projects
Text Data & NLP 90 projects
Image Data 56 projects
Graph Data 32 projects
Audio Data 27 projects
Geospatial Data 21 projects
Financial Data 23 projects
Time Series Data 23 projects
Medical Data 19 projects
Tabular Data 3 projects
Optical Character Recognition 11 projects
Data Containers & Structures 29 projects
Data Loading & Extraction 1 projects
Web Scraping & Crawling 1 projects
Data Pipelines & Streaming 42 projects
Distributed Machine Learning 29 projects
Hyperparameter Optimization & AutoML 47 projects
Reinforcement Learning 21 projects
Recommender Systems 15 projects
Privacy Machine Learning 6 projects
Workflow & Experiment Tracking 36 projects
Model Serialization & Deployment 14 projects
Model Interpretability 50 projects
Vector Similarity Search (ANN) 12 projects
Probabilistics & Statistics 23 projects
Adversarial Robustness 9 projects
GPU Utilities 18 projects
Tensorflow Utilities 15 projects
Sklearn Utilities 17 projects
Pytorch Utilities 31 projects
Database Clients 1 projects
Others 57 projects

Explanation

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

Machine Learning Frameworks

General-purpose machine learning and deep learning frameworks.

Tensorflow (🥇55 · ⭐ 160K) - An Open Source Machine Learning Framework for Everyone. Apache-2

GitHub (👨‍💻 3.9K · 🔀 86K · 📦 180K · 📋 34K - 7% open · ⏱️ 13.01.2022):
```
 git clone https://github.com/tensorflow/tensorflow
```
PyPi (📥 13M / month · 📦 14K · ⏱️ 22.12.2021):
```
 pip install tensorflow
```

Conda (📥 3M · ⏱️ 08.12.2021):

 conda install -c conda-forge tensorflow

Docker Hub (📥 64M · ⭐ 2K · ⏱️ 13.01.2022):
```
 docker pull tensorflow/tensorflow
```

PyTorch (🥇49 · ⭐ 53K) - Tensors and Dynamic neural networks in Python with strong GPU.. BSD-3

GitHub (👨‍💻 3.1K · 🔀 15K · 📥 1.3K · 📋 28K - 40% open · ⏱️ 13.01.2022):
```
 git clone https://github.com/pytorch/pytorch
```
PyPi (📥 5.7M / month · 📦 6.6K · ⏱️ 15.12.2021):
```
 pip install torch
```
Conda (📥 15M · ⏱️ 15.12.2021):
```
 conda install -c pytorch pytorch
```

scikit-learn (🥇49 · ⭐ 49K) - scikit-learn: machine learning in Python. BSD-3

GitHub (👨‍💻 2.4K · 🔀 22K · 📥 760 · 📦 300K · 📋 9.9K - 25% open · ⏱️ 13.01.2022):
```
 git clone https://github.com/scikit-learn/scikit-learn
```
PyPi (📥 23M / month · 📦 24K · ⏱️ 25.12.2021):
```
 pip install scikit-learn
```

Conda (📥 11M · ⏱️ 26.12.2021):

 conda install -c conda-forge scikit-learn

Keras (🥇44 · ⭐ 54K) - Deep Learning for humans. Apache-2

GitHub (👨‍💻 1K · 🔀 19K · 📋 11K - 2% open · ⏱️ 12.01.2022):
```
 git clone https://github.com/keras-team/keras
```
PyPi (📥 6.9M / month · 📦 210 · ⏱️ 21.12.2021):
```
 pip install keras
```
Conda (📥 2M · ⏱️ 25.11.2021):
```
 conda install -c conda-forge keras
```

XGBoost (🥇44 · ⭐ 22K) - Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT or.. Apache-2

GitHub (👨‍💻 540 · 🔀 8.2K · 📥 3.6K · 📦 26K · 📋 4.3K - 7% open · ⏱️ 13.01.2022):
```
 git clone https://github.com/dmlc/xgboost
```
PyPi (📥 8M / month · 📦 1.3K · ⏱️ 24.11.2021):
```
 pip install xgboost
```
Conda (📥 2.2M · ⏱️ 20.11.2021):
```
 conda install -c conda-forge xgboost
```

StatsModels (🥇44 · ⭐ 7K) - Statsmodels: statistical modeling and econometrics in Python. BSD-3

GitHub (👨‍💻 350 · 🔀 2.4K · 📥 26 · 📦 56K · 📋 4.7K - 47% open · ⏱️ 13.01.2022):
```
 git clone https://github.com/statsmodels/statsmodels
```
PyPi (📥 6.8M / month · 📦 4.4K · ⏱️ 15.12.2021):
```
 pip install statsmodels
```

Conda (📥 5.5M · ⏱️ 13.11.2021):

 conda install -c conda-forge statsmodels

PySpark (🥈42 · ⭐ 32K) - Apache Spark Python API. Apache-2

GitHub (👨‍💻 2.6K · 🔀 25K · ⏱️ 13.01.2022):
```
 git clone https://github.com/apache/spark
```
PyPi (📥 15M / month · 📦 750 · ⏱️ 18.10.2021):
```
 pip install pyspark
```
Conda (📥 1.4M · ⏱️ 18.10.2021):
```
 conda install -c conda-forge pyspark
```

pytorch-lightning (🥈42 · ⭐ 17K) - The lightweight PyTorch wrapper for high-performance.. Apache-2

GitHub (👨‍💻 600 · 🔀 2.1K · 📥 5K · 📦 6.4K · 📋 4.5K - 10% open · ⏱️ 13.01.2022):
```
 git clone https://github.com/PyTorchLightning/pytorch-lightning
```
PyPi (📥 850K / month · 📦 290 · ⏱️ 05.01.2022):
```
 pip install pytorch-lightning
```

Conda (📥 390K · ⏱️ 05.01.2022):

 conda install -c conda-forge pytorch-lightning

LightGBM (🥈42 · ⭐ 13K) - A fast, distributed, high performance gradient boosting (GBT, GBDT, GBRT,.. MIT

GitHub (👨‍💻 250 · 🔀 3.5K · 📥 130K · 📦 11K · 📋 2.5K - 6% open · ⏱️ 09.01.2022):
```
 git clone https://github.com/microsoft/LightGBM
```
PyPi (📥 10M / month · 📦 570 · ⏱️ 07.01.2022):
```
 pip install lightgbm
```
Conda (📥 850K · ⏱️ 08.01.2022):
```
 conda install -c conda-forge lightgbm
```

PaddlePaddle (🥈41 · ⭐ 17K) - PArallel Distributed Deep LEarning: Machine Learning.. Apache-2

GitHub (👨‍💻 690 · 🔀 4.2K · 📥 15K · 📦 88 · 📋 15K - 18% open · ⏱️ 13.01.2022):
```
 git clone https://github.com/PaddlePaddle/Paddle
```
PyPi (📥 97K / month · 📦 41 · ⏱️ 02.12.2021):
```
 pip install paddlepaddle
```

jax (🥈41 · ⭐ 16K) - Composable transformations of Python+NumPy programs: differentiate,.. Apache-2

GitHub (👨‍💻 350 · 🔀 1.4K · 📦 3.2K · 📋 2.9K - 31% open · ⏱️ 13.01.2022):
```
 git clone https://github.com/google/jax
```
PyPi (📥 300K / month · 📦 240 · ⏱️ 08.12.2021):
```
 pip install jax
```
Conda (📥 260K · ⏱️ 10.12.2021):
```
 conda install -c conda-forge jaxlib
```

MXNet (🥈40 · ⭐ 20K) - Lightweight, Portable, Flexible Distributed/Mobile Deep Learning.. Apache-2

GitHub (👨‍💻 970 · 🔀 6.9K · 📥 24K · 📋 9.6K - 20% open · ⏱️ 13.01.2022):
```
 git clone https://github.com/apache/incubator-mxnet
```
PyPi (📥 250K / month · 📦 280 · ⏱️ 18.12.2021):
```
 pip install mxnet
```
Conda (📥 6.9K · 📦 5 · ⏱️ 29.02.2020):
```
 conda install -c anaconda mxnet
```

Catboost (🥈40 · ⭐ 6.3K) - A fast, scalable, high performance Gradient Boosting on Decision.. Apache-2

GitHub (👨‍💻 940 · 🔀 950 · 📥 71K · 📋 1.7K - 20% open · ⏱️ 13.01.2022):
```
 git clone https://github.com/catboost/catboost
```
PyPi (📥 3.1M / month · 📦 190 · ⏱️ 04.11.2021):
```
 pip install catboost
```
Conda (📥 900K · ⏱️ 09.11.2021):
```
 conda install -c conda-forge catboost
```

Fastai (🥈37 · ⭐ 22K) - The fastai deep learning library. Apache-2

GitHub (👨‍💻 600 · 🔀 7.1K · 📋 1.5K - 6% open · ⏱️ 29.11.2021):
```
 git clone https://github.com/fastai/fastai
```
PyPi (📥 190K / month · 📦 290 · ⏱️ 23.10.2021):
```
 pip install fastai
```

Jina (🥈37 · ⭐ 13K) - Cloud-native neural search framework for kind of data. Apache-2

GitHub (👨‍💻 140 · 🔀 1.8K · 📦 210 · 📋 1.3K - 6% open · ⏱️ 13.01.2022):
```
 git clone https://github.com/jina-ai/jina
```
PyPi (📥 13K / month · ⏱️ 11.01.2022):
```
 pip install jina
```
Docker Hub (📥 1M · ⭐ 6 · ⏱️ 11.01.2022):
```
 docker pull jinaai/jina
```

Theano (🥈37 · ⭐ 9.5K) - Theano was a Python library that allows you to define, optimize, and.. BSD-3

GitHub (👨‍💻 380 · 🔀 2.5K · 📦 12K · 📋 2.8K - 24% open · ⏱️ 23.11.2021):
```
 git clone https://github.com/Theano/Theano
```
PyPi (📥 220K / month · 📦 2.8K · ⏱️ 27.07.2020):
```
 pip install theano
```
Conda (📥 1.8M · ⏱️ 10.11.2021):
```
 conda install -c conda-forge theano
```

Chainer (🥈36 · ⭐ 5.7K) - A flexible framework of neural networks for deep learning. MIT

GitHub (👨‍💻 320 · 🔀 1.4K · 📦 2.5K · 📋 2K - 0% open · ⏱️ 05.01.2022):
```
 git clone https://github.com/chainer/chainer
```
PyPi (📥 18K / month · 📦 400 · ⏱️ 05.01.2022):
```
 pip install chainer
```

Thinc (🥈36 · ⭐ 2.4K) - A refreshing functional take on deep learning, compatible with your favorite.. MIT

GitHub (👨‍💻 43 · 🔀 230 · 📦 18K · 📋 120 - 17% open · ⏱️ 21.12.2021):
```
 git clone https://github.com/explosion/thinc
```
PyPi (📥 3.7M / month · 📦 610 · ⏱️ 17.12.2021):
```
 pip install thinc
```
Conda (📥 1.8M · ⏱️ 08.12.2021):
```
 conda install -c conda-forge thinc
```

PyFlink (🥈34 · ⭐ 18K) - Apache Flink Python API. Apache-2

GitHub (👨‍💻 1.4K · 🔀 9.9K · ⏱️ 13.01.2022):
```
 git clone https://github.com/apache/flink
```
PyPi (📥 7.4K / month · 📦 9 · ⏱️ 16.12.2021):
```
 pip install apache-flink
```

Vowpal Wabbit (🥈33 · ⭐ 7.8K) - Vowpal Wabbit is a machine learning system which pushes the.. BSD-3

GitHub (👨‍💻 310 · 🔀 1.8K · 📋 1.2K - 15% open · ⏱️ 12.01.2022):
```
 git clone https://github.com/VowpalWabbit/vowpal_wabbit
```
PyPi (📥 48K / month · 📦 25 · ⏱️ 14.07.2021):
```
 pip install vowpalwabbit
```

Ignite (🥈33 · ⭐ 3.8K) - High-level library to help with training and evaluating neural.. BSD-3

GitHub (👨‍💻 160 · 🔀 510 · 📋 1K - 13% open · ⏱️ 10.01.2022):
```
 git clone https://github.com/pytorch/ignite
```
PyPi (📥 69K / month · 📦 76 · ⏱️ 13.01.2022):
```
 pip install pytorch-ignite
```
Conda (📥 77K · ⏱️ 19.10.2021):
```
 conda install -c pytorch ignite
```

Flax (🥈33 · ⭐ 2.5K) - Flax is a neural network library for JAX that is designed for.. Apache-2 jax

GitHub (👨‍💻 120 · 🔀 270 · 📥 31 · 📦 610 · 📋 450 - 36% open · ⏱️ 13.01.2022):
```
 git clone https://github.com/google/flax
```
PyPi (📥 160K / month · 📦 50 · ⏱️ 27.10.2021):
```
 pip install flax
```

tensorflow-upstream (🥈33 · ⭐ 580) - TensorFlow ROCm port. Apache-2

GitHub (👨‍💻 3.9K · 🔀 66 · 📥 17 · 📋 320 - 17% open · ⏱️ 13.01.2022):
```
 git clone https://github.com/ROCmSoftwarePlatform/tensorflow-upstream
```
PyPi (📥 1.6K / month · 📦 5 · ⏱️ 17.12.2021):
```
 pip install tensorflow-rocm
```

Turi Create (🥉32 · ⭐ 11K) - Turi Create simplifies the development of custom machine learning.. BSD-3

GitHub (👨‍💻 83 · 🔀 1.1K · 📥 5K · 📦 280 · 📋 1.8K - 27% open · ⏱️ 29.11.2021):
```
 git clone https://github.com/apple/turicreate
```
PyPi (📥 22K / month · 📦 19 · ⏱️ 30.09.2020):
```
 pip install turicreate
```

tensorpack (🥉32 · ⭐ 6.1K) - A Neural Net Training Interface on TensorFlow, with focus.. Apache-2

GitHub (👨‍💻 58 · 🔀 1.8K · 📥 130 · 📦 920 · 📋 1.3K - 0% open · ⏱️ 27.11.2021):
```
 git clone https://github.com/tensorpack/tensorpack
```
PyPi (📥 21K / month · 📦 46 · ⏱️ 22.01.2021):
```
 pip install tensorpack
```

mlpack (🥉32 · ⭐ 3.9K) - mlpack: a scalable C++ machine learning library --. BSD-3

GitHub (👨‍💻 280 · 🔀 1.4K · 📋 1.4K - 7% open · ⏱️ 12.01.2022):
```
 git clone https://github.com/mlpack/mlpack
```
PyPi (📥 210 / month · 📦 1 · ⏱️ 28.10.2020):
```
 pip install mlpack
```
Conda (📥 97K · ⏱️ 09.11.2021):
```
 conda install -c conda-forge mlpack
```

Sonnet (🥉31 · ⭐ 9.2K) - TensorFlow-based neural network library. Apache-2

GitHub (👨‍💻 53 · 🔀 1.3K · 📦 750 · 📋 170 - 13% open · ⏱️ 15.12.2021):
```
 git clone https://github.com/deepmind/sonnet
```
PyPi (📥 120K / month · 📦 52 · ⏱️ 27.03.2020):
```
 pip install dm-sonnet
```
Conda (📥 13K · ⏱️ 14.11.2020):
```
 conda install -c conda-forge sonnet
```

dyNET (🥉31 · ⭐ 3.3K · 💤) - DyNet: The Dynamic Neural Network Toolkit. Apache-2

GitHub (👨‍💻 160 · 🔀 700 · 📥 4.4K · 📦 200 · 📋 920 - 28% open · ⏱️ 27.01.2021):
```
 git clone https://github.com/clab/dynet
```
PyPi (📥 15K / month · 📦 28 · ⏱️ 21.10.2020):
```
 pip install dyNET
```

einops (🥉30 · ⭐ 4.1K) - Deep learning operations reinvented (for pytorch, tensorflow, jax and.. MIT

GitHub (👨‍💻 14 · 🔀 160 · 📦 1.8K · 📋 91 - 32% open · ⏱️ 10.01.2022):
```
 git clone https://github.com/arogozhnikov/einops
```
PyPi (📥 580K / month · 📦 160 · ⏱️ 31.08.2021):
```
 pip install einops
```
Conda (📥 9.7K · ⏱️ 31.08.2021):
```
 conda install -c conda-forge einops
```

Neural Network Libraries (🥉30 · ⭐ 2.5K) - Neural Network Libraries. Apache-2

GitHub (👨‍💻 64 · 🔀 310 · 📥 530 · 📋 76 - 42% open · ⏱️ 11.01.2022):
```
 git clone https://github.com/sony/nnabla
```
PyPi (📥 3.9K / month · 📦 51 · ⏱️ 23.12.2021):
```
 pip install nnabla
```

ktrain (🥉30 · ⭐ 940) - ktrain is a Python library that makes deep learning and AI more.. Apache-2

GitHub (👨‍💻 12 · 🔀 220 · 📦 250 · 📋 380 - 1% open · ⏱️ 23.11.2021):
```
 git clone https://github.com/amaiya/ktrain
```
PyPi (📥 31K / month · 📦 2 · ⏱️ 05.11.2021):
```
 pip install ktrain
```

Ludwig (🥉29 · ⭐ 8K) - Data-centric declarative deep learning framework. Apache-2

GitHub (👨‍💻 110 · 🔀 950 · 📦 99 · 📋 640 - 24% open · ⏱️ 12.01.2022):
```
 git clone https://github.com/ludwig-ai/ludwig
```
PyPi (📥 2.9K / month · 📦 8 · ⏱️ 15.06.2021):
```
 pip install ludwig
```

skorch (🥉29 · ⭐ 4.3K) - A scikit-learn compatible neural network library that wraps.. BSD-3

GitHub (👨‍💻 47 · 🔀 300 · 📦 420 · 📋 420 - 12% open · ⏱️ 30.12.2021):
```
 git clone https://github.com/skorch-dev/skorch
```
PyPi (📥 23K / month · 📦 33 · ⏱️ 31.10.2021):
```
 pip install skorch
```
Conda (📥 500K · ⏱️ 30.11.2021):
```
 conda install -c conda-forge skorch
```

mace (🥉25 · ⭐ 4.6K) - MACE is a deep learning inference framework optimized for mobile.. Apache-2

GitHub (👨‍💻 63 · 🔀 780 · 📥 1.4K · 📋 650 - 6% open · ⏱️ 13.01.2022):
```
 git clone https://github.com/XiaoMi/mace
```

Neural Tangents (🥉25 · ⭐ 1.7K) - Fast and Easy Infinite Neural Networks in Python. Apache-2

GitHub (👨‍💻 21 · 🔀 190 · 📥 190 · 📦 27 · 📋 100 - 30% open · ⏱️ 14.12.2021):
```
 git clone https://github.com/google/neural-tangents
```
PyPi (📥 430 / month · 📦 1 · ⏱️ 17.11.2021):
```
 pip install neural-tangents
```

Haiku (🥉25 · ⭐ 1.7K) - JAX-based neural network library. Apache-2

GitHub (👨‍💻 56 · 🔀 120 · 📦 290 · 📋 130 - 25% open · ⏱️ 12.01.2022):
```
 git clone https://github.com/deepmind/dm-haiku
```

fklearn (🥉25 · ⭐ 1.4K) - fklearn: Functional Machine Learning. Apache-2

GitHub (👨‍💻 41 · 🔀 150 · 📦 11 · 📋 41 - 48% open · ⏱️ 30.12.2021):
```
 git clone https://github.com/nubank/fklearn
```
PyPi (📥 3K / month · ⏱️ 30.12.2021):
```
 pip install fklearn
```

Objax (🥉22 · ⭐ 670 · 📈) - Objax is a machine learning framework that provides an Object.. Apache-2 jax

GitHub (👨‍💻 22 · 🔀 59 · 📦 17 · 📋 100 - 44% open · ⏱️ 12.01.2022):
```
 git clone https://github.com/google/objax
```
PyPi (📥 260 / month · 📦 2 · ⏱️ 10.01.2022):
```
 pip install objax
```

ThunderSVM (🥉21 · ⭐ 1.4K · 💤) - ThunderSVM: A Fast SVM Library on GPUs and CPUs. Apache-2

GitHub (👨‍💻 33 · 🔀 180 · 📥 2.3K · 📋 200 - 28% open · ⏱️ 10.02.2021):
```
 git clone https://github.com/Xtra-Computing/thundersvm
```
PyPi (📥 540 / month · ⏱️ 13.03.2020):
```
 pip install thundersvm
```

Torchbearer (🥉21 · ⭐ 620 · 💤) - torchbearer: A model fitting library for PyTorch. MIT

GitHub (👨‍💻 13 · 🔀 68 · 📦 56 · 📋 240 - 3% open · ⏱️ 26.03.2021):
```
 git clone https://github.com/pytorchbearer/torchbearer
```
PyPi (📥 660 / month · 📦 4 · ⏱️ 31.01.2020):
```
 pip install torchbearer
```

elegy (🥉19 · ⭐ 310) - A High Level API for Deep Learning in JAX. MIT jax

GitHub (👨‍💻 14 · 🔀 21 · 📋 85 - 25% open · ⏱️ 14.12.2021):
```
 git clone https://github.com/poets-ai/elegy
```
PyPi (📥 380 / month · ⏱️ 14.12.2021):
```
 pip install elegy
```

NeoML (🥉18 · ⭐ 660) - Machine learning framework for both deep learning and traditional.. Apache-2

GitHub (👨‍💻 28 · 🔀 100 · 📋 70 - 40% open · ⏱️ 12.01.2022):
```
 git clone https://github.com/neoml-lib/neoml
```

ThunderGBM (🥉17 · ⭐ 620 · 💤) - ThunderGBM: Fast GBDTs and Random Forests on GPUs. Apache-2

GitHub (👨‍💻 10 · 🔀 81 · 📋 68 - 47% open · ⏱️ 05.01.2021):
```
 git clone https://github.com/Xtra-Computing/thundergbm
```
PyPi (📥 110 / month · ⏱️ 01.05.2020):
```
 pip install thundergbm
```

Show 12 hidden projects...

dlib (🥈38 · ⭐ 11K) - A toolkit for making real world machine learning and data analysis.. ❗️BSL-1.0
TFlearn (🥉32 · ⭐ 9.6K · 💀) - Deep learning library featuring a higher-level API for TensorFlow. MIT
CNTK (🥉31 · ⭐ 17K · 💀) - Microsoft Cognitive Toolkit (CNTK), an open source deep-learning toolkit. MIT
MindsDB (🥉29 · ⭐ 4.3K) - Predictive AI layer for existing databases. ❗️GPL-3.0
Lasagne (🥉29 · ⭐ 3.8K · 💀) - Lightweight library to build and train neural networks in Theano. MIT
NuPIC (🥉28 · ⭐ 6.3K · 💀) - Numenta Platform for Intelligent Computing is an implementation.. ❗️AGPL-3.0
SHOGUN (🥉26 · ⭐ 2.9K · 💀) - Unified and efficient Machine Learning. BSD-3
xLearn (🥉25 · ⭐ 3K · 💀) - High performance, easy-to-use, and scalable machine learning (ML).. Apache-2
NeuPy (🥉25 · ⭐ 700 · 💀) - NeuPy is a Tensorflow based python library for prototyping and building.. MIT
neon (🥉22 · ⭐ 3.9K · 💀) - Intel Nervana reference deep learning framework committed to best.. Apache-2
chefboost (🥉20 · ⭐ 300) - A Lightweight Decision Tree Framework supporting regular algorithms:.. MIT
StarSpace (🥉16 · ⭐ 3.7K · 💀) - Learning embeddings for classification, retrieval and ranking. MIT

Data Visualization

General-purpose and task-specific data visualization libraries.

Matplotlib (🥇49 · ⭐ 15K) - matplotlib: plotting with Python. Python-2.0

GitHub (👨‍💻 1.3K · 🔀 6.2K · 📦 490K · 📋 8.5K - 20% open · ⏱️ 13.01.2022):
```
 git clone https://github.com/matplotlib/matplotlib
```
PyPi (📥 24M / month · 📦 52K · ⏱️ 11.12.2021):
```
 pip install matplotlib
```

Conda (📥 11M · ⏱️ 13.12.2021):

 conda install -c conda-forge matplotlib

Bokeh (🥇43 · ⭐ 16K) - Interactive Data Visualization in the browser, from Python. BSD-3

GitHub (👨‍💻 590 · 🔀 3.9K · 📦 43K · 📋 6.8K - 10% open · ⏱️ 12.01.2022):
```
 git clone https://github.com/bokeh/bokeh
```
PyPi (📥 1.9M / month · 📦 3.5K · ⏱️ 06.01.2022):
```
 pip install bokeh
```
Conda (📥 6.3M · ⏱️ 22.11.2021):
```
 conda install -c conda-forge bokeh
```

Seaborn (🥇42 · ⭐ 9.1K) - Statistical data visualization in Python. BSD-3

GitHub (👨‍💻 160 · 🔀 1.5K · 📥 210 · 📦 130K · 📋 2K - 4% open · ⏱️ 02.01.2022):
```
 git clone https://github.com/mwaskom/seaborn
```
PyPi (📥 5.2M / month · 📦 8.8K · ⏱️ 16.08.2021):
```
 pip install seaborn
```
Conda (📥 3.2M · ⏱️ 16.08.2021):
```
 conda install -c conda-forge seaborn
```

Plotly (🥇41 · ⭐ 11K) - The interactive graphing library for Python (includes Plotly Express). MIT

GitHub (👨‍💻 190 · 🔀 2.1K · 📦 9 · 📋 2.2K - 47% open · ⏱️ 21.12.2021):
```
 git clone https://github.com/plotly/plotly.py
```
PyPi (📥 6.3M / month · 📦 3.8K · ⏱️ 21.12.2021):
```
 pip install plotly
```
Conda (📥 2.2M · ⏱️ 21.12.2021):
```
 conda install -c conda-forge plotly
```
npm (📥 44K / month · 📦 4 · ⏱️ 12.01.2021):
```
 npm install plotlywidget
```

Altair (🥇39 · ⭐ 7.2K) - Declarative statistical visualization library for Python. BSD-3

GitHub (👨‍💻 130 · 🔀 630 · 📦 21K · 📋 1.6K - 15% open · ⏱️ 29.12.2021):
```
 git clone https://github.com/altair-viz/altair
```
PyPi (📥 3.7M / month · 📦 340 · ⏱️ 29.12.2021):
```
 pip install altair
```
Conda (📥 1.1M · ⏱️ 29.12.2021):
```
 conda install -c conda-forge altair
```

dash (🥈38 · ⭐ 16K) - Analytical Web Apps for Python, R, Julia, and Jupyter. No JavaScript Required. MIT

GitHub (👨‍💻 100 · 🔀 1.6K · 📦 170 · 📋 1.2K - 47% open · ⏱️ 12.01.2022):
```
 git clone https://github.com/plotly/dash
```
PyPi (📥 1.1M / month · 📦 1.1K · ⏱️ 04.09.2021):
```
 pip install dash
```
Conda (📥 340K · ⏱️ 21.09.2021):
```
 conda install -c conda-forge dash
```

Graphviz (🥈37 · ⭐ 1.1K) - Simple Python interface for Graphviz. MIT

GitHub (👨‍💻 17 · 🔀 170 · 📦 27K · 📋 120 - 3% open · ⏱️ 01.01.2022):
```
 git clone https://github.com/xflr6/graphviz
```
PyPi (📥 7.8M / month · 📦 2.9K · ⏱️ 12.12.2021):
```
 pip install graphviz
```

pyecharts (🥈36 · ⭐ 12K) - Python Echarts Plotting Library. MIT

GitHub (👨‍💻 30 · 🔀 2.6K · 📦 2K · 📋 1.5K - 1% open · ⏱️ 16.11.2021):
```
 git clone https://github.com/pyecharts/pyecharts
```
PyPi (📥 66K / month · 📦 210 · ⏱️ 16.11.2021):
```
 pip install pyecharts
```

pandas-profiling (🥈36 · ⭐ 8.4K) - Create HTML profiling reports from pandas DataFrame.. MIT

GitHub (👨‍💻 83 · 🔀 1.2K · 📦 6.4K · 📋 530 - 18% open · ⏱️ 08.01.2022):
```
 git clone https://github.com/pandas-profiling/pandas-profiling
```
PyPi (📥 960K / month · 📦 140 · ⏱️ 27.09.2021):
```
 pip install pandas-profiling
```

Conda (📥 180K · ⏱️ 28.09.2021):

 conda install -c conda-forge pandas-profiling

UMAP (🥈36 · ⭐ 5.3K) - Uniform Manifold Approximation and Projection. BSD-3

GitHub (👨‍💻 97 · 🔀 600 · 📦 4.4K · 📋 590 - 51% open · ⏱️ 04.01.2022):
```
 git clone https://github.com/lmcinnes/umap
```
PyPi (📥 1.4M / month · 📦 290 · ⏱️ 29.10.2021):
```
 pip install umap-learn
```

PyQtGraph (🥈34 · ⭐ 2.7K) - Fast data visualization and GUI tools for scientific / engineering.. MIT

GitHub (👨‍💻 220 · 🔀 900 · 📋 990 - 31% open · ⏱️ 12.01.2022):
```
 git clone https://github.com/pyqtgraph/pyqtgraph
```
PyPi (📥 56K / month · 📦 760 · ⏱️ 11.10.2021):
```
 pip install pyqtgraph
```

Conda (📥 210K · ⏱️ 11.10.2021):

 conda install -c conda-forge pyqtgraph

HoloViews (🥈34 · ⭐ 2.1K) - With Holoviews, your data visualizes itself. BSD-3

GitHub (👨‍💻 120 · 🔀 340 · 📋 2.7K - 29% open · ⏱️ 18.12.2021):
```
 git clone https://github.com/holoviz/holoviews
```
PyPi (📥 220K / month · 📦 190 · ⏱️ 16.12.2021):
```
 pip install holoviews
```

Conda (📥 630K · ⏱️ 13.01.2022):

 conda install -c conda-forge holoviews

npm (📥 1.7K / month · ⏱️ 24.05.2020):
```
 npm install @pyviz/jupyterlab_pyviz
```

wordcloud (🥈33 · ⭐ 8.6K) - A little word cloud generator in Python. MIT

GitHub (👨‍💻 64 · 🔀 2.1K · 📋 470 - 23% open · ⏱️ 13.11.2021):
```
 git clone https://github.com/amueller/word_cloud
```
PyPi (📥 500K / month · 📦 710 · ⏱️ 11.11.2020):
```
 pip install wordcloud
```

Conda (📥 250K · ⏱️ 15.11.2021):

 conda install -c conda-forge wordcloud

Perspective (🥈32 · ⭐ 4.1K) - A data visualization and analytics component, especially.. Apache-2

GitHub (👨‍💻 65 · 🔀 430 · 📦 220 · 📋 490 - 14% open · ⏱️ 06.01.2022):
```
 git clone https://github.com/finos/perspective
```
PyPi (📥 3K / month · 📦 9 · ⏱️ 06.01.2022):
```
 pip install perspective-python
```

npm (📥 1.7K / month · ⏱️ 05.01.2022):

 npm install @finos/perspective-jupyterlab

VisPy (🥈32 · ⭐ 2.8K) - High-performance interactive 2D/3D data visualization library. BSD-3

GitHub (👨‍💻 170 · 🔀 580 · 📦 660 · 📋 1.3K - 22% open · ⏱️ 10.12.2021):
```
 git clone https://github.com/vispy/vispy
```
PyPi (📥 35K / month · 📦 93 · ⏱️ 24.11.2021):
```
 pip install vispy
```
Conda (📥 200K · ⏱️ 24.11.2021):
```
 conda install -c conda-forge vispy
```
npm (📥 13 / month · ⏱️ 15.03.2020):
```
 npm install vispy
```

bqplot (🥈31 · ⭐ 3.2K) - Plotting library for IPython/Jupyter notebooks. Apache-2

GitHub (👨‍💻 55 · 🔀 460 · 📦 29 · 📋 580 - 38% open · ⏱️ 07.01.2022):
```
 git clone https://github.com/bqplot/bqplot
```
PyPi (📥 47K / month · 📦 90 · ⏱️ 07.01.2022):
```
 pip install bqplot
```
Conda (📥 910K · ⏱️ 07.01.2022):
```
 conda install -c conda-forge bqplot
```
npm (📥 17K / month · 📦 10 · ⏱️ 07.01.2022):
```
 npm install bqplot
```

PyVista (🥈31 · ⭐ 1.1K) - 3D plotting and mesh analysis through a streamlined interface for.. MIT

GitHub (👨‍💻 68 · 🔀 210 · 📥 390 · 📦 560 · 📋 660 - 26% open · ⏱️ 11.01.2022):
```
 git clone https://github.com/pyvista/pyvista
```
PyPi (📥 32K / month · 📦 85 · ⏱️ 11.01.2022):
```
 pip install pyvista
```
Conda (📥 140K · ⏱️ 11.01.2022):
```
 conda install -c conda-forge pyvista
```

FiftyOne (🥈31 · ⭐ 930) - Visualize, create, and debug image and video datasets.. Apache-2

GitHub (👨‍💻 22 · 🔀 110 · 📦 71 · 📋 650 - 30% open · ⏱️ 13.01.2022):
```
 git clone https://github.com/voxel51/fiftyone
```
PyPi (📥 18K / month · 📦 1 · ⏱️ 13.01.2022):
```
 pip install fiftyone
```

datashader (🥉30 · ⭐ 2.7K) - Quickly and accurately render even the largest data. BSD-3

GitHub (👨‍💻 45 · 🔀 330 · 📦 930 · 📋 480 - 26% open · ⏱️ 25.12.2021):
```
 git clone https://github.com/holoviz/datashader
```
PyPi (📥 46K / month · 📦 74 · ⏱️ 09.06.2021):
```
 pip install datashader
```

Conda (📥 250K · ⏱️ 10.06.2021):

 conda install -c conda-forge datashader

Cufflinks (🥉30 · ⭐ 2.5K · 💤) - Productivity Tools for Plotly + Pandas. MIT

GitHub (👨‍💻 38 · 🔀 580 · 📦 5K · 📋 220 - 42% open · ⏱️ 25.02.2021):
```
 git clone https://github.com/santosjorge/cufflinks
```
PyPi (📥 230K / month · 📦 160 · ⏱️ 15.12.2021):
```
 pip install cufflinks
```

data-validation (🥉30 · ⭐ 600) - Library for exploring and validating machine learning.. Apache-2

GitHub (👨‍💻 23 · 🔀 110 · 📥 290 · 📦 370 · 📋 150 - 25% open · ⏱️ 07.01.2022):
```
 git clone https://github.com/tensorflow/data-validation
```
PyPi (📥 6.7M / month · 📦 24 · ⏱️ 01.12.2021):
```
 pip install tensorflow-data-validation
```

missingno (🥉29 · ⭐ 3K) - Missing data visualization module for Python. MIT

GitHub (👨‍💻 17 · 🔀 380 · 📦 5.9K · 📋 110 - 9% open · ⏱️ 04.07.2021):
```
 git clone https://github.com/ResidentMario/missingno
```
PyPi (📥 650K / month · 📦 110 · ⏱️ 04.07.2021):
```
 pip install missingno
```

Conda (📥 140K · ⏱️ 15.02.2020):

 conda install -c conda-forge missingno

Facets Overview (🥉28 · ⭐ 6.8K · 💤) - Visualizations for machine learning datasets. Apache-2

GitHub (👨‍💻 28 · 🔀 830 · 📦 95 · 📋 150 - 50% open · ⏱️ 06.05.2021):
```
 git clone https://github.com/pair-code/facets
```
PyPi (📥 100K / month · 📦 4 · ⏱️ 24.07.2019):
```
 pip install facets-overview
```

D-Tale (🥉28 · ⭐ 2.9K) - Visualizer for pandas data structures. ❗️LGPL-2.1

GitHub (👨‍💻 19 · 🔀 220 · 📦 280 · 📋 440 - 9% open · ⏱️ 13.01.2022):
```
 git clone https://github.com/man-group/dtale
```
PyPi (📥 47K / month · 📦 11 · ⏱️ 18.11.2021):
```
 pip install dtale
```
Conda (📥 100K · ⏱️ 18.11.2021):
```
 conda install -c conda-forge dtale
```

hvPlot (🥉27 · ⭐ 500) - A high-level plotting API for pandas, dask, xarray, and networkx built on.. BSD-3

GitHub (👨‍💻 33 · 🔀 62 · 📦 970 · 📋 400 - 35% open · ⏱️ 16.12.2021):
```
 git clone https://github.com/holoviz/hvplot
```
PyPi (📥 87K / month · 📦 55 · ⏱️ 09.12.2021):
```
 pip install hvplot
```
Conda (📥 140K · ⏱️ 23.07.2021):
```
 conda install -c conda-forge hvplot
```

openTSNE (🥉26 · ⭐ 940) - Extensible, parallel implementations of t-SNE. BSD-3

GitHub (👨‍💻 10 · 🔀 99 · 📦 270 · 📋 99 - 4% open · ⏱️ 25.10.2021):
```
 git clone https://github.com/pavlin-policar/openTSNE
```
PyPi (📥 15K / month · 📦 8 · ⏱️ 25.10.2021):
```
 pip install opentsne
```
Conda (📥 130K · ⏱️ 13.11.2021):
```
 conda install -c conda-forge opentsne
```

pythreejs (🥉26 · ⭐ 780) - A Jupyter - Three.js bridge. BSD-3

GitHub (👨‍💻 29 · 🔀 160 · 📦 19 · 📋 210 - 31% open · ⏱️ 06.12.2021):
```
 git clone https://github.com/jupyter-widgets/pythreejs
```
PyPi (📥 28K / month · 📦 34 · ⏱️ 26.02.2021):
```
 pip install pythreejs
```

Conda (📥 360K · ⏱️ 02.03.2021):

 conda install -c conda-forge pythreejs

npm (📥 4.5K / month · 📦 7 · ⏱️ 26.02.2021):
```
 npm install jupyter-threejs
```

lets-plot (🥉26 · ⭐ 710) - An open-source plotting library for statistical data. MIT

GitHub (👨‍💻 16 · 🔀 32 · 📥 170 · 📦 12 · 📋 230 - 32% open · ⏱️ 12.01.2022):
```
 git clone https://github.com/JetBrains/lets-plot
```
PyPi (📥 1.5K / month · 📦 1 · ⏱️ 10.12.2021):
```
 pip install lets-plot
```

HyperTools (🥉25 · ⭐ 1.7K) - A Python toolbox for gaining geometric insights into high-dimensional.. MIT

GitHub (👨‍💻 21 · 🔀 160 · 📥 8 · 📦 160 · 📋 190 - 35% open · ⏱️ 19.07.2021):
```
 git clone https://github.com/ContextLab/hypertools
```
PyPi (📥 1.3K / month · 📦 9 · ⏱️ 15.06.2021):
```
 pip install hypertools
```

Chartify (🥉24 · ⭐ 3.1K · 💤) - Python library that makes it easy for data scientists to create.. Apache-2

GitHub (👨‍💻 21 · 🔀 270 · 📦 61 · 📋 72 - 56% open · ⏱️ 05.02.2021):
```
 git clone https://github.com/spotify/chartify
```
PyPi (📥 1.3K / month · 📦 5 · ⏱️ 02.11.2020):
```
 pip install chartify
```
Conda (📥 18K · ⏱️ 07.11.2020):
```
 conda install -c conda-forge chartify
```

HiPlot (🥉24 · ⭐ 2.2K) - HiPlot makes understanding high dimensional data easy. MIT

GitHub (👨‍💻 7 · 🔀 110 · 📦 3 · 📋 71 - 14% open · ⏱️ 05.11.2021):
```
 git clone https://github.com/facebookresearch/hiplot
```
PyPi (📥 9.3K / month · 📦 9 · ⏱️ 05.11.2021):
```
 pip install hiplot
```
Conda (📥 75K · ⏱️ 05.11.2021):
```
 conda install -c conda-forge hiplot
```

AutoViz (🥉24 · ⭐ 600) - Automatically Visualize any dataset, any size with a single line of.. Apache-2

GitHub (👨‍💻 11 · 🔀 91 · 📦 130 · 📋 46 - 13% open · ⏱️ 25.12.2021):
```
 git clone https://github.com/AutoViML/AutoViz
```
PyPi (📥 22K / month · 📦 3 · ⏱️ 25.12.2021):
```
 pip install autoviz
```

vega (🥉24 · ⭐ 320) - IPython/Jupyter notebook module for Vega and Vega-Lite. BSD-3

GitHub (👨‍💻 10 · 🔀 55 · 📋 95 - 14% open · ⏱️ 02.01.2022):
```
 git clone https://github.com/vega/ipyvega
```
PyPi (📥 13K / month · 📦 82 · ⏱️ 03.06.2021):
```
 pip install vega
```
Conda (📥 470K · ⏱️ 18.11.2021):
```
 conda install -c conda-forge vega
```

Pandas-Bokeh (🥉23 · ⭐ 740) - Bokeh Plotting Backend for Pandas and GeoPandas. MIT

GitHub (👨‍💻 13 · 🔀 94 · 📦 270 · 📋 95 - 30% open · ⏱️ 11.01.2022):
```
 git clone https://github.com/PatrikHlobil/Pandas-Bokeh
```
PyPi (📥 10K / month · 📦 11 · ⏱️ 11.04.2021):
```
 pip install pandas-bokeh
```

joypy (🥉23 · ⭐ 390) - Joyplots in Python with matplotlib & pandas. MIT

GitHub (👨‍💻 6 · 🔀 44 · 📦 110 · 📋 48 - 22% open · ⏱️ 19.12.2021):
```
 git clone https://github.com/leotac/joypy
```
PyPi (📥 20K / month · 📦 5 · ⏱️ 19.12.2021):
```
 pip install joypy
```
Conda (📥 12K · ⏱️ 28.12.2020):
```
 conda install -c conda-forge joypy
```

PDPbox (🥉22 · ⭐ 650 · 💤) - python partial dependence plot toolbox. MIT

GitHub (👨‍💻 7 · 🔀 100 · 📦 470 · 📋 58 - 34% open · ⏱️ 14.03.2021):
```
 git clone https://github.com/SauceCat/PDPbox
```
PyPi (📥 52K / month · 📦 25 · ⏱️ 14.03.2021):
```
 pip install pdpbox
```
Conda (📥 10K · ⏱️ 14.03.2021):
```
 conda install -c conda-forge pdpbox
```

python-ternary (🥉22 · ⭐ 510) - Ternary plotting library for python with matplotlib. MIT

GitHub (👨‍💻 27 · 🔀 130 · 📥 17 · 📦 81 · 📋 120 - 21% open · ⏱️ 21.10.2021):
```
 git clone https://github.com/marcharper/python-ternary
```
PyPi (📥 15K / month · 📦 21 · ⏱️ 17.02.2021):
```
 pip install python-ternary
```

Conda (📥 61K · ⏱️ 17.02.2021):

 conda install -c conda-forge python-ternary

Sweetviz (🥉21 · ⭐ 1.9K) - Visualize and compare datasets, target values and associations, with one.. MIT

GitHub (👨‍💻 6 · 🔀 190 · 📋 97 - 27% open · ⏱️ 08.07.2021):
```
 git clone https://github.com/fbdesignpro/sweetviz
```
PyPi (📥 52K / month · 📦 5 · ⏱️ 08.07.2021):
```
 pip install sweetviz
```

PyWaffle (🥉21 · ⭐ 460) - Make Waffle Charts in Python. MIT

GitHub (👨‍💻 6 · 🔀 80 · 📦 110 · 📋 15 - 20% open · ⏱️ 21.12.2021):
```
 git clone https://github.com/gyli/PyWaffle
```
PyPi (📥 2.4K / month · 📦 1 · ⏱️ 21.12.2021):
```
 pip install pywaffle
```

Show 11 hidden projects...

plotnine (🥈31 · ⭐ 2.9K) - A grammar of graphics for Python. ❗️GPL-2.0
cartopy (🥈31 · ⭐ 980) - Cartopy - a cartographic python library with matplotlib support. ❗️LGPL-3.0
PandasGUI (🥉25 · ⭐ 2.5K) - A GUI for Pandas DataFrames. ❗️MIT-0
Multicore-TSNE (🥉24 · ⭐ 1.7K · 💀) - Parallel t-SNE implementation with Python and Torch.. BSD-3
pivottablejs (🥉22 · ⭐ 450 · 💀) - Dragndrop Pivot Tables and Charts for Jupyter/IPython.. MIT
ivis (🥉19 · ⭐ 250) - Dimensionality reduction in very large datasets using Siamese.. Apache-2
animatplot (🥉17 · ⭐ 390 · 💀) - A python package for animating plots build on matplotlib. MIT
nx-altair (🥉17 · ⭐ 190 · 💀) - Draw interactive NetworkX graphs with Altair. MIT
pdvega (🥉16 · ⭐ 340 · 💀) - Interactive plotting for Pandas using Vega-Lite. MIT
data-describe (🥉16 · ⭐ 290) - datadescribe: Pythonic EDA Accelerator for Data Science. Apache-2
nptsne (🥉15 · ⭐ 27 · 💤) - nptsne is a numpy compatible python binary package that offers a.. Apache-2

Text Data & NLP

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

transformers (🥇47 · ⭐ 57K) - Transformers: State-of-the-art Machine Learning for.. Apache-2

GitHub (👨‍💻 1.1K · 🔀 13K · 📥 1.4K · 📦 21K · 📋 8.6K - 4% open · ⏱️ 13.01.2022):
```
 git clone https://github.com/huggingface/transformers
```
PyPi (📥 2.8M / month · 📦 720 · ⏱️ 22.12.2021):
```
 pip install transformers
```

Conda (📥 90K · ⏱️ 23.12.2021):

 conda install -c conda-forge transformers

nltk (🥇45 · ⭐ 10K) - Suite of libraries and programs for symbolic and statistical natural.. Apache-2

GitHub (👨‍💻 410 · 🔀 2.5K · 📦 130K · 📋 1.6K - 13% open · ⏱️ 11.01.2022):
```
 git clone https://github.com/nltk/nltk
```
PyPi (📥 9.3M / month · 📦 12K · ⏱️ 28.12.2021):
```
 pip install nltk
```
Conda (📥 1.1M · ⏱️ 29.12.2021):
```
 conda install -c conda-forge nltk
```

spaCy (🥇44 · ⭐ 22K) - Industrial-strength Natural Language Processing (NLP) in Python. MIT

GitHub (👨‍💻 640 · 🔀 3.7K · 📥 3.1K · 📦 34K · 📋 5K - 2% open · ⏱️ 13.01.2022):
```
 git clone https://github.com/explosion/spaCy
```
PyPi (📥 4M / month · 📦 2.2K · ⏱️ 15.12.2021):
```
 pip install spacy
```
Conda (📥 2.5M · ⏱️ 14.12.2021):
```
 conda install -c conda-forge spacy
```

gensim (🥇41 · ⭐ 13K) - Topic Modelling for Humans. ❗️LGPL-2.1

GitHub (👨‍💻 420 · 🔀 4.1K · 📥 3.5K · 📦 30K · 📋 1.7K - 21% open · ⏱️ 24.12.2021):
```
 git clone https://github.com/RaRe-Technologies/gensim
```
PyPi (📥 10M / month · 📦 2.8K · ⏱️ 17.09.2021):
```
 pip install gensim
```
Conda (📥 760K · ⏱️ 09.11.2021):
```
 conda install -c conda-forge gensim
```

Rasa (🥇39 · ⭐ 13K · 📉) - Open source machine learning framework to automate text- and.. Apache-2

GitHub (👨‍💻 520 · 🔀 3.9K · 📋 6.5K - 15% open · ⏱️ 12.01.2022):
```
 git clone https://github.com/RasaHQ/rasa
```
PyPi (📥 210K / month · 📦 56 · ⏱️ 23.12.2021):
```
 pip install rasa
```

flair (🥇38 · ⭐ 11K) - A very simple framework for state-of-the-art Natural Language Processing.. MIT

GitHub (👨‍💻 220 · 🔀 1.8K · 📦 1.1K · 📋 1.7K - 5% open · ⏱️ 05.01.2022):
```
 git clone https://github.com/flairNLP/flair
```
PyPi (📥 58K / month · 📦 66 · ⏱️ 18.11.2021):
```
 pip install flair
```

AllenNLP (🥇37 · ⭐ 11K) - An open-source NLP research library, built on PyTorch. Apache-2

GitHub (👨‍💻 260 · 🔀 2.2K · 📥 43 · 📦 2.2K · 📋 2.5K - 4% open · ⏱️ 13.01.2022):
```
 git clone https://github.com/allenai/allennlp
```
PyPi (📥 30K / month · 📦 180 · ⏱️ 13.01.2022):
```
 pip install allennlp
```

fairseq (🥇36 · ⭐ 15K) - Facebook AI Research Sequence-to-Sequence Toolkit written in Python. MIT

GitHub (👨‍💻 370 · 🔀 3.8K · 📥 160 · 📦 630 · 📋 3.1K - 35% open · ⏱️ 13.01.2022):
```
 git clone https://github.com/pytorch/fairseq
```
PyPi (📥 27K / month · 📦 28 · ⏱️ 05.01.2021):
```
 pip install fairseq
```

ChatterBot (🥇35 · ⭐ 12K · 💤) - ChatterBot is a machine learning, conversational dialog engine.. BSD-3

GitHub (👨‍💻 100 · 🔀 3.9K · 📦 4.1K · 📋 1.5K - 19% open · ⏱️ 01.06.2021):
```
 git clone https://github.com/gunthercox/ChatterBot
```
PyPi (📥 28K / month · 📦 350 · ⏱️ 22.08.2020):
```
 pip install chatterbot
```

ParlAI (🥇35 · ⭐ 8.6K) - A framework for training and evaluating AI models on a variety of.. MIT

GitHub (👨‍💻 170 · 🔀 1.7K · 📦 57 · 📋 1.2K - 7% open · ⏱️ 12.01.2022):
```
 git clone https://github.com/facebookresearch/ParlAI
```
PyPi (📥 2.4K / month · 📦 3 · ⏱️ 12.10.2021):
```
 pip install parlai
```

TextBlob (🥈34 · ⭐ 8K) - Simple, Pythonic, text processing--Sentiment analysis, part-of-speech.. MIT

GitHub (👨‍💻 35 · 🔀 1.1K · 📥 97 · 📦 17K · 📋 260 - 39% open · ⏱️ 22.10.2021):
```
 git clone https://github.com/sloria/TextBlob
```
PyPi (📥 750K / month · 📦 1.4K · ⏱️ 15.12.2021):
```
 pip install textblob
```
Conda (📥 150K · ⏱️ 24.02.2019):
```
 conda install -c conda-forge textblob
```

sentence-transformers (🥈34 · ⭐ 6.8K) - Multilingual Sentence & Image Embeddings with BERT. Apache-2

GitHub (👨‍💻 70 · 🔀 1.3K · 📦 2.2K · 📋 1.2K - 49% open · ⏱️ 06.01.2022):
```
 git clone https://github.com/UKPLab/sentence-transformers
```
PyPi (📥 530K / month · 📦 80 · ⏱️ 01.10.2021):
```
 pip install sentence-transformers
```

spark-nlp (🥈34 · ⭐ 2.6K) - State of the Art Natural Language Processing. Apache-2

GitHub (👨‍💻 110 · 🔀 530 · 📋 610 - 14% open · ⏱️ 12.01.2022):
```
 git clone https://github.com/JohnSnowLabs/spark-nlp
```
PyPi (📥 1.4M / month · 📦 8 · ⏱️ 05.01.2022):
```
 pip install spark-nlp
```

sentencepiece (🥈33 · ⭐ 5.6K · 📈) - Unsupervised text tokenizer for Neural Network-based.. Apache-2

GitHub (👨‍💻 57 · 🔀 740 · 📥 19K · 📦 12K · 📋 490 - 9% open · ⏱️ 02.07.2021):
```
 git clone https://github.com/google/sentencepiece
```
PyPi (📥 3.4M / month · 📦 280 · ⏱️ 18.06.2021):
```
 pip install sentencepiece
```

Conda (📥 140K · ⏱️ 05.11.2021):

 conda install -c conda-forge sentencepiece

OpenNMT (🥈33 · ⭐ 5.4K · 📈) - Open Source Neural Machine Translation in PyTorch. MIT

GitHub (👨‍💻 170 · 🔀 2K · 📦 120 · 📋 1.3K - 9% open · ⏱️ 11.01.2022):
```
 git clone https://github.com/OpenNMT/OpenNMT-py
```
PyPi (📥 15K / month · 📦 8 · ⏱️ 14.09.2021):
```
 pip install OpenNMT-py
```

Tokenizers (🥈33 · ⭐ 5.1K) - Fast State-of-the-Art Tokenizers optimized for Research and.. Apache-2

GitHub (👨‍💻 50 · 🔀 420 · 📦 40 · 📋 560 - 28% open · ⏱️ 12.01.2022):
```
 git clone https://github.com/huggingface/tokenizers
```
PyPi (📥 3.6M / month · 📦 93 · ⏱️ 04.01.2022):
```
 pip install tokenizers
```

Conda (📥 110K · ⏱️ 05.01.2022):

 conda install -c conda-forge tokenizers

torchtext (🥈33 · ⭐ 2.9K) - Data loaders and abstractions for text and NLP. BSD-3

GitHub (👨‍💻 120 · 🔀 680 · 📋 680 - 50% open · ⏱️ 12.01.2022):
```
 git clone https://github.com/pytorch/text
```
PyPi (📥 110K / month · 📦 430 · ⏱️ 15.12.2021):
```
 pip install torchtext
```

TensorFlow Text (🥈32 · ⭐ 880) - Making text a first-class citizen in TensorFlow. Apache-2

GitHub (👨‍💻 67 · 🔀 170 · 📦 1.3K · 📋 180 - 31% open · ⏱️ 06.01.2022):
```
 git clone https://github.com/tensorflow/text
```
PyPi (📥 1.5M / month · 📦 66 · ⏱️ 19.11.2021):
```
 pip install tensorflow-text
```

snowballstemmer (🥈32 · ⭐ 540 · 📉) - Snowball compiler and stemming algorithms. BSD-3

GitHub (👨‍💻 28 · 🔀 150 · 📦 4 · 📋 69 - 36% open · ⏱️ 17.12.2021):
```
 git clone https://github.com/snowballstem/snowball
```
PyPi (📥 4.9M / month · 📦 6.7K · ⏱️ 16.11.2021):
```
 pip install snowballstemmer
```

Conda (📥 3.6M · ⏱️ 17.11.2021):

 conda install -c conda-forge snowballstemmer

stanza (🥈31 · ⭐ 5.9K) - Official Stanford NLP Python Library for Many Human Languages. Apache-2

GitHub (👨‍💻 41 · 🔀 750 · 📦 810 · 📋 620 - 11% open · ⏱️ 18.11.2021):
```
 git clone https://github.com/stanfordnlp/stanza
```
PyPi (📥 310K / month · 📦 49 · ⏱️ 05.10.2021):
```
 pip install stanza
```
Conda (📥 4.6K · ⏱️ 05.10.2021):
```
 conda install -c stanfordnlp stanza
```

DeepPavlov (🥈31 · ⭐ 5.6K) - An open source library for deep learning end-to-end dialog.. Apache-2

GitHub (👨‍💻 67 · 🔀 990 · 📦 240 · 📋 610 - 18% open · ⏱️ 16.12.2021):
```
 git clone https://github.com/deepmipt/DeepPavlov
```
PyPi (📥 9.6K / month · 📦 6 · ⏱️ 16.12.2021):
```
 pip install deeppavlov
```

Dedupe (🥈31 · ⭐ 3.3K) - A python library for accurate and scalable fuzzy matching, record.. MIT

GitHub (👨‍💻 62 · 🔀 450 · 📦 210 · 📋 670 - 9% open · ⏱️ 09.01.2022):
```
 git clone https://github.com/dedupeio/dedupe
```
PyPi (📥 250K / month · 📦 47 · ⏱️ 17.04.2021):
```
 pip install dedupe
```

textacy (🥈31 · ⭐ 1.9K) - NLP, before and after spaCy. Apache-2

GitHub (👨‍💻 31 · 🔀 230 · 📋 240 - 10% open · ⏱️ 06.12.2021):
```
 git clone https://github.com/chartbeat-labs/textacy
```
PyPi (📥 25K / month · 📦 100 · ⏱️ 06.12.2021):
```
 pip install textacy
```
Conda (📥 100K · ⏱️ 13.04.2021):
```
 conda install -c conda-forge textacy
```

jellyfish (🥈31 · ⭐ 1.6K) - a python library for doing approximate and phonetic matching of.. BSD-2

GitHub (👨‍💻 25 · 🔀 150 · 📦 3.1K · 📋 110 - 7% open · ⏱️ 07.01.2022):
```
 git clone https://github.com/jamesturk/jellyfish
```
PyPi (📥 1.6M / month · 📦 400 · ⏱️ 07.01.2022):
```
 pip install jellyfish
```

Conda (📥 170K · ⏱️ 09.01.2022):

 conda install -c conda-forge jellyfish

nlpaug (🥈30 · ⭐ 2.8K) - Data augmentation for NLP. MIT

GitHub (👨‍💻 26 · 🔀 320 · 📦 230 · 📋 160 - 14% open · ⏱️ 04.01.2022):
```
 git clone https://github.com/makcedward/nlpaug
```
PyPi (📥 30K / month · 📦 14 · ⏱️ 23.12.2021):
```
 pip install nlpaug
```

NeMo (🥈29 · ⭐ 3.8K) - NeMo: a toolkit for conversational AI. Apache-2

GitHub (👨‍💻 120 · 🔀 850 · 📥 18K · 📋 920 - 7% open · ⏱️ 13.01.2022):
```
 git clone https://github.com/NVIDIA/NeMo
```
PyPi (📥 7.8K / month · 📦 7 · ⏱️ 04.12.2021):
```
 pip install nemo-toolkit
```

haystack (🥈29 · ⭐ 3.6K) - Haystack is an open source NLP framework that leverages Transformer.. Apache-2

GitHub (👨‍💻 94 · 🔀 610 · 📦 99 · 📋 1.1K - 14% open · ⏱️ 12.01.2022):
```
 git clone https://github.com/deepset-ai/haystack
```
PyPi (📥 1.2K / month · 📦 85 · ⏱️ 15.12.2021):
```
 pip install haystack
```

ftfy (🥈29 · ⭐ 3.2K · 💤) - Fixes mojibake and other glitches in Unicode text, after the fact. MIT

GitHub (👨‍💻 18 · 🔀 110 · 📦 4.6K · 📋 120 - 9% open · ⏱️ 17.05.2021):
```
 git clone https://github.com/LuminosoInsight/python-ftfy
```
PyPi (📥 1.1M / month · 📦 480 · ⏱️ 24.05.2021):
```
 pip install ftfy
```
Conda (📥 140K · ⏱️ 25.05.2021):
```
 conda install -c conda-forge ftfy
```

Sumy (🥈29 · ⭐ 2.7K) - Module for automatic summarization of text documents and HTML pages. Apache-2

GitHub (👨‍💻 21 · 🔀 460 · 📦 1.1K · 📋 96 - 15% open · ⏱️ 23.11.2021):
```
 git clone https://github.com/miso-belica/sumy
```
PyPi (📥 20K / month · 📦 100 · ⏱️ 21.10.2021):
```
 pip install sumy
```

TextDistance (🥈29 · ⭐ 2.6K) - Compute distance between sequences. 30+ algorithms, pure python.. MIT

GitHub (👨‍💻 11 · 🔀 200 · 📥 440 · 📦 1.5K · ⏱️ 29.11.2021):
```
 git clone https://github.com/life4/textdistance
```
PyPi (📥 260K / month · 📦 39 · ⏱️ 27.10.2021):
```
 pip install textdistance
```

Conda (📥 69K · ⏱️ 27.10.2021):

 conda install -c conda-forge textdistance

GluonNLP (🥈29 · ⭐ 2.4K) - Toolkit that enables easy text preprocessing, datasets loading.. Apache-2

GitHub (👨‍💻 82 · 🔀 520 · 📦 690 · 📋 560 - 46% open · ⏱️ 24.08.2021):
```
 git clone https://github.com/dmlc/gluon-nlp
```
PyPi (📥 100K / month · 📦 22 · ⏱️ 13.08.2020):
```
 pip install gluonnlp
```

PyText (🥈28 · ⭐ 6.3K) - A natural language modeling framework based on PyTorch. BSD-3

GitHub (👨‍💻 220 · 🔀 800 · 📥 280 · 📦 100 · 📋 220 - 66% open · ⏱️ 09.01.2022):
```
 git clone https://github.com/facebookresearch/pytext
```
PyPi (📥 210 / month · 📦 1 · ⏱️ 08.06.2020):
```
 pip install pytext-nlp
```

T5 (🥈28 · ⭐ 3.9K) - Code for the paper Exploring the Limits of Transfer Learning with a.. Apache-2

GitHub (👨‍💻 44 · 🔀 530 · 📦 78 · 📋 400 - 16% open · ⏱️ 11.01.2022):

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

PyPi (📥 5.7K / month · 📦 2 · ⏱️ 18.10.2021):
```
 pip install t5
```

CLTK (🥈28 · ⭐ 700) - The Classical Language Toolkit. MIT

GitHub (👨‍💻 110 · 🔀 300 · 📥 22 · 📦 190 · 📋 520 - 5% open · ⏱️ 05.01.2022):
```
 git clone https://github.com/cltk/cltk
```
PyPi (📥 1.6K / month · 📦 42 · ⏱️ 05.01.2022):
```
 pip install cltk
```

vaderSentiment (🥉27 · ⭐ 3.3K · 💤) - VADER Sentiment Analysis. VADER (Valence Aware Dictionary.. MIT

GitHub (👨‍💻 10 · 🔀 830 · 📦 3.4K · 📋 110 - 30% open · ⏱️ 15.03.2021):
```
 git clone https://github.com/cjhutto/vaderSentiment
```
PyPi (📥 210K / month · 📦 170 · ⏱️ 22.05.2020):
```
 pip install vadersentiment
```

neuralcoref (🥉27 · ⭐ 2.5K · 💤) - Fast Coreference Resolution in spaCy with Neural Networks. MIT

GitHub (👨‍💻 21 · 🔀 430 · 📥 300 · 📦 440 · 📋 290 - 16% open · ⏱️ 22.06.2021):
```
 git clone https://github.com/huggingface/neuralcoref
```
PyPi (📥 28K / month · 📦 14 · ⏱️ 08.04.2019):
```
 pip install neuralcoref
```

Conda (📥 10K · ⏱️ 21.02.2020):

 conda install -c conda-forge neuralcoref

fastNLP (🥉27 · ⭐ 2.5K) - fastNLP: A Modularized and Extensible NLP Framework. Currently still.. Apache-2

GitHub (👨‍💻 54 · 🔀 400 · 📥 65 · 📦 55 · 📋 180 - 19% open · ⏱️ 06.12.2021):
```
 git clone https://github.com/fastnlp/fastNLP
```
PyPi (📥 1.3K / month · 📦 3 · ⏱️ 04.02.2019):
```
 pip install fastnlp
```

PyTextRank (🥉27 · ⭐ 1.7K) - Python implementation of TextRank for phrase extraction and.. MIT

GitHub (👨‍💻 18 · 🔀 320 · 📦 220 · 📋 79 - 25% open · ⏱️ 01.01.2022):
```
 git clone https://github.com/DerwenAI/pytextrank
```
PyPi (📥 16K / month · 📦 11 · ⏱️ 10.10.2021):
```
 pip install pytextrank
```

spacy-transformers (🥉27 · ⭐ 1.1K) - Use pretrained transformers like BERT, XLNet and GPT-2.. MIT spacy

GitHub (👨‍💻 18 · 🔀 130 · 📦 360 · ⏱️ 16.12.2021):

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

PyPi (📥 63K / month · 📦 13 · ⏱️ 07.12.2021):
```
 pip install spacy-transformers
```

Ciphey (🥉26 · ⭐ 9.3K) - Automatically decrypt encryptions without knowing the key or cipher,.. MIT

GitHub (👨‍💻 46 · 🔀 580 · 📋 280 - 17% open · ⏱️ 03.11.2021):
```
 git clone https://github.com/Ciphey/Ciphey
```
PyPi (📥 10K / month · ⏱️ 06.06.2021):
```
 pip install ciphey
```
Docker Hub (📥 14K · ⭐ 5 · ⏱️ 16.11.2021):
```
 docker pull remnux/ciphey
```

Snips NLU (🥉26 · ⭐ 3.6K · 💤) - Snips Python library to extract meaning from text. Apache-2

GitHub (👨‍💻 22 · 🔀 500 · 📋 250 - 22% open · ⏱️ 03.05.2021):
```
 git clone https://github.com/snipsco/snips-nlu
```
PyPi (📥 3.1K / month · 📦 11 · ⏱️ 15.01.2020):
```
 pip install snips-nlu
```

scattertext (🥉26 · ⭐ 1.7K) - Beautiful visualizations of how language differs among document.. Apache-2

GitHub (👨‍💻 12 · 🔀 240 · 📦 250 · 📋 85 - 20% open · ⏱️ 15.11.2021):
```
 git clone https://github.com/JasonKessler/scattertext
```
PyPi (📥 3.3K / month · 📦 10 · ⏱️ 15.11.2021):
```
 pip install scattertext
```

Conda (📥 59K · ⏱️ 15.11.2021):

 conda install -c conda-forge scattertext

SciSpacy (🥉26 · ⭐ 1.1K) - A full spaCy pipeline and models for scientific/biomedical documents. Apache-2

GitHub (👨‍💻 21 · 🔀 140 · 📦 380 · 📋 230 - 15% open · ⏱️ 15.07.2021):
```
 git clone https://github.com/allenai/scispacy
```
PyPi (📥 19K / month · 📦 11 · ⏱️ 12.02.2021):
```
 pip install scispacy
```

english-words (🥉24 · ⭐ 6K) - A text file containing 479k English words for all your.. Unlicense

GitHub (👨‍💻 26 · 🔀 1.2K · 📋 73 - 61% open · ⏱️ 20.10.2021):
```
 git clone https://github.com/dwyl/english-words
```
PyPi (📥 7.3K / month · 📦 4 · ⏱️ 02.08.2021):
```
 pip install english-words
```

MatchZoo (🥉24 · ⭐ 3.6K · 💤) - Facilitating the design, comparison and sharing of deep.. Apache-2

GitHub (👨‍💻 36 · 🔀 910 · 📦 10 · 📋 460 - 6% open · ⏱️ 02.06.2021):
```
 git clone https://github.com/NTMC-Community/MatchZoo
```
PyPi (📥 120 / month · ⏱️ 24.10.2019):
```
 pip install matchzoo
```

pytorch-nlp (🥉24 · ⭐ 2K) - Basic Utilities for PyTorch Natural Language Processing (NLP). BSD-3

GitHub (👨‍💻 18 · 🔀 240 · 📦 320 · 📋 67 - 26% open · ⏱️ 10.07.2021):
```
 git clone https://github.com/PetrochukM/PyTorch-NLP
```
PyPi (📥 6.7K / month · 📦 17 · ⏱️ 04.11.2019):
```
 pip install pytorch-nlp
```

Sockeye (🥉24 · ⭐ 1K) - Sequence-to-sequence framework with a focus on Neural Machine.. Apache-2

GitHub (👨‍💻 54 · 🔀 300 · 📥 14 · 📋 270 - 3% open · ⏱️ 11.01.2022):
```
 git clone https://github.com/awslabs/sockeye
```
PyPi (📥 1.1K / month · 📦 2 · ⏱️ 20.12.2021):
```
 pip install sockeye
```

Kashgari (🥉23 · ⭐ 2.2K) - Kashgari is a production-level NLP Transfer learning framework.. Apache-2

GitHub (👨‍💻 21 · 🔀 420 · 📦 49 · 📋 360 - 9% open · ⏱️ 09.07.2021):
```
 git clone https://github.com/BrikerMan/Kashgari
```
PyPi (📥 78 / month · 📦 2 · ⏱️ 18.10.2019):
```
 pip install kashgari-tf
```

lightseq (🥉23 · ⭐ 1.9K) - LightSeq: A High Performance Library for Sequence Processing and.. Apache-2

GitHub (👨‍💻 7 · 🔀 200 · 📥 550 · 📋 140 - 51% open · ⏱️ 10.01.2022):
```
 git clone https://github.com/bytedance/lightseq
```
PyPi (📥 1.3K / month · ⏱️ 30.11.2021):
```
 pip install lightseq
```

FARM (🥉23 · ⭐ 1.4K) - Fast & easy transfer learning for NLP. Harvesting language models.. Apache-2

GitHub (👨‍💻 37 · 🔀 210 · 📋 420 - 8% open · ⏱️ 23.11.2021):
```
 git clone https://github.com/deepset-ai/FARM
```
PyPi (📥 2.9K / month · 📦 2 · ⏱️ 10.06.2021):
```
 pip install farm
```

sense2vec (🥉23 · ⭐ 1.3K) - Contextually-keyed word vectors. MIT

GitHub (👨‍💻 17 · 🔀 220 · 📥 24K · 📦 110 · 📋 110 - 17% open · ⏱️ 16.08.2021):
```
 git clone https://github.com/explosion/sense2vec
```
PyPi (📥 3.4K / month · 📦 8 · ⏱️ 19.04.2021):
```
 pip install sense2vec
```

Conda (📥 24K · ⏱️ 14.07.2021):

 conda install -c conda-forge sense2vec

gpt-2-simple (🥉22 · ⭐ 2.8K) - Python package to easily retrain OpenAIs GPT-2 text-.. MIT

GitHub (👨‍💻 18 · 🔀 590 · 📥 280 · 📋 240 - 61% open · ⏱️ 18.10.2021):
```
 git clone https://github.com/minimaxir/gpt-2-simple
```
PyPi (📥 4.7K / month · 📦 5 · ⏱️ 18.10.2021):
```
 pip install gpt-2-simple
```

NLP Architect (🥉22 · ⭐ 2.8K) - A model library for exploring state-of-the-art deep learning.. Apache-2

GitHub (👨‍💻 37 · 🔀 440 · 📦 8 · 📋 130 - 15% open · ⏱️ 12.09.2021):
```
 git clone https://github.com/IntelLabs/nlp-architect
```
PyPi (📥 320 / month · ⏱️ 12.04.2020):
```
 pip install nlp-architect
```

Texthero (🥉22 · ⭐ 2.4K) - Text preprocessing, representation and visualization from zero to hero. MIT

GitHub (👨‍💻 18 · 🔀 210 · 📥 87 · 📋 140 - 56% open · ⏱️ 19.07.2021):
```
 git clone https://github.com/jbesomi/texthero
```
PyPi (📥 9.2K / month · 📦 4 · ⏱️ 01.07.2021):
```
 pip install texthero
```

fast-bert (🥉22 · ⭐ 1.7K) - Super easy library for BERT based NLP models. Apache-2

GitHub (👨‍💻 35 · 🔀 330 · 📋 250 - 61% open · ⏱️ 10.01.2022):
```
 git clone https://github.com/utterworks/fast-bert
```
PyPi (📥 1.9K / month · 📦 2 · ⏱️ 10.01.2022):
```
 pip install fast-bert
```

YouTokenToMe (🥉22 · ⭐ 780 · 💤) - Unsupervised text tokenizer focused on computational efficiency. MIT

GitHub (👨‍💻 6 · 🔀 57 · 📦 200 · 📋 51 - 54% open · ⏱️ 28.01.2021):
```
 git clone https://github.com/vkcom/youtokentome
```
PyPi (📥 32K / month · 📦 15 · ⏱️ 12.02.2020):
```
 pip install youtokentome
```

pySBD (🥉22 · ⭐ 400 · 💤) - pySBD (Python Sentence Boundary Disambiguation) is a rule-based sentence.. MIT

GitHub (👨‍💻 6 · 🔀 46 · 📦 260 · 📋 60 - 20% open · ⏱️ 11.02.2021):
```
 git clone https://github.com/nipunsadvilkar/pySBD
```
PyPi (📥 32K / month · 📦 3 · ⏱️ 11.02.2021):
```
 pip install pysbd
```

DeepMatcher (🥉21 · ⭐ 4K · 💤) - Python package for performing Entity and Text Matching using.. BSD-3

GitHub (👨‍💻 7 · 🔀 1.5K · 📦 14 · 📋 76 - 71% open · ⏱️ 13.06.2021):
```
 git clone https://github.com/anhaidgroup/deepmatcher
```
PyPi (📥 500 / month · ⏱️ 13.06.2021):
```
 pip install deepmatcher
```

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

GitHub (👨‍💻 11 · 🔀 360 · 📦 27 · 📋 110 - 33% open · ⏱️ 01.04.2021):
```
 git clone https://github.com/Hironsan/anago
```
PyPi (📥 400 / month · 📦 5 · ⏱️ 17.07.2018):
```
 pip install anago
```

jiant (🥉21 · ⭐ 1.4K) - jiant is an nlp toolkit. MIT

GitHub (👨‍💻 56 · 🔀 260 · 📦 2 · 📋 550 - 11% open · ⏱️ 31.12.2021):
```
 git clone https://github.com/nyu-mll/jiant
```
PyPi (📥 120 / month · ⏱️ 10.05.2021):
```
 pip install jiant
```

finetune (🥉21 · ⭐ 660) - Scikit-learn style model finetuning for NLP. MPL-2.0

GitHub (👨‍💻 19 · 🔀 71 · 📦 9 · 📋 140 - 15% open · ⏱️ 20.12.2021):
```
 git clone https://github.com/IndicoDataSolutions/finetune
```
PyPi (📥 210 / month · 📦 2 · ⏱️ 20.12.2021):
```
 pip install finetune
```

TextBox (🥉18 · ⭐ 320) - TextBox is an open-source library for building text generation system. MIT

GitHub (👨‍💻 12 · 🔀 57 · 📦 5 · 📋 18 - 16% open · ⏱️ 26.12.2021):
```
 git clone https://github.com/RUCAIBox/TextBox
```
PyPi (📥 51 / month · ⏱️ 15.04.2021):
```
 pip install textbox
```

OpenNRE (🥉17 · ⭐ 3.5K) - An Open-Source Package for Neural Relation Extraction (NRE). MIT

GitHub (👨‍💻 10 · 🔀 910 · 📋 340 - 6% open · ⏱️ 09.12.2021):
```
 git clone https://github.com/thunlp/OpenNRE
```

Camphr (🥉16 · ⭐ 340) - Camphr - NLP libary for creating pipeline components. Apache-2 spacy

GitHub (👨‍💻 7 · 🔀 17 · 📋 27 - 7% open · ⏱️ 18.08.2021):
```
 git clone https://github.com/PKSHATechnology-Research/camphr
```
PyPi (📥 230 / month · 📦 2 · ⏱️ 28.07.2021):
```
 pip install camphr
```

Translate (🥉15 · ⭐ 720) - Translate - a PyTorch Language Library. BSD-3

GitHub (👨‍💻 87 · 🔀 170 · 📋 93 - 70% open · ⏱️ 06.10.2021):
```
 git clone https://github.com/pytorch/translate
```
PyPi (📥 4 / month · ⏱️ 01.05.2018):
```
 pip install pytorch-translate
```

VizSeq (🥉14 · ⭐ 380) - An Analysis Toolkit for Natural Language Generation (Translation,.. MIT

GitHub (👨‍💻 3 · 🔀 44 · 📦 3 · 📋 16 - 43% open · ⏱️ 02.09.2021):
```
 git clone https://github.com/facebookresearch/vizseq
```
PyPi (📥 73 / month · ⏱️ 07.08.2020):
```
 pip install vizseq
```

BLINK (🥉13 · ⭐ 780 · 💤) - Entity Linker solution. MIT

GitHub (👨‍💻 16 · 🔀 140 · 📋 77 - 62% open · ⏱️ 02.04.2021):
```
 git clone https://github.com/facebookresearch/BLINK
```

Show 23 hidden projects...

fastText (🥈33 · ⭐ 23K · 💀) - Library for fast text representation and classification. MIT
fuzzywuzzy (🥈33 · ⭐ 8.6K) - Fuzzy String Matching in Python. ❗️GPL-2.0
langid (🥉27 · ⭐ 1.9K · 💀) - Stand-alone language identification system. BSD-3
polyglot (🥉26 · ⭐ 1.9K · 💀) - Multilingual text (NLP) processing toolkit. ❗️GPL-3.0
flashtext (🥉25 · ⭐ 5K · 💀) - Extract Keywords from sentence or Replace keywords in sentences. MIT
textgenrnn (🥉25 · ⭐ 4.6K · 💀) - Easily train your own text-generating neural network of any.. MIT
Texar (🥉23 · ⭐ 2.2K · 💀) - Toolkit for Machine Learning, Natural Language Processing, and.. Apache-2
stop-words (🥉23 · ⭐ 140 · 💀) - Get list of common stop words in various languages in Python. BSD-3
DELTA (🥉21 · ⭐ 1.5K · 💀) - DELTA is a deep learning based natural language and speech.. Apache-2
textpipe (🥉20 · ⭐ 290 · 💤) - Textpipe: clean and extract metadata from text. MIT
pyfasttext (🥉20 · ⭐ 230 · 💀) - Yet another Python binding for fastText. ❗️GPL-3.0
fastT5 (🥉19 · ⭐ 240) - boost inference speed of T5 models by 5x & reduce the model size by 3x. Apache-2
skift (🥉18 · ⭐ 220) - scikit-learn wrappers for Python fastText. MIT
NeuroNER (🥉17 · ⭐ 1.6K · 💀) - Named-entity recognition using neural networks. Easy-to-use and.. MIT
nboost (🥉17 · ⭐ 600 · 💀) - NBoost is a scalable, search-api-boosting platform for deploying.. Apache-2
textaugment (🥉17 · ⭐ 200) - TextAugment: Text Augmentation Library. MIT
NeuralQA (🥉15 · ⭐ 220 · 💀) - NeuralQA: A Usable Library for Question Answering on Large Datasets.. MIT
Headliner (🥉14 · ⭐ 230 · 💀) - Easy training and deployment of seq2seq models. MIT
numerizer (🥉14 · ⭐ 130) - A Python module to convert natural language numerics into ints and.. MIT
TransferNLP (🥉13 · ⭐ 290 · 💀) - NLP library designed for reproducible experimentation.. MIT
ONNX-T5 (🥉13 · ⭐ 190 · 💤) - Summarization, translation, sentiment-analysis, text-generation.. Apache-2
textvec (🥉13 · ⭐ 180 · 💀) - Text vectorization tool to outperform TFIDF for classification.. MIT
spacy-dbpedia-spotlight (🥉9 · ⭐ 48) - A spaCy wrapper for DBpedia Spotlight. MIT spacy

Image Data

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

Pillow (🥇45 · ⭐ 9.3K) - The friendly PIL fork (Python Imaging Library). ❗️PIL

GitHub (👨‍💻 380 · 🔀 1.8K · 📋 2.4K - 6% open · ⏱️ 11.01.2022):
```
 git clone https://github.com/python-pillow/Pillow
```
PyPi (📥 31M / month · 📦 62K · ⏱️ 02.01.2022):
```
 pip install Pillow
```
Conda (📥 12M · ⏱️ 10.11.2021):
```
 conda install -c conda-forge pillow
```

scikit-image (🥇44 · ⭐ 4.7K) - Image processing in Python. BSD-2

GitHub (👨‍💻 540 · 🔀 1.9K · 📦 90K · 📋 2.3K - 13% open · ⏱️ 11.01.2022):
```
 git clone https://github.com/scikit-image/scikit-image
```
PyPi (📥 4.9M / month · 📦 9K · ⏱️ 15.12.2021):
```
 pip install scikit-image
```

Conda (📥 3.1M · ⏱️ 17.12.2021):

 conda install -c conda-forge scikit-image

torchvision (🥇41 · ⭐ 11K) - Datasets, Transforms and Models specific to Computer Vision. BSD-3

GitHub (👨‍💻 450 · 🔀 5.4K · 📋 2.1K - 27% open · ⏱️ 13.01.2022):
```
 git clone https://github.com/pytorch/vision
```
PyPi (📥 2.9M / month · 📦 3.4K · ⏱️ 15.12.2021):
```
 pip install torchvision
```

Conda (📥 160K · ⏱️ 27.09.2021):

 conda install -c conda-forge torchvision

imageio (🥇37 · ⭐ 980 · 📈) - Python library for reading and writing image data. BSD-2

GitHub (👨‍💻 83 · 🔀 190 · 📥 100 · 📦 54K · 📋 410 - 17% open · ⏱️ 11.01.2022):
```
 git clone https://github.com/imageio/imageio
```
PyPi (📥 16M / month · 📦 2.5K · ⏱️ 23.12.2021):
```
 pip install imageio
```
Conda (📥 2.5M · ⏱️ 29.12.2021):
```
 conda install -c conda-forge imageio
```

detectron2 (🥇35 · ⭐ 20K) - Detectron2 is a platform for object detection, segmentation.. Apache-2

GitHub (👨‍💻 200 · 🔀 5K · 📦 470 · 📋 2.8K - 5% open · ⏱️ 13.01.2022):
```
 git clone https://github.com/facebookresearch/detectron2
```

Conda (📥 37K · ⏱️ 11.01.2022):

 conda install -c conda-forge detectron2

PyTorch Image Models (🥇35 · ⭐ 16K) - PyTorch image models, scripts, pretrained weights --.. Apache-2

GitHub (👨‍💻 64 · 🔀 2.5K · 📥 830K · 📦 1.7K · 📋 440 - 12% open · ⏱️ 08.01.2022):
```
 git clone https://github.com/rwightman/pytorch-image-models
```

Albumentations (🥇35 · ⭐ 9.5K) - Fast image augmentation library and an easy-to-use wrapper.. MIT

GitHub (👨‍💻 100 · 🔀 1.2K · 📦 6.2K · 📋 570 - 41% open · ⏱️ 24.12.2021):
```
 git clone https://github.com/albumentations-team/albumentations
```
PyPi (📥 190K / month · 📦 180 · ⏱️ 04.10.2021):
```
 pip install albumentations
```

Conda (📥 30K · ⏱️ 15.07.2021):

 conda install -c conda-forge albumentations

MoviePy (🥇35 · ⭐ 8.9K) - Video editing with Python. MIT

GitHub (👨‍💻 140 · 🔀 1.2K · 📦 13K · 📋 1.1K - 30% open · ⏱️ 12.11.2021):
```
 git clone https://github.com/Zulko/moviepy
```
PyPi (📥 1.5M / month · 📦 720 · ⏱️ 15.12.2021):
```
 pip install moviepy
```
Conda (📥 100K · ⏱️ 23.02.2020):
```
 conda install -c conda-forge moviepy
```

InsightFace (🥈34 · ⭐ 11K) - State-of-the-art 2D and 3D Face Analysis Project. MIT

GitHub (👨‍💻 35 · 🔀 3.5K · 📦 130 · 📋 1.8K - 54% open · ⏱️ 12.01.2022):
```
 git clone https://github.com/deepinsight/insightface
```
PyPi (📥 24K / month · 📦 5 · ⏱️ 21.09.2021):
```
 pip install insightface
```

Kornia (🥈34 · ⭐ 5.7K) - Open Source Differentiable Computer Vision Library. Apache-2

GitHub (👨‍💻 140 · 🔀 560 · 📥 180 · 📦 900 · 📋 530 - 26% open · ⏱️ 12.01.2022):
```
 git clone https://github.com/kornia/kornia
```
PyPi (📥 260K / month · 📦 44 · ⏱️ 03.12.2021):
```
 pip install kornia
```

opencv-python (🥈34 · ⭐ 2.5K) - Automated CI toolchain to produce precompiled opencv-python,.. MIT

GitHub (👨‍💻 36 · 🔀 480 · 📋 500 - 5% open · ⏱️ 27.12.2021):
```
 git clone https://github.com/opencv/opencv-python
```
PyPi (📥 4.1M / month · 📦 8.7K · ⏱️ 29.12.2021):
```
 pip install opencv-python
```

Face Recognition (🥈33 · ⭐ 43K · 💤) - The worlds simplest facial recognition api for Python.. MIT

GitHub (👨‍💻 47 · 🔀 12K · 📥 450 · 📋 1.2K - 54% open · ⏱️ 14.06.2021):
```
 git clone https://github.com/ageitgey/face_recognition
```
PyPi (📥 46K / month · 📦 210 · ⏱️ 21.08.2018):
```
 pip install face_recognition
```

MMDetection (🥈33 · ⭐ 18K) - OpenMMLab Detection Toolbox and Benchmark. Apache-2

GitHub (👨‍💻 290 · 🔀 6.4K · 📦 230 · 📋 5K - 8% open · ⏱️ 30.12.2021):
```
 git clone https://github.com/open-mmlab/mmdetection
```

Wand (🥈33 · ⭐ 1.1K) - The ctypes-based simple ImageMagick binding for Python. MIT

GitHub (👨‍💻 97 · 🔀 190 · 📥 5.5K · 📦 8.4K · 📋 360 - 4% open · ⏱️ 20.11.2021):
```
 git clone https://github.com/emcconville/wand
```
PyPi (📥 290K / month · 📦 680 · ⏱️ 17.08.2021):
```
 pip install wand
```

GluonCV (🥈32 · ⭐ 5K) - Gluon CV Toolkit. Apache-2

GitHub (👨‍💻 120 · 🔀 1.1K · 📦 650 · 📋 810 - 7% open · ⏱️ 09.01.2022):
```
 git clone https://github.com/dmlc/gluon-cv
```
PyPi (📥 510K / month · 📦 59 · ⏱️ 13.01.2022):
```
 pip install gluoncv
```

imageai (🥈30 · ⭐ 6.8K · 💤) - A python library built to empower developers to build applications.. MIT

GitHub (👨‍💻 15 · 🔀 1.9K · 📥 690K · 📦 1K · 📋 670 - 37% open · ⏱️ 08.05.2021):
```
 git clone https://github.com/OlafenwaMoses/ImageAI
```
PyPi (📥 7.8K / month · 📦 16 · ⏱️ 05.01.2021):
```
 pip install imageai
```

imutils (🥈30 · ⭐ 3.9K · 💤) - A series of convenience functions to make basic image processing.. MIT

GitHub (👨‍💻 20 · 🔀 940 · 📦 22K · 📋 160 - 52% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/jrosebr1/imutils
```
PyPi (📥 340K / month · 📦 760 · ⏱️ 15.01.2021):
```
 pip install imutils
```
Conda (📥 75K · ⏱️ 09.12.2021):
```
 conda install -c conda-forge imutils
```

PaddleSeg (🥈30 · ⭐ 3.5K) - Easy-to-use image segmentation library with awesome pre-.. Apache-2

GitHub (👨‍💻 60 · 🔀 780 · 📦 440 · 📋 840 - 49% open · ⏱️ 05.01.2022):
```
 git clone https://github.com/PaddlePaddle/PaddleSeg
```
PyPi (📥 1.1K / month · 📦 2 · ⏱️ 13.10.2021):
```
 pip install paddleseg
```

deepface (🥈30 · ⭐ 3K) - A Lightweight Face Recognition and Facial Attribute Analysis (Age, Gender,.. MIT

GitHub (👨‍💻 20 · 🔀 690 · 📦 370 · 📋 380 - 1% open · ⏱️ 13.01.2022):
```
 git clone https://github.com/serengil/deepface
```
PyPi (📥 38K / month · 📦 3 · ⏱️ 12.01.2022):
```
 pip install deepface
```

ImageHash (🥈30 · ⭐ 2.2K) - A Python Perceptual Image Hashing Module. BSD-2

GitHub (👨‍💻 20 · 🔀 280 · 📦 4.1K · 📋 100 - 12% open · ⏱️ 07.09.2021):
```
 git clone https://github.com/JohannesBuchner/imagehash
```
PyPi (📥 1.1M / month · 📦 320 · ⏱️ 15.07.2021):
```
 pip install ImageHash
```

Conda (📥 160K · ⏱️ 15.07.2021):

 conda install -c conda-forge imagehash

vit-pytorch (🥉28 · ⭐ 8.2K) - Implementation of Vision Transformer, a simple way to achieve.. MIT

GitHub (👨‍💻 14 · 🔀 1.3K · 📦 63 · 📋 160 - 49% open · ⏱️ 06.01.2022):
```
 git clone https://github.com/lucidrains/vit-pytorch
```
PyPi (📥 8K / month · 📦 1 · ⏱️ 06.01.2022):
```
 pip install vit-pytorch
```

PaddleDetection (🥉28 · ⭐ 6.1K) - Object Detection toolkit based on PaddlePaddle. It.. Apache-2

GitHub (👨‍💻 78 · 🔀 1.5K · 📦 7 · 📋 2.9K - 30% open · ⏱️ 12.01.2022):
```
 git clone https://github.com/PaddlePaddle/PaddleDetection
```

Face Alignment (🥉27 · ⭐ 5.5K) - 2D and 3D Face alignment library build using pytorch. BSD-3

GitHub (👨‍💻 23 · 🔀 1.1K · 📋 270 - 19% open · ⏱️ 04.08.2021):
```
 git clone https://github.com/1adrianb/face-alignment
```
PyPi (📥 6.8K / month · 📦 8 · ⏱️ 14.09.2021):
```
 pip install face-alignment
```

vidgear (🥉27 · ⭐ 2.1K) - A High-performance cross-platform Video Processing Python framework.. Apache-2

GitHub (👨‍💻 9 · 🔀 160 · 📥 510 · 📦 160 · 📋 190 - 1% open · ⏱️ 05.12.2021):
```
 git clone https://github.com/abhiTronix/vidgear
```
PyPi (📥 3.1K / month · 📦 3 · ⏱️ 05.12.2021):
```
 pip install vidgear
```

mahotas (🥉27 · ⭐ 730) - Computer Vision in Python. MIT

GitHub (👨‍💻 32 · 🔀 140 · 📦 730 · 📋 77 - 20% open · ⏱️ 07.12.2021):
```
 git clone https://github.com/luispedro/mahotas
```
PyPi (📥 8.8K / month · 📦 110 · ⏱️ 14.10.2021):
```
 pip install mahotas
```
Conda (📥 310K · ⏱️ 17.11.2021):
```
 conda install -c conda-forge mahotas
```

MMF (🥉26 · ⭐ 4.8K) - A modular framework for vision & language multimodal research from.. BSD-3

GitHub (👨‍💻 89 · 🔀 780 · 📦 10 · 📋 610 - 31% open · ⏱️ 11.01.2022):
```
 git clone https://github.com/facebookresearch/mmf
```
PyPi (📥 450 / month · 📦 1 · ⏱️ 12.06.2020):
```
 pip install mmf
```

Augmentor (🥉26 · ⭐ 4.6K) - Image augmentation library in Python for machine learning. MIT

GitHub (👨‍💻 22 · 🔀 830 · 📦 390 · 📋 190 - 63% open · ⏱️ 15.10.2021):
```
 git clone https://github.com/mdbloice/Augmentor
```
PyPi (📥 7.6K / month · 📦 29 · ⏱️ 14.10.2021):
```
 pip install Augmentor
```

mtcnn (🥉26 · ⭐ 1.7K) - MTCNN face detection implementation for TensorFlow, as a PIP package. MIT

GitHub (👨‍💻 15 · 🔀 430 · 📦 1.8K · 📋 99 - 62% open · ⏱️ 09.07.2021):
```
 git clone https://github.com/ipazc/mtcnn
```
PyPi (📥 33K / month · 📦 43 · ⏱️ 09.07.2021):
```
 pip install mtcnn
```

lightly (🥉26 · ⭐ 1.4K) - A python library for self-supervised learning on images. MIT

GitHub (👨‍💻 14 · 🔀 93 · 📦 26 · 📋 300 - 21% open · ⏱️ 06.01.2022):
```
 git clone https://github.com/lightly-ai/lightly
```
PyPi (📥 1.8K / month · 📦 1 · ⏱️ 04.01.2022):
```
 pip install lightly
```

pyvips (🥉26 · ⭐ 380) - python binding for libvips using cffi. MIT

GitHub (👨‍💻 12 · 🔀 33 · 📦 260 · 📋 260 - 38% open · ⏱️ 15.12.2021):
```
 git clone https://github.com/libvips/pyvips
```
PyPi (📥 13K / month · 📦 28 · ⏱️ 20.11.2021):
```
 pip install pyvips
```
Conda (📥 14K · ⏱️ 30.12.2021):
```
 conda install -c conda-forge pyvips
```

facenet-pytorch (🥉25 · ⭐ 2.6K) - Pretrained Pytorch face detection (MTCNN) and facial.. MIT

GitHub (👨‍💻 14 · 🔀 560 · 📥 180K · 📦 600 · 📋 140 - 38% open · ⏱️ 13.12.2021):
```
 git clone https://github.com/timesler/facenet-pytorch
```
PyPi (📥 12K / month · 📦 7 · ⏱️ 10.03.2021):
```
 pip install facenet-pytorch
```

tensorflow-graphics (🥉25 · ⭐ 2.6K) - TensorFlow Graphics: Differentiable Graphics Layers.. Apache-2

GitHub (👨‍💻 34 · 🔀 340 · 📋 220 - 59% open · ⏱️ 06.01.2022):
```
 git clone https://github.com/tensorflow/graphics
```
PyPi (📥 2.6K / month · 📦 4 · ⏱️ 03.12.2021):
```
 pip install tensorflow-graphics
```

pytorchvideo (🥉25 · ⭐ 2.2K) - A deep learning library for video understanding research. Apache-2

GitHub (👨‍💻 24 · 🔀 210 · 📋 130 - 43% open · ⏱️ 11.01.2022):
```
 git clone https://github.com/facebookresearch/pytorchvideo
```
PyPi (📥 11K / month · 📦 3 · ⏱️ 14.09.2021):
```
 pip install pytorchvideo
```

CellProfiler (🥉25 · ⭐ 640) - An open-source application for biological image analysis. BSD-3

GitHub (👨‍💻 120 · 🔀 290 · 📥 2.1K · 📦 6 · 📋 3K - 6% open · ⏱️ 05.11.2021):
```
 git clone https://github.com/CellProfiler/CellProfiler
```
PyPi (📥 590 / month · ⏱️ 04.09.2017):
```
 pip install cellprofiler
```

Image Super-Resolution (🥉24 · ⭐ 3.4K · 💤) - Super-scale your images and run experiments with.. Apache-2

GitHub (👨‍💻 10 · 🔀 580 · 📦 69 · 📋 190 - 42% open · ⏱️ 02.06.2021):
```
 git clone https://github.com/idealo/image-super-resolution
```
PyPi (📥 5.7K / month · 📦 5 · ⏱️ 08.01.2020):
```
 pip install ISR
```

Docker Hub (📥 200 · ⏱️ 01.04.2019):

 docker pull idealo/image-super-resolution-gpu

vissl (🥉24 · ⭐ 2.3K) - VISSL is FAIRs library of extensible, modular and scalable components.. MIT

GitHub (👨‍💻 30 · 🔀 220 · 📦 4 · 📋 130 - 33% open · ⏱️ 10.01.2022):
```
 git clone https://github.com/facebookresearch/vissl
```
PyPi (📥 200 / month · 📦 1 · ⏱️ 02.11.2021):
```
 pip install vissl
```

deep-daze (🥉23 · ⭐ 4K) - Simple command line tool for text to image generation using OpenAIs CLIP.. MIT

GitHub (👨‍💻 13 · 🔀 280 · 📦 32 · 📋 160 - 53% open · ⏱️ 19.10.2021):
```
 git clone https://github.com/lucidrains/deep-daze
```
PyPi (📥 18K / month · ⏱️ 19.10.2021):
```
 pip install deep-daze
```

layout-parser (🥉23 · ⭐ 2.8K) - A Unified Toolkit for Deep Learning Based Document Image.. Apache-2

GitHub (👨‍💻 7 · 🔀 260 · 📦 39 · 📋 75 - 52% open · ⏱️ 12.01.2022):
```
 git clone https://github.com/Layout-Parser/layout-parser
```
PyPi (📥 3.7K / month · 📦 1 · ⏱️ 23.09.2021):
```
 pip install layoutparser
```

Classy Vision (🥉22 · ⭐ 1.4K) - An end-to-end PyTorch framework for image and video.. MIT

GitHub (👨‍💻 67 · 🔀 240 · 📋 110 - 46% open · ⏱️ 28.12.2021):
```
 git clone https://github.com/facebookresearch/ClassyVision
```
PyPi (📥 770 / month · 📦 2 · ⏱️ 09.07.2021):
```
 pip install classy_vision
```

Conda (📥 11K · ⏱️ 11.12.2020):

 conda install -c conda-forge classy_vision

image-match (🥉20 · ⭐ 2.7K) - Quickly search over billions of images. Apache-2

GitHub (👨‍💻 19 · 🔀 380 · 📋 100 - 53% open · ⏱️ 21.09.2021):
```
 git clone https://github.com/ProvenanceLabs/image-match
```
PyPi (📥 780 / month · 📦 4 · ⏱️ 13.02.2017):
```
 pip install image_match
```

Norfair (🥉20 · ⭐ 1.2K) - Lightweight Python library for adding real-time object tracking to any.. BSD-3

GitHub (👨‍💻 9 · 🔀 97 · 📋 40 - 22% open · ⏱️ 01.10.2021):
```
 git clone https://github.com/tryolabs/norfair
```
PyPi (📥 3K / month · 📦 1 · ⏱️ 29.07.2021):
```
 pip install norfair
```

DE⫶TR (🥉18 · ⭐ 8.2K) - End-to-End Object Detection with Transformers. Apache-2

GitHub (👨‍💻 24 · 🔀 1.4K · 📋 400 - 33% open · ⏱️ 18.10.2021):
```
 git clone https://github.com/facebookresearch/detr
```

PySlowFast (🥉18 · ⭐ 4.5K) - PySlowFast: video understanding codebase from FAIR for.. Apache-2

GitHub (👨‍💻 25 · 🔀 850 · 📦 6 · 📋 480 - 50% open · ⏱️ 28.10.2021):
```
 git clone https://github.com/facebookresearch/SlowFast
```

Caer (🥉18 · ⭐ 580) - A lightweight Computer Vision library. Scale your models, not boilerplate. MIT

GitHub (👨‍💻 8 · 🔀 100 · 📥 19 · 📋 15 - 13% open · ⏱️ 13.10.2021):
```
 git clone https://github.com/jasmcaus/caer
```
PyPi (📥 3.8K / month · 📦 1 · ⏱️ 13.10.2021):
```
 pip install caer
```

pycls (🥉16 · ⭐ 1.8K) - Codebase for Image Classification Research, written in PyTorch. MIT

GitHub (👨‍💻 13 · 🔀 210 · 📦 4 · 📋 77 - 27% open · ⏱️ 19.08.2021):
```
 git clone https://github.com/facebookresearch/pycls
```

Show 11 hidden projects...

imgaug (🥇35 · ⭐ 12K · 💀) - Image augmentation for machine learning experiments. MIT
glfw (🥇35 · ⭐ 8.5K) - A multi-platform library for OpenGL, OpenGL ES, Vulkan, window and input. ❗️Zlib
Pillow-SIMD (🥈31 · ⭐ 1.7K) - The friendly PIL fork. ❗️PIL
PyTorch3D (🥉28 · ⭐ 5.5K) - PyTorch3D is FAIRs library of reusable components for.. ❗Unlicensed
chainercv (🥉27 · ⭐ 1.5K · 💀) - ChainerCV: a Library for Deep Learning in Computer Vision. MIT
segmentation_models (🥉25 · ⭐ 3.6K · 💀) - Segmentation models with pretrained backbones. Keras.. MIT
Image Deduplicator (🥉23 · ⭐ 3.9K · 💀) - Finding duplicate images made easy!. Apache-2
nude.py (🥉22 · ⭐ 830 · 💀) - Nudity detection with Python. MIT
Luminoth (🥉21 · ⭐ 2.4K · 💀) - Deep Learning toolkit for Computer Vision. BSD-3
solt (🥉16 · ⭐ 250 · 💀) - Streaming over lightweight data transformations. MIT
Torch Points 3D (🥉13 · ⭐ 1 · 📉) - Pytorch framework for doing deep learning on point.. BSD-3

Graph Data

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

networkx (🥇44 · ⭐ 10K) - Network Analysis in Python. BSD-3

GitHub (👨‍💻 560 · 🔀 2.5K · 📥 57 · 📦 95K · 📋 2.8K - 11% open · ⏱️ 12.01.2022):
```
 git clone https://github.com/networkx/networkx
```
PyPi (📥 14M / month · 📦 13K · ⏱️ 15.12.2021):
```
 pip install networkx
```
Conda (📥 5.3M · ⏱️ 26.10.2021):
```
 conda install -c conda-forge networkx
```

PyTorch Geometric (🥇35 · ⭐ 14K) - Graph Neural Network Library for PyTorch. MIT

GitHub (👨‍💻 230 · 🔀 2.3K · 📋 2.4K - 36% open · ⏱️ 12.01.2022):
```
 git clone https://github.com/rusty1s/pytorch_geometric
```
PyPi (📥 40K / month · 📦 31 · ⏱️ 22.12.2021):
```
 pip install torch-geometric
```

dgl (🥇35 · ⭐ 8.8K) - Python package built to ease deep learning on graph, on top of existing.. Apache-2

GitHub (👨‍💻 180 · 🔀 1.9K · 📋 1.3K - 22% open · ⏱️ 13.01.2022):
```
 git clone https://github.com/dmlc/dgl
```
PyPi (📥 71K / month · 📦 36 · ⏱️ 27.05.2021):
```
 pip install dgl
```

StellarGraph (🥈27 · ⭐ 2.3K) - StellarGraph - Machine Learning on Graphs. Apache-2

GitHub (👨‍💻 36 · 🔀 330 · 📦 110 · 📋 980 - 25% open · ⏱️ 29.10.2021):
```
 git clone https://github.com/stellargraph/stellargraph
```
PyPi (📥 12K / month · 📦 3 · ⏱️ 30.06.2020):
```
 pip install stellargraph
```

ogb (🥈27 · ⭐ 1.2K) - Benchmark datasets, data loaders, and evaluators for graph machine learning. MIT

GitHub (👨‍💻 18 · 🔀 250 · 📦 200 · ⏱️ 07.01.2022):
```
 git clone https://github.com/snap-stanford/ogb
```
PyPi (📥 7.1K / month · 📦 13 · ⏱️ 29.09.2021):
```
 pip install ogb
```

Paddle Graph Learning (🥈27 · ⭐ 1.2K) - Paddle Graph Learning (PGL) is an efficient and.. Apache-2

GitHub (👨‍💻 21 · 🔀 190 · 📦 23 · 📋 100 - 36% open · ⏱️ 29.12.2021):
```
 git clone https://github.com/PaddlePaddle/PGL
```
PyPi (📥 1.3K / month · 📦 2 · ⏱️ 20.12.2021):
```
 pip install pgl
```

Spektral (🥈25 · ⭐ 2K) - Graph Neural Networks with Keras and Tensorflow 2. MIT

GitHub (👨‍💻 19 · 🔀 260 · 📦 91 · 📋 200 - 18% open · ⏱️ 26.10.2021):
```
 git clone https://github.com/danielegrattarola/spektral
```
PyPi (📥 3.6K / month · 📦 2 · ⏱️ 23.08.2021):
```
 pip install spektral
```

pygraphistry (🥈25 · ⭐ 1.5K) - PyGraphistry is a Python library to quickly load, shape,.. BSD-3

GitHub (👨‍💻 19 · 🔀 150 · 📦 54 · 📋 180 - 40% open · ⏱️ 22.12.2021):
```
 git clone https://github.com/graphistry/pygraphistry
```
PyPi (📥 2.2K / month · 📦 4 · ⏱️ 07.12.2021):
```
 pip install graphistry
```

PyKEEN (🥈25 · ⭐ 660) - A Python library for learning and evaluating knowledge graph embeddings. MIT

GitHub (👨‍💻 24 · 🔀 96 · 📥 92 · 📋 340 - 33% open · ⏱️ 11.01.2022):
```
 git clone https://github.com/pykeen/pykeen
```
PyPi (📥 670 / month · 📦 3 · ⏱️ 11.01.2022):
```
 pip install pykeen
```

Node2Vec (🥈24 · ⭐ 830) - Implementation of the node2vec algorithm. MIT

GitHub (👨‍💻 9 · 🔀 190 · ⏱️ 09.10.2021):
```
 git clone https://github.com/eliorc/node2vec
```
PyPi (📥 520K / month · 📦 14 · ⏱️ 09.10.2021):
```
 pip install node2vec
```
Conda (📥 20K · ⏱️ 25.04.2020):
```
 conda install -c conda-forge node2vec
```

PyTorch-BigGraph (🥉22 · ⭐ 3K) - Generate embeddings from large-scale graph-structured.. BSD-3

GitHub (👨‍💻 24 · 🔀 400 · 📥 120 · 📋 170 - 31% open · ⏱️ 27.10.2021):
```
 git clone https://github.com/facebookresearch/PyTorch-BigGraph
```
PyPi (📥 1.2K / month · 📦 3 · ⏱️ 01.05.2019):
```
 pip install torchbiggraph
```

AmpliGraph (🥉22 · ⭐ 1.7K · 💤) - Python library for Representation Learning on Knowledge.. Apache-2

GitHub (👨‍💻 19 · 🔀 190 · 📦 17 · 📋 200 - 9% open · ⏱️ 25.05.2021):
```
 git clone https://github.com/Accenture/AmpliGraph
```
PyPi (📥 720 / month · ⏱️ 25.05.2021):
```
 pip install ampligraph
```

pytorch_geometric_temporal (🥉22 · ⭐ 1.3K) - PyTorch Geometric Temporal: Spatiotemporal Signal.. MIT

GitHub (👨‍💻 15 · 🔀 180 · 📋 74 - 6% open · ⏱️ 03.01.2022):

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

PyPi (📥 830 / month · 📦 1 · ⏱️ 31.12.2021):
```
 pip install torch-geometric-temporal
```

graph4nlp (🥉21 · ⭐ 1.2K) - Graph4nlp is the library for the easy use of Graph Neural.. Apache-2

GitHub (👨‍💻 22 · 🔀 140 · 📋 97 - 5% open · ⏱️ 27.09.2021):
```
 git clone https://github.com/graph4ai/graph4nlp
```
PyPi (📥 85 / month · ⏱️ 29.09.2021):
```
 pip install graph4nlp
```

torch-cluster (🥉20 · ⭐ 460) - PyTorch Extension Library of Optimized Graph Cluster.. MIT

GitHub (👨‍💻 19 · 🔀 88 · 📋 93 - 9% open · ⏱️ 28.12.2021):
```
 git clone https://github.com/rusty1s/pytorch_cluster
```
PyPi (📥 7.7K / month · 📦 26 · ⏱️ 01.03.2021):
```
 pip install torch-cluster
```

AutoGL (🥉19 · ⭐ 750) - An autoML framework & toolkit for machine learning on graphs. Apache-2

GitHub (👨‍💻 13 · 🔀 77 · 📋 18 - 27% open · ⏱️ 31.12.2021):
```
 git clone https://github.com/THUMNLab/AutoGL
```
PyPi (📥 35 / month · ⏱️ 23.12.2020):
```
 pip install auto-graph-learning
```

OpenKE (🥉15 · ⭐ 2.9K · 💤) - An Open-Source Package for Knowledge Embedding (KE). MIT

GitHub (👨‍💻 10 · 🔀 840 · 📋 380 - 17% open · ⏱️ 06.04.2021):
```
 git clone https://github.com/thunlp/OpenKE
```

kglib (🥉15 · ⭐ 480) - Grakn Knowledge Graph Library (ML R&D). Apache-2

GitHub (👨‍💻 7 · 🔀 86 · 📥 210 · 📋 61 - 19% open · ⏱️ 22.10.2021):
```
 git clone https://github.com/vaticle/kglib
```
PyPi (📥 89 / month · ⏱️ 19.08.2020):
```
 pip install grakn-kglib
```

GraphVite (🥉12 · ⭐ 990 · 💤) - GraphVite: A General and High-performance Graph Embedding.. Apache-2

GitHub (👨‍💻 1 · 🔀 130 · 📋 92 - 39% open · ⏱️ 14.01.2021):
```
 git clone https://github.com/DeepGraphLearning/graphvite
```
Conda (📥 4.2K · ⏱️ 19.03.2020):
```
 conda install -c milagraph graphvite
```

Show 13 hidden projects...

igraph (🥇31 · ⭐ 920) - Python interface for igraph. ❗️GPL-2.0
pygal (🥈29 · ⭐ 2.4K) - PYthon svg GrAph plotting Library. ❗️LGPL-3.0
Karate Club (🥈24 · ⭐ 1.5K) - Karate Club: An API Oriented Open-source Python Framework for.. ❗️GPL-3.0
DeepWalk (🥉21 · ⭐ 2.4K · 💀) - DeepWalk - Deep Learning for Graphs. ❗️GPL-3.0
graph-nets (🥉20 · ⭐ 5.1K · 💀) - Build Graph Nets in Tensorflow. Apache-2
DIG (🥉20 · ⭐ 1K) - A library for graph deep learning research. ❗️GPL-3.0
Sematch (🥉17 · ⭐ 370 · 💀) - semantic similarity framework for knowledge graph. Apache-2
DeepGraph (🥉17 · ⭐ 250 · 💤) - Analyze Data with Pandas-based Networks. Documentation:. BSD-3
Euler (🥉16 · ⭐ 2.7K · 💀) - A distributed graph deep learning framework. Apache-2
GraphEmbedding (🥉16 · ⭐ 2.5K · 💀) - Implementation and experiments of graph embedding.. MIT
pyRDF2Vec (🥉16 · ⭐ 140) - Python Implementation and Extension of RDF2Vec. MIT
GraphSAGE (🥉14 · ⭐ 2.6K · 💀) - Representation learning on large graphs using stochastic.. MIT
OpenNE (🥉14 · ⭐ 1.5K · 💀) - An Open-Source Package for Network Embedding (NE). MIT

Audio Data

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

espnet (🥇35 · ⭐ 4.6K) - End-to-End Speech Processing Toolkit. Apache-2

GitHub (👨‍💻 220 · 🔀 1.4K · 📥 74 · 📦 30 · 📋 1.6K - 16% open · ⏱️ 13.01.2022):
```
 git clone https://github.com/espnet/espnet
```
PyPi (📥 2.9K / month · 📦 1 · ⏱️ 31.12.2021):
```
 pip install espnet
```

librosa (🥇33 · ⭐ 4.9K) - Python library for audio and music analysis. ISC

GitHub (👨‍💻 93 · 🔀 780 · 📋 930 - 3% open · ⏱️ 12.01.2022):
```
 git clone https://github.com/librosa/librosa
```
PyPi (📥 500K / month · 📦 1.2K · ⏱️ 26.05.2021):
```
 pip install librosa
```
Conda (📥 420K · ⏱️ 26.05.2021):
```
 conda install -c conda-forge librosa
```

Magenta (🥇32 · ⭐ 17K · 💤) - Magenta: Music and Art Generation with Machine Intelligence. Apache-2

GitHub (👨‍💻 150 · 🔀 3.5K · 📦 330 · 📋 890 - 36% open · ⏱️ 30.06.2021):
```
 git clone https://github.com/magenta/magenta
```
PyPi (📥 6.6K / month · 📦 36 · ⏱️ 12.11.2020):
```
 pip install magenta
```

Pydub (🥇32 · ⭐ 5.8K · 💤) - Manipulate audio with a simple and easy high level interface. MIT

GitHub (👨‍💻 90 · 🔀 770 · 📦 10K · 📋 460 - 44% open · ⏱️ 08.06.2021):
```
 git clone https://github.com/jiaaro/pydub
```
PyPi (📥 940K / month · 📦 900 · ⏱️ 10.03.2021):
```
 pip install pydub
```
Conda (📥 20K · ⏱️ 13.03.2021):
```
 conda install -c conda-forge pydub
```

torchaudio (🥇32 · ⭐ 1.5K · 📉) - Data manipulation and transformation for audio signal.. BSD-2

GitHub (👨‍💻 150 · 🔀 370 · 📋 590 - 25% open · ⏱️ 08.01.2022):
```
 git clone https://github.com/pytorch/audio
```
PyPi (📥 240K / month · 📦 100 · ⏱️ 15.12.2021):
```
 pip install torchaudio
```

speechbrain (🥈31 · ⭐ 3.6K) - A PyTorch-based Speech Toolkit. Apache-2

GitHub (👨‍💻 140 · 🔀 640 · 📦 110 · 📋 560 - 19% open · ⏱️ 11.01.2022):
```
 git clone https://github.com/speechbrain/speechbrain
```
PyPi (📥 4.8K / month · 📦 2 · ⏱️ 20.12.2021):
```
 pip install speechbrain
```

SpeechRecognition (🥈30 · ⭐ 6K) - Speech recognition module for Python, supporting several.. BSD-3

GitHub (👨‍💻 41 · 🔀 2K · 📋 510 - 45% open · ⏱️ 14.12.2021):
```
 git clone https://github.com/Uberi/speech_recognition
```
PyPi (📥 250K / month · 📦 670 · ⏱️ 05.12.2017):
```
 pip install SpeechRecognition
```

Conda (📥 130K · ⏱️ 13.12.2021):

 conda install -c conda-forge speechrecognition

pyAudioAnalysis (🥈30 · ⭐ 4.5K) - Python Audio Analysis Library: Feature Extraction,.. Apache-2

GitHub (👨‍💻 26 · 🔀 1.1K · 📦 250 · 📋 290 - 60% open · ⏱️ 09.01.2022):
```
 git clone https://github.com/tyiannak/pyAudioAnalysis
```
PyPi (📥 14K / month · 📦 19 · ⏱️ 10.01.2022):
```
 pip install pyAudioAnalysis
```

Coqui TTS (🥈29 · ⭐ 3.5K) - - a deep learning toolkit for Text-to-Speech, battle-.. MPL-2.0

GitHub (👨‍💻 82 · 🔀 290 · 📥 63K · 📋 200 - 10% open · ⏱️ 03.01.2022):
```
 git clone https://github.com/coqui-ai/TTS
```
PyPi (📥 3.8K / month · ⏱️ 14.07.2017):
```
 pip install tts
```

audioread (🥈29 · ⭐ 390) - cross-library (GStreamer + Core Audio + MAD + FFmpeg) audio decoding.. MIT

GitHub (👨‍💻 21 · 🔀 89 · 📦 7.1K · 📋 77 - 40% open · ⏱️ 03.12.2021):
```
 git clone https://github.com/beetbox/audioread
```
PyPi (📥 470K / month · 📦 320 · ⏱️ 20.10.2020):
```
 pip install audioread
```

Conda (📥 380K · ⏱️ 08.01.2022):

 conda install -c conda-forge audioread

spleeter (🥉28 · ⭐ 18K) - Deezer source separation library including pretrained models. MIT

GitHub (👨‍💻 18 · 🔀 2K · 📥 1.4M · 📋 620 - 16% open · ⏱️ 08.12.2021):
```
 git clone https://github.com/deezer/spleeter
```
PyPi (📥 10K / month · 📦 3 · ⏱️ 03.09.2021):
```
 pip install spleeter
```
Conda (📥 62K · ⏱️ 30.06.2020):
```
 conda install -c conda-forge spleeter
```

Porcupine (🥉28 · ⭐ 2.6K) - On-device wake word detection powered by deep learning. Apache-2

GitHub (👨‍💻 30 · 🔀 380 · 📦 7 · 📋 360 - 1% open · ⏱️ 11.01.2022):
```
 git clone https://github.com/Picovoice/Porcupine
```
PyPi (📥 1.7K / month · 📦 8 · ⏱️ 21.12.2021):
```
 pip install pvporcupine
```

Madmom (🥉28 · ⭐ 850) - Python audio and music signal processing library. BSD-3

GitHub (👨‍💻 20 · 🔀 150 · 📦 180 · 📋 250 - 21% open · ⏱️ 06.01.2022):
```
 git clone https://github.com/CPJKU/madmom
```
PyPi (📥 8.8K / month · 📦 27 · ⏱️ 14.11.2018):
```
 pip install madmom
```

tinytag (🥉27 · ⭐ 500) - Read audio and music meta data and duration of MP3, OGG, OPUS, MP4, M4A,.. MIT

GitHub (👨‍💻 21 · 🔀 87 · 📦 460 · 📋 87 - 13% open · ⏱️ 17.12.2021):
```
 git clone https://github.com/devsnd/tinytag
```
PyPi (📥 14K / month · 📦 67 · ⏱️ 14.12.2021):
```
 pip install tinytag
```

DDSP (🥉26 · ⭐ 2K) - DDSP: Differentiable Digital Signal Processing. Apache-2

GitHub (👨‍💻 29 · 🔀 210 · 📦 19 · 📋 130 - 17% open · ⏱️ 21.12.2021):
```
 git clone https://github.com/magenta/ddsp
```
PyPi (📥 2.6K / month · 📦 1 · ⏱️ 24.12.2021):
```
 pip install ddsp
```

kapre (🥉25 · ⭐ 800) - kapre: Keras Audio Preprocessors. MIT

GitHub (👨‍💻 13 · 🔀 140 · 📥 19 · 📦 1.3K · 📋 93 - 11% open · ⏱️ 14.11.2021):
```
 git clone https://github.com/keunwoochoi/kapre
```
PyPi (📥 1.5K / month · 📦 14 · ⏱️ 14.11.2021):
```
 pip install kapre
```

python-soundfile (🥉25 · ⭐ 430) - SoundFile is an audio library based on libsndfile, CFFI, and.. BSD-3

GitHub (👨‍💻 23 · 🔀 59 · 📥 2.8K · 📋 160 - 38% open · ⏱️ 07.12.2021):
```
 git clone https://github.com/bastibe/python-soundfile
```
PyPi (📥 730K / month · 📦 540 · ⏱️ 27.11.2019):
```
 pip install soundfile
```

audiomentations (🥉24 · ⭐ 830) - A Python library for audio data augmentation. Inspired by.. MIT

GitHub (👨‍💻 20 · 🔀 100 · 📦 100 · 📋 91 - 27% open · ⏱️ 13.01.2022):
```
 git clone https://github.com/iver56/audiomentations
```
PyPi (📥 2.5K / month · ⏱️ 18.11.2021):
```
 pip install audiomentations
```

DeepSpeech (🥉22 · ⭐ 18K) - DeepSpeech is an open source embedded (offline, on-device).. MPL-2.0

GitHub (👨‍💻 140 · 🔀 3.3K):

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

PyPi (📥 8.6K / month · 📦 35 · ⏱️ 19.12.2020):
```
 pip install deepspeech
```

TTS (🥉22 · ⭐ 5.5K · 💤) - Deep learning for Text to Speech (Discussion forum:.. MPL-2.0

GitHub (👨‍💻 56 · 🔀 860 · 📥 1.6K · 📋 520 - 2% open · ⏱️ 12.02.2021):
```
 git clone https://github.com/mozilla/TTS
```

nnAudio (🥉21 · ⭐ 640) - Audio processing by using pytorch 1D convolution network. MIT

GitHub (👨‍💻 13 · 🔀 61 · 📦 39 · 📋 48 - 22% open · ⏱️ 24.12.2021):
```
 git clone https://github.com/KinWaiCheuk/nnAudio
```
PyPi (📥 850 / month · 📦 1 · ⏱️ 24.12.2021):
```
 pip install nnAudio
```

Show 6 hidden projects...

aubio (🥈29 · ⭐ 2.6K) - a library for audio and music analysis. ❗️GPL-3.0
Essentia (🥉28 · ⭐ 2K) - C++ library for audio and music analysis, description and.. ❗️AGPL-3.0
python_speech_features (🥉24 · ⭐ 2K · 💀) - This library provides common speech features for ASR.. MIT
Dejavu (🥉22 · ⭐ 5.6K · 💀) - Audio fingerprinting and recognition in Python. MIT
Muda (🥉19 · ⭐ 200 · 💤) - A library for augmenting annotated audio data. ISC
Julius (🥉16 · ⭐ 250) - Fast PyTorch based DSP for audio and 1D signals. MIT

Geospatial Data

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

pydeck (🥇42 · ⭐ 9.4K) - WebGL2 powered visualization framework. MIT

GitHub (👨‍💻 190 · 🔀 1.7K · 📦 3.4K · 📋 2.3K - 5% open · ⏱️ 13.01.2022):
```
 git clone https://github.com/visgl/deck.gl
```
PyPi (📥 620K / month · 📦 15 · ⏱️ 25.10.2021):
```
 pip install pydeck
```
Conda (📥 65K · ⏱️ 26.10.2021):
```
 conda install -c conda-forge pydeck
```
npm (📥 200K / month · 📦 380 · ⏱️ 30.12.2021):
```
 npm install deck.gl
```

Shapely (🥇38 · ⭐ 2.6K) - Manipulation and analysis of geometric objects. BSD-3

GitHub (👨‍💻 130 · 🔀 440 · 📦 25K · 📋 820 - 17% open · ⏱️ 13.01.2022):
```
 git clone https://github.com/Toblerity/Shapely
```
PyPi (📥 5.5M / month · 📦 3.6K · ⏱️ 25.10.2021):
```
 pip install shapely
```
Conda (📥 3.1M · ⏱️ 20.11.2021):
```
 conda install -c conda-forge shapely
```

Rasterio (🥇37 · ⭐ 1.7K) - Rasterio reads and writes geospatial raster datasets. BSD-3

GitHub (👨‍💻 120 · 🔀 460 · 📥 740 · 📦 4.2K · 📋 1.5K - 9% open · ⏱️ 06.01.2022):
```
 git clone https://github.com/mapbox/rasterio
```
PyPi (📥 620K / month · 📦 730 · ⏱️ 15.10.2021):
```
 pip install rasterio
```
Conda (📥 1.4M · ⏱️ 04.01.2022):
```
 conda install -c conda-forge rasterio
```

folium (🥈36 · ⭐ 5.6K) - Python Data. Leaflet.js Maps. MIT

GitHub (👨‍💻 130 · 🔀 2K · 📦 14K · 📋 920 - 22% open · ⏱️ 08.01.2022):
```
 git clone https://github.com/python-visualization/folium
```
PyPi (📥 680K / month · 📦 630 · ⏱️ 19.11.2021):
```
 pip install folium
```
Conda (📥 500K · ⏱️ 03.12.2021):
```
 conda install -c conda-forge folium
```

GeoPandas (🥈36 · ⭐ 2.9K) - Python tools for geographic data. BSD-3

GitHub (👨‍💻 160 · 🔀 660 · 📥 1.4K · 📦 12K · 📋 1.3K - 32% open · ⏱️ 12.01.2022):
```
 git clone https://github.com/geopandas/geopandas
```
PyPi (📥 1.8M / month · 📦 1.1K · ⏱️ 16.10.2021):
```
 pip install geopandas
```

Conda (📥 1.3M · ⏱️ 01.12.2021):

 conda install -c conda-forge geopandas

pyproj (🥈35 · ⭐ 700) - Python interface to PROJ (cartographic projections and coordinate.. MIT

GitHub (👨‍💻 45 · 🔀 170 · 📦 12K · 📋 460 - 1% open · ⏱️ 12.01.2022):
```
 git clone https://github.com/pyproj4/pyproj
```
PyPi (📥 3.5M / month · 📦 1.6K · ⏱️ 18.11.2021):
```
 pip install pyproj
```
Conda (📥 2.8M · ⏱️ 03.01.2022):
```
 conda install -c conda-forge pyproj
```

geopy (🥈33 · ⭐ 3.5K) - Geocoding library for Python. MIT

GitHub (👨‍💻 120 · 🔀 560 · 📦 32K · 📋 250 - 9% open · ⏱️ 26.09.2021):
```
 git clone https://github.com/geopy/geopy
```
PyPi (📥 2.8M / month · 📦 3.9K · ⏱️ 11.07.2021):
```
 pip install geopy
```
Conda (📥 640K · ⏱️ 12.07.2021):
```
 conda install -c conda-forge geopy
```

ipyleaflet (🥈32 · ⭐ 1.2K) - A Jupyter - Leaflet.js bridge. MIT

GitHub (👨‍💻 73 · 🔀 320 · 📦 1.4K · 📋 470 - 38% open · ⏱️ 22.12.2021):
```
 git clone https://github.com/jupyter-widgets/ipyleaflet
```
PyPi (📥 43K / month · 📦 100 · ⏱️ 06.12.2021):
```
 pip install ipyleaflet
```

Conda (📥 790K · ⏱️ 09.12.2021):

 conda install -c conda-forge ipyleaflet

npm (📥 36K / month · 📦 2 · ⏱️ 06.12.2021):
```
 npm install jupyter-leaflet
```

Fiona (🥈32 · ⭐ 880) - Fiona reads and writes geographic data files. BSD-3

GitHub (👨‍💻 65 · 🔀 180 · 📦 7.5K · 📋 650 - 12% open · ⏱️ 28.12.2021):
```
 git clone https://github.com/Toblerity/Fiona
```
PyPi (📥 2M / month · 📦 770 · ⏱️ 31.05.2021):
```
 pip install fiona
```
Conda (📥 2.5M · ⏱️ 01.12.2021):
```
 conda install -c conda-forge fiona
```

ArcGIS API (🥉29 · ⭐ 1.2K) - Documentation and samples for ArcGIS API for Python. Apache-2

GitHub (👨‍💻 74 · 🔀 830 · 📥 1.4K · 📋 400 - 27% open · ⏱️ 12.01.2022):
```
 git clone https://github.com/Esri/arcgis-python-api
```
PyPi (📥 48K / month · 📦 18 · ⏱️ 04.10.2021):
```
 pip install arcgis
```

Docker Hub (📥 5.5K · ⭐ 33 · ⏱️ 05.10.2021):

 docker pull esridocker/arcgis-api-python-notebook

geojson (🥉29 · ⭐ 680) - Python bindings and utilities for GeoJSON. BSD-3

GitHub (👨‍💻 46 · 🔀 89 · 📦 8.4K · 📋 79 - 26% open · ⏱️ 03.01.2022):
```
 git clone https://github.com/jazzband/geojson
```
PyPi (📥 520K / month · 📦 1.1K · ⏱️ 09.08.2019):
```
 pip install geojson
```
Conda (📥 470K · ⏱️ 11.08.2019):
```
 conda install -c conda-forge geojson
```

GeoViews (🥉26 · ⭐ 390) - Simple, concise geographical visualization in Python. BSD-3

GitHub (👨‍💻 25 · 🔀 69 · 📋 300 - 35% open · ⏱️ 25.12.2021):
```
 git clone https://github.com/holoviz/geoviews
```
PyPi (📥 8.8K / month · 📦 25 · ⏱️ 25.12.2021):
```
 pip install geoviews
```
Conda (📥 90K · ⏱️ 13.01.2022):
```
 conda install -c conda-forge geoviews
```

EarthPy (🥉26 · ⭐ 320) - A package built to support working with spatial data using open source.. BSD-3

GitHub (👨‍💻 40 · 🔀 120 · 📦 120 · 📋 220 - 7% open · ⏱️ 20.12.2021):
```
 git clone https://github.com/earthlab/earthpy
```
PyPi (📥 5.7K / month · 📦 7 · ⏱️ 01.10.2021):
```
 pip install earthpy
```
Conda (📥 40K · ⏱️ 04.10.2021):
```
 conda install -c conda-forge earthpy
```

PySAL (🥉25 · ⭐ 950) - PySAL: Python Spatial Analysis Library Meta-Package. BSD-3

GitHub (👨‍💻 74 · 🔀 270 · 📋 600 - 1% open · ⏱️ 18.10.2021):
```
 git clone https://github.com/pysal/pysal
```
PyPi (📥 23K / month · 📦 30 · ⏱️ 01.08.2021):
```
 pip install pysal
```
Conda (📥 430K · ⏱️ 02.08.2021):
```
 conda install -c conda-forge pysal
```

Mapbox GL (🥉24 · ⭐ 590 · 💤) - Use Mapbox GL JS to visualize data in a Python Jupyter notebook. MIT

GitHub (👨‍💻 21 · 🔀 130 · 📦 120 · 📋 100 - 34% open · ⏱️ 19.04.2021):
```
 git clone https://github.com/mapbox/mapboxgl-jupyter
```
PyPi (📥 13K / month · 📦 14 · ⏱️ 02.06.2019):
```
 pip install mapboxgl
```

Show 6 hidden projects...

Geocoder (🥈33 · ⭐ 1.4K · 💀) - Python Geocoder. MIT
Satpy (🥉30 · ⭐ 790) - Python package for earth-observing satellite data processing. ❗️GPL-3.0
Sentinelsat (🥉29 · ⭐ 700) - Search and download Copernicus Sentinel satellite images. ❗️GPL-3.0
gmaps (🥉24 · ⭐ 730 · 💀) - Google maps for Jupyter notebooks. BSD-3
pymap3d (🥉23 · ⭐ 220) - pure-Python (Numpy optional) 3D coordinate conversions for geospace ecef.. BSD-2
geoplotlib (🥉21 · ⭐ 950 · 💀) - python toolbox for visualizing geographical data and making maps. MIT

Financial Data

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

yfinance (🥇36 · ⭐ 6.3K) - Download market data from Yahoo! Finances API. Apache-2

GitHub (👨‍💻 51 · 🔀 1.5K · 📦 8.9K · 📋 720 - 55% open · ⏱️ 12.01.2022):
```
 git clone https://github.com/ranaroussi/yfinance
```
PyPi (📥 280K / month · 📦 120 · ⏱️ 12.01.2022):
```
 pip install yfinance
```
Conda (📥 24K · ⏱️ 10.07.2021):
```
 conda install -c ranaroussi yfinance
```

Qlib (🥇30 · ⭐ 7.8K) - Qlib is an AI-oriented quantitative investment platform, which aims to.. MIT

GitHub (👨‍💻 78 · 🔀 1.3K · 📥 270 · 📦 9 · 📋 420 - 32% open · ⏱️ 13.01.2022):
```
 git clone https://github.com/microsoft/qlib
```
PyPi (📥 3K / month · ⏱️ 07.12.2021):
```
 pip install pyqlib
```

ta (🥇30 · ⭐ 2.7K) - Technical Analysis Library using Pandas and Numpy. MIT

GitHub (👨‍💻 24 · 🔀 650 · 📦 940 · 📋 200 - 53% open · ⏱️ 09.01.2022):
```
 git clone https://github.com/bukosabino/ta
```
PyPi (📥 52K / month · 📦 27 · ⏱️ 09.01.2022):
```
 pip install ta
```

IB-insync (🥈29 · ⭐ 1.7K) - Python sync/async framework for Interactive Brokers API. BSD-2

GitHub (👨‍💻 29 · 🔀 460 · 📋 360 - 1% open · ⏱️ 06.01.2022):
```
 git clone https://github.com/erdewit/ib_insync
```
PyPi (📥 8.9K / month · 📦 19 · ⏱️ 28.11.2021):
```
 pip install ib_insync
```

Conda (📥 14K · ⏱️ 29.11.2021):

 conda install -c conda-forge ib-insync

Alpha Vantage (🥈28 · ⭐ 3.6K · 💤) - A python wrapper for Alpha Vantage API for financial data. MIT

GitHub (👨‍💻 39 · 🔀 630 · 📋 260 - 5% open · ⏱️ 14.06.2021):
```
 git clone https://github.com/RomelTorres/alpha_vantage
```
PyPi (📥 31K / month · 📦 100 · ⏱️ 26.08.2018):
```
 pip install alpha_vantage
```

TensorTrade (🥉26 · ⭐ 3.7K) - An open source reinforcement learning framework for training,.. Apache-2

GitHub (👨‍💻 58 · 🔀 830 · 📦 29 · 📋 200 - 12% open · ⏱️ 04.01.2022):
```
 git clone https://github.com/tensortrade-org/tensortrade
```
PyPi (📥 950 / month · 📦 1 · ⏱️ 10.05.2021):
```
 pip install tensortrade
```

Enigma Catalyst (🥉26 · ⭐ 2.3K) - An Algorithmic Trading Library for Crypto-Assets in Python. Apache-2

GitHub (👨‍💻 150 · 🔀 680 · 📦 23 · 📋 480 - 25% open · ⏱️ 22.09.2021):
```
 git clone https://github.com/enigmampc/catalyst
```
PyPi (📥 1.3K / month · 📦 2 · ⏱️ 11.11.2018):
```
 pip install enigma-catalyst
```

stockstats (🥉26 · ⭐ 930) - Supply a wrapper ``StockDataFrame`` based on the.. BSD-3

GitHub (👨‍💻 8 · 🔀 250 · 📦 380 · 📋 79 - 3% open · ⏱️ 07.01.2022):
```
 git clone https://github.com/jealous/stockstats
```
PyPi (📥 11K / month · 📦 29 · ⏱️ 07.01.2022):
```
 pip install stockstats
```

bt (🥉25 · ⭐ 1.3K · 💤) - bt - flexible backtesting for Python. MIT

GitHub (👨‍💻 24 · 🔀 290 · 📦 91 · 📋 270 - 17% open · ⏱️ 15.05.2021):
```
 git clone https://github.com/pmorissette/bt
```
PyPi (📥 6.2K / month · 📦 21 · ⏱️ 21.04.2021):
```
 pip install bt
```

ffn (🥉24 · ⭐ 1.1K · 💤) - ffn - a financial function library for Python. MIT

GitHub (👨‍💻 26 · 🔀 200 · 📦 160 · 📋 96 - 16% open · ⏱️ 24.04.2021):
```
 git clone https://github.com/pmorissette/ffn
```
PyPi (📥 27K / month · 📦 25 · ⏱️ 21.04.2021):
```
 pip install ffn
```

Crypto Signals (🥉21 · ⭐ 3.7K · 💤) - Github.com/CryptoSignal - #1 Quant Trading & Technical.. MIT

GitHub (👨‍💻 28 · 🔀 990 · 📋 250 - 21% open · ⏱️ 28.06.2021):
```
 git clone https://github.com/CryptoSignal/crypto-signal
```
Docker Hub (📥 140K · ⭐ 7 · ⏱️ 03.09.2020):
```
 docker pull shadowreaver/crypto-signal
```

tf-quant-finance (🥉21 · ⭐ 2.9K) - High-performance TensorFlow library for quantitative.. Apache-2

GitHub (👨‍💻 36 · 🔀 400 · 📋 38 - 50% open · ⏱️ 12.01.2022):
```
 git clone https://github.com/google/tf-quant-finance
```
PyPi (📥 590 / month · 📦 2 · ⏱️ 07.01.2022):
```
 pip install tf-quant-finance
```

finmarketpy (🥉20 · ⭐ 2.8K) - Python library for backtesting trading strategies & analyzing.. Apache-2

GitHub (👨‍💻 14 · 🔀 450 · 📥 40 · 📦 4 · 📋 26 - 88% open · ⏱️ 07.10.2021):
```
 git clone https://github.com/cuemacro/finmarketpy
```
PyPi (📥 110 / month · ⏱️ 07.10.2021):
```
 pip install finmarketpy
```

Show 10 hidden projects...

zipline (🥇33 · ⭐ 15K · 💀) - Zipline, a Pythonic Algorithmic Trading Library. Apache-2
pyfolio (🥇30 · ⭐ 4.2K · 💀) - Portfolio and risk analytics in Python. Apache-2
arch (🥈29 · ⭐ 850) - ARCH models in Python. ❗️NCSA
backtrader (🥈28 · ⭐ 8K) - Python Backtesting library for trading strategies. ❗️GPL-3.0
Alphalens (🥉27 · ⭐ 2.2K · 💀) - Performance analysis of predictive (alpha) stock factors. Apache-2
empyrical (🥉26 · ⭐ 880 · 💀) - Common financial risk and performance metrics. Used by zipline.. Apache-2
PyAlgoTrade (🥉25 · ⭐ 3.6K · 💀) - Python Algorithmic Trading Library. Apache-2
FinTA (🥉22 · ⭐ 1.4K) - Common financial technical indicators implemented in Pandas. ❗️LGPL-3.0
Backtesting.py (🥉20 · ⭐ 2K) - Backtest trading strategies in Python. ❗️AGPL-3.0
surpriver (🥉12 · ⭐ 1.4K · 💀) - Find big moving stocks before they move using machine.. ❗️GPL-3.0

Time Series Data

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

sktime (🥇33 · ⭐ 4.8K) - A unified framework for machine learning with time series. BSD-3

GitHub (👨‍💻 140 · 🔀 720 · 📥 64 · 📦 320 · 📋 870 - 34% open · ⏱️ 12.01.2022):
```
 git clone https://github.com/alan-turing-institute/sktime
```
PyPi (📥 120K / month · 📦 19 · ⏱️ 08.12.2021):
```
 pip install sktime
```

Prophet (🥇32 · ⭐ 14K) - Tool for producing high quality forecasts for time series data that has.. MIT

GitHub (👨‍💻 140 · 🔀 3.9K · 📥 640 · 📋 1.7K - 9% open · ⏱️ 07.01.2022):
```
 git clone https://github.com/facebook/prophet
```
PyPi (📥 1.1M / month · 📦 120 · ⏱️ 05.09.2020):
```
 pip install fbprophet
```

tsfresh (🥇31 · ⭐ 6.1K) - Automatic extraction of relevant features from time series:. MIT

GitHub (👨‍💻 82 · 🔀 960 · 📋 480 - 8% open · ⏱️ 21.12.2021):
```
 git clone https://github.com/blue-yonder/tsfresh
```
PyPi (📥 260K / month · 📦 55 · ⏱️ 21.12.2021):
```
 pip install tsfresh
```
Conda (📥 81K · ⏱️ 21.12.2021):
```
 conda install -c conda-forge tsfresh
```

tslearn (🥇31 · ⭐ 2K) - A machine learning toolkit dedicated to time-series data. BSD-2

GitHub (👨‍💻 36 · 🔀 250 · 📦 380 · 📋 250 - 28% open · ⏱️ 06.12.2021):
```
 git clone https://github.com/tslearn-team/tslearn
```
PyPi (📥 71K / month · 📦 19 · ⏱️ 16.08.2021):
```
 pip install tslearn
```
Conda (📥 250K · ⏱️ 16.08.2021):
```
 conda install -c conda-forge tslearn
```

pmdarima (🥇31 · ⭐ 1.1K) - A statistical library designed to fill the void in Pythons time series.. MIT

GitHub (👨‍💻 19 · 🔀 190 · 📦 1.7K · 📋 260 - 8% open · ⏱️ 04.01.2022):
```
 git clone https://github.com/alkaline-ml/pmdarima
```
PyPi (📥 930K / month · 📦 44 · ⏱️ 05.11.2021):
```
 pip install pmdarima
```

pytorch-forecasting (🥈29 · ⭐ 1.6K) - Time series forecasting with PyTorch. MIT

GitHub (👨‍💻 29 · 🔀 240 · 📋 370 - 37% open · ⏱️ 12.01.2022):
```
 git clone https://github.com/jdb78/pytorch-forecasting
</
```

ml-tooling / best-of-ml-python Public

README.md

Best-of Machine Learning with Python

Contents

Explanation

Machine Learning Frameworks

Data Visualization

Text Data & NLP

Image Data

Graph Data

Audio Data

Geospatial Data

Financial Data

Time Series Data

ml-tooling / best-of-ml-python Public

Latest commit

Git stats

Files

README.md

Best-of Machine Learning with Python

Contents

Explanation

Machine Learning Frameworks

Data Visualization

Text Data & NLP

Image Data

Graph Data

Audio Data

Geospatial Data

Financial Data

Time Series Data