This curated list contains 900 awesome open-source projects with a total of 3.4M stars grouped into 34 categories. All projects are ranked by a project-quality score, which is calculated based on various metrics automatically collected from GitHub and different package managers. If you like to add or update projects, feel free to open an issue, submit a pull request, or directly edit the projects.yaml. Contributions are very welcome!
Contents
- Machine Learning Frameworks 57 projects
- Data Visualization 54 projects
- Text Data & NLP 99 projects
- Image Data 64 projects
- Graph Data 36 projects
- Audio Data 29 projects
- Geospatial Data 22 projects
- Financial Data 25 projects
- Time Series Data 28 projects
- Medical Data 19 projects
- Tabular Data 5 projects
- Optical Character Recognition 12 projects
- Data Containers & Structures 1 projects
- Data Loading & Extraction 1 projects
- Web Scraping & Crawling 1 projects
- Data Pipelines & Streaming 1 projects
- Distributed Machine Learning 36 projects
- Hyperparameter Optimization & AutoML 52 projects
- Reinforcement Learning 23 projects
- Recommender Systems 17 projects
- Privacy Machine Learning 7 projects
- Workflow & Experiment Tracking 39 projects
- Model Serialization & Deployment 20 projects
- Model Interpretability 54 projects
- Vector Similarity Search (ANN) 12 projects
- Probabilistics & Statistics 23 projects
- Adversarial Robustness 9 projects
- GPU & Accelerator Utilities 20 projects
- Tensorflow Utilities 16 projects
- Jax Utilities 3 projects
- Sklearn Utilities 19 projects
- Pytorch Utilities 32 projects
- Database Clients 1 projects
- Others 65 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 projectsTensorflow related project
Sklearn related project
PyTorch related project
MxNet related project
Apache Spark related project
Jupyter related project
PaddlePaddle related project
Pandas related project
Jax related project
Machine Learning Frameworks
General-purpose machine learning and deep learning frameworks.
scikit-learn (🥇 51 · ⭐ 51K) - scikit-learn: machine learning in Python. BSD-3

XGBoost (🥇 44 · ⭐ 23K) - Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT or.. Apache-2
StatsModels (🥇 42 · ⭐ 7.6K · 📉 ) - Statsmodels: statistical modeling and econometrics in Python. BSD-3
PaddlePaddle (🥈 41 · ⭐ 19K) - PArallel Distributed Deep LEarning: Machine Learning.. Apache-2

LightGBM (🥈 41 · ⭐ 14K) - A fast, distributed, high performance gradient boosting (GBT, GBDT, GBRT,.. MIT
pytorch-lightning (🥈 40 · ⭐ 20K · 📈 ) - The most intuitive, flexible, way for researchers, ML.. Apache-2

Jina (🥈 39 · ⭐ 15K) - Build cross-modal and multimodal applications on the cloud. Apache-2
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GitHub (
👨💻 150 ·🔀 1.9K ·📦 330 ·📋 1.6K - 3% open ·⏱️ 03.08.2022):git clone https://github.com/jina-ai/jina
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PyPi (
📥 72K / month ·📦 2 ·⏱️ 06.07.2022):pip install jina
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Conda (
📥 16K ·⏱️ 03.08.2022):conda install -c conda-forge jina-core
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Docker Hub (
📥 1.1M ·⭐ 7 ·⏱️ 03.08.2022):docker pull jinaai/jina
Catboost (🥈 39 · ⭐ 6.7K) - A fast, scalable, high performance Gradient Boosting on Decision.. Apache-2
Theano (🥈 37 · ⭐ 9.6K · 💤 ) - Theano was a Python library that allows you to define, optimize, and.. BSD-3
Thinc (🥈 37 · ⭐ 2.6K) - A refreshing functional take on deep learning, compatible with your favorite.. MIT
Tensorflow (🥈 35 · ⭐ 170K · 📉 ) - An Open Source Machine Learning Framework for Everyone. Apache-2

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GitHub (
👨💻 880 ·🔀 87K):git clone https://github.com/tensorflow/tensorflow
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PyPi (
📥 14M / month ·📦 14K ·⏱️ 23.05.2022):pip install tensorflow
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Conda (
📥 3.5M ·⏱️ 20.07.2022):conda install -c conda-forge tensorflow
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Docker Hub (
📥 67M ·⭐ 2K ·⏱️ 04.08.2022):docker pull tensorflow/tensorflow
Vowpal Wabbit (🥈 35 · ⭐ 8K) - Vowpal Wabbit is a machine learning system which pushes the.. BSD-3
Turi Create (🥉 32 · ⭐ 11K · 💤 ) - Turi Create simplifies the development of custom machine.. BSD-3
tensorpack (🥉 32 · ⭐ 6.2K) - A Neural Net Training Interface on TensorFlow, with focus.. Apache-2

tensorflow-upstream (🥉 32 · ⭐ 600) - TensorFlow ROCm port. Apache-2

Neural Network Libraries (🥉 29 · ⭐ 2.6K) - Neural Network Libraries. Apache-2
Neural Tangents (🥉 28 · ⭐ 1.8K) - Fast and Easy Infinite Neural Networks in Python. Apache-2
mace (🥉 23 · ⭐ 4.7K) - MACE is a deep learning inference framework optimized for mobile.. Apache-2
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GitHub (
👨💻 64 ·🔀 800 ·📥 1.4K ·📋 670 - 7% open ·⏱️ 30.05.2022):git clone https://github.com/XiaoMi/mace
ThunderSVM (🥉 20 · ⭐ 1.4K) - ThunderSVM: A Fast SVM Library on GPUs and CPUs. Apache-2
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 (
🥉 30 ·⭐ 9.2K) - In-Database Machine Learning.❗️GPL-3.0
- NuPIC (
🥉 28 ·⭐ 6.3K ·💀 ) - Numenta Platform for Intelligent Computing is an implementation..❗️AGPL-3.0
- Lasagne (
🥉 28 ·⭐ 3.8K ·💀 ) - Lightweight library to build and train neural networks in Theano.MIT
- SHOGUN (
🥉 26 ·⭐ 2.9K ·💀 ) - Unified and efficient Machine Learning.BSD-3
- NeuPy (
🥉 24 ·⭐ 710 ·💀 ) - 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
- Torchbearer (
🥉 21 ·⭐ 630 ·💀 ) - torchbearer: A model fitting library for PyTorch.MIT
- ThunderGBM (
🥉 17 ·⭐ 630 ·💀 ) - ThunderGBM: Fast GBDTs and Random Forests on GPUs.Apache-2
- StarSpace (
🥉 16 ·⭐ 3.8K ·💀 ) - Learning embeddings for classification, retrieval and ranking.MIT
Data Visualization
General-purpose and task-specific data visualization libraries.
Matplotlib (🥇 49 · ⭐ 16K) - matplotlib: plotting with Python. Python-2.0
Plotly (🥇 42 · ⭐ 12K) - The interactive graphing library for Python (includes Plotly Express). MIT
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GitHub (
👨💻 200 ·🔀 2.2K ·📦 11 ·📋 2.4K - 49% open ·⏱️ 27.07.2022):git clone https://github.com/plotly/plotly.py
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PyPi (
📥 8.1M / month ·📦 4.1K ·⏱️ 24.06.2022):pip install plotly
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Conda (
📥 2.9M ·⏱️ 24.06.2022):conda install -c conda-forge plotly
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npm (
📥 47K / month ·📦 4 ·⏱️ 12.01.2021):npm install plotlywidget
dash (🥇 39 · ⭐ 17K) - Analytical Web Apps for Python, R, Julia, and Jupyter. No JavaScript Required. MIT
pandas-profiling (🥈 38 · ⭐ 9.3K) - Create HTML profiling reports from pandas DataFrame.. MIT


HoloViews (🥈 34 · ⭐ 2.2K) - With Holoviews, your data visualizes itself. BSD-3

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GitHub (
👨💻 120 ·🔀 360 ·📋 2.8K - 31% open ·⏱️ 26.07.2022):git clone https://github.com/holoviz/holoviews
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PyPi (
📥 370K / month ·📦 220 ·⏱️ 07.07.2022):pip install holoviews
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Conda (
📥 820K ·⏱️ 07.07.2022):conda install -c conda-forge holoviews
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npm (
📥 920 / month ·⏱️ 24.05.2020):npm install @pyviz/jupyterlab_pyviz
Perspective (🥈 32 · ⭐ 4.8K) - A data visualization and analytics component, especially.. Apache-2

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GitHub (
👨💻 72 ·🔀 490 ·📦 270 ·📋 550 - 15% open ·⏱️ 02.08.2022):git clone https://github.com/finos/perspective
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PyPi (
📥 3.3K / month ·📦 9 ·⏱️ 06.06.2022):pip install perspective-python
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Conda (
📥 110K ·⏱️ 20.07.2022):conda install -c conda-forge perspective
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npm (
📥 1.4K / month ·⏱️ 02.08.2022):npm install @finos/perspective-jupyterlab
datashader (🥈 32 · ⭐ 2.8K) - Quickly and accurately render even the largest data. BSD-3
D-Tale (🥈 30 · ⭐ 3.6K) - Visualizer for pandas data structures. ❗️LGPL-2.1


bqplot (🥈 30 · ⭐ 3.3K) - Plotting library for IPython/Jupyter notebooks. Apache-2

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GitHub (
👨💻 59 ·🔀 460 ·📦 34 ·📋 590 - 38% open ·⏱️ 25.07.2022):git clone https://github.com/bqplot/bqplot
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PyPi (
📥 100K / month ·📦 92 ·⏱️ 11.02.2022):pip install bqplot
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Conda (
📥 1M ·⏱️ 11.02.2022):conda install -c conda-forge bqplot
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npm (
📥 9.9K / month ·📦 10 ·⏱️ 11.02.2022):npm install bqplot
mpld3 (🥈 30 · ⭐ 2.2K) - D3 Renderings of Matplotlib Graphics. BSD-3
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GitHub (
👨💻 51 ·🔀 350 ·📦 27 ·📋 360 - 59% open ·⏱️ 03.08.2022):git clone https://github.com/mpld3/mpld3
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PyPi (
📥 260K / month ·📦 400 ·⏱️ 27.05.2022):pip install mpld3
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Conda (
📥 150K ·⏱️ 27.05.2022):conda install -c conda-forge mpld3
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npm (
📥 510 / month ·📦 4 ·⏱️ 27.05.2022):npm install mpld3
data-validation (🥉 29 · ⭐ 660) - Library for exploring and validating machine learning.. Apache-2


hvPlot (🥉 29 · ⭐ 600) - A high-level plotting API for pandas, dask, xarray, and networkx built on.. BSD-3
pythreejs (🥉 28 · ⭐ 820 · 💤 ) - A Jupyter - Three.js bridge. BSD-3

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GitHub (
👨💻 29 ·🔀 180 ·📦 21 ·📋 220 - 32% open ·⏱️ 06.12.2021):git clone https://github.com/jupyter-widgets/pythreejs
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PyPi (
📥 84K / month ·📦 38 ·⏱️ 26.02.2021):pip install pythreejs
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Conda (
📥 400K ·⏱️ 02.03.2021):conda install -c conda-forge pythreejs
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npm (
📥 4K / month ·📦 7 ·⏱️ 26.02.2021):npm install jupyter-threejs
HyperTools (🥉 25 · ⭐ 1.7K) - A Python toolbox for gaining geometric insights into high-dimensional.. MIT
Sweetviz (🥉 23 · ⭐ 2.1K) - Visualize and compare datasets, target values and associations, with one.. MIT
AutoViz (🥉 23 · ⭐ 850) - Automatically Visualize any dataset, any size with a single line of.. Apache-2
python-ternary (🥉 22 · ⭐ 580) - Ternary plotting library for python with matplotlib. MIT
Plotly-Resampler (🥉 22 · ⭐ 470) - Visualize large time series data with plotly.py. MIT
Pandas-Bokeh (🥉 21 · ⭐ 790) - Bokeh Plotting Backend for Pandas and GeoPandas. MIT

Show 15 hidden projects...
- cartopy (
🥈 31 ·⭐ 1.1K) - Cartopy - a cartographic python library with matplotlib support.❗️LGPL-3.0
- Cufflinks (
🥉 29 ·⭐ 2.6K ·💀 ) - Productivity Tools for Plotly + Pandas.MIT
- Facets Overview (
🥉 27 ·⭐ 7K ·💀 ) - Visualizations for machine learning datasets.Apache-2
- Chartify (
🥉 25 ·⭐ 3.2K ·💀 ) - Python library that makes it easy for data scientists to create..Apache-2
- Multicore-TSNE (
🥉 24 ·⭐ 1.7K ·💀 ) - Parallel t-SNE implementation with Python and Torch..BSD-3
- PandasGUI (
🥉 22 ·⭐ 2.7K) - A GUI for Pandas DataFrames.❗️MIT-0
- PDPbox (
🥉 22 ·⭐ 700 ·💀 ) - python partial dependence plot toolbox.MIT
- pivottablejs (
🥉 21 ·⭐ 470 ·💀 ) - Dragndrop Pivot Tables and Charts for Jupyter/IPython..MIT
- ivis (
🥉 19 ·⭐ 270) - Dimensionality reduction in very large datasets using Siamese..Apache-2
- animatplot (
🥉 17 ·⭐ 390 ·💀 ) - A python package for animating plots build on matplotlib.MIT
- data-describe (
🥉 17 ·⭐ 300 ·💤 ) - datadescribe: Pythonic EDA Accelerator for Data Science.Apache-2
- vegafusion (
🥉 17 ·⭐ 93) - Serverside acceleration for the Vega visualization grammar.❗️AGPL-3.0
- pdvega (
🥉 16 ·⭐ 340 ·💀 ) - Interactive plotting for Pandas using Vega-Lite.MIT
- nx-altair (
🥉 16 ·⭐ 200 ·💀 ) - Draw interactive NetworkX graphs with Altair.MIT
- nptsne (
🥉 12 ·⭐ 29 ·💀 ) - 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 (🥇 49 · ⭐ 68K) - Transformers: State-of-the-art Machine Learning for.. Apache-2


nltk (🥇 43 · ⭐ 11K · 📉 ) - Suite of libraries and programs for symbolic and statistical natural.. Apache-2
gensim (🥇 40 · ⭐ 13K · 📉 ) - Topic Modelling for Humans. ❗️LGPL-2.1
flair (🥇 39 · ⭐ 12K) - A very simple framework for state-of-the-art Natural Language Processing.. MIT

sentence-transformers (🥇 38 · ⭐ 8.2K) - Multilingual Sentence & Image Embeddings with BERT. Apache-2

sentencepiece (🥇 36 · ⭐ 6.1K) - Unsupervised text tokenizer for Neural Network-based text.. Apache-2
Tokenizers (🥈 32 · ⭐ 5.8K) - Fast State-of-the-Art Tokenizers optimized for Research and.. Apache-2
haystack (🥈 31 · ⭐ 5.1K) - Haystack is an open source NLP framework that leverages pre-trained.. Apache-2
TensorFlow Text (🥈 31 · ⭐ 970) - Making text a first-class citizen in TensorFlow. Apache-2

DeepPavlov (🥈 30 · ⭐ 5.8K) - An open source library for deep learning end-to-end dialog.. Apache-2

fastNLP (🥈 30 · ⭐ 2.7K) - fastNLP: A Modularized and Extensible NLP Framework. Currently still.. Apache-2
jellyfish (🥈 30 · ⭐ 1.7K · 💤 ) - a python library for doing approximate and phonetic matching of.. BSD-2
snowballstemmer (🥈 30 · ⭐ 580 · 💤 ) - Snowball compiler and stemming algorithms. BSD-3
TextDistance (🥈 29 · ⭐ 2.9K) - Compute distance between sequences. 30+ algorithms, pure python.. MIT
SciSpacy (🥈 29 · ⭐ 1.2K) - A full spaCy pipeline and models for scientific/biomedical documents. Apache-2
PyTextRank (🥈 28 · ⭐ 1.8K) - Python implementation of TextRank algorithms (textgraphs) for phrase.. MIT
spacy-transformers (🥈 28 · ⭐ 1.1K) - Use pretrained transformers like BERT, XLNet and GPT-2.. MIT
spacy
Ciphey (🥉 27 · ⭐ 10K) - Automatically decrypt encryptions without knowing the key or cipher, decode.. MIT
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GitHub (
👨💻 46 ·🔀 660 ·📋 290 - 16% open ·⏱️ 28.06.2022):git clone https://github.com/Ciphey/Ciphey
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PyPi (
📥 25K / month ·⏱️ 06.06.2021):pip install ciphey
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Docker Hub (
📥 16K ·⭐ 8 ·⏱️ 27.05.2022):docker pull remnux/ciphey
vaderSentiment (🥉 27 · ⭐ 3.7K) - VADER Sentiment Analysis. VADER (Valence Aware Dictionary and.. MIT
english-words (🥉 25 · ⭐ 7.4K) - A text file containing 479k English words for all your.. Unlicense
scattertext (🥉 25 · ⭐ 1.9K) - Beautiful visualizations of how language differs among document.. Apache-2
qdrant (🥉 23 · ⭐ 2.1K) - Qdrant - Vector Search Engine for the next generation of AI.. Apache-2
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GitHub (
👨💻 27 ·🔀 110 ·📋 270 - 17% open ·⏱️ 04.08.2022):git clone https://github.com/qdrant/qdrant
OpenPrompt (🥉 23 · ⭐ 1.7K) - An Open-Source Framework for Prompt-Learning. Apache-2
rubrix (🥉 23 · ⭐ 1.2K) - Rubrix, open-source framework for data-centric NLP. Data annotation.. Apache-2
gpt-2-simple (🥉 22 · ⭐ 3K) - Python package to easily retrain OpenAIs GPT-2 text-generating.. MIT

Texthero (🥉 22 · ⭐ 2.5K) - Text preprocessing, representation and visualization from zero to hero. MIT
NLP Architect (🥉 21 · ⭐ 2.9K) - A model library for exploring state-of-the-art deep learning.. Apache-2
lightseq (🥉 21 · ⭐ 2.2K) - LightSeq: A High Performance Library for Sequence Processing and.. Apache-2
promptsource (🥉 21 · ⭐ 740) - Toolkit for creating, sharing and using natural language.. Apache-2
happy-transformer (🥉 21 · ⭐ 310) - A package built on top of Hugging Faces transformers.. Apache-2
huggingface
TextBox (🥉 19 · ⭐ 370 · 📈 ) - TextBox 2.0 is a text generation library with pre-trained language.. MIT
fastT5 (🥉 19 · ⭐ 320) - boost inference speed of T5 models by 5x & reduce the model size by 3x. Apache-2
OpenNRE (🥉 16 · ⭐ 3.7K) - An Open-Source Package for Neural Relation Extraction (NRE). MIT
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GitHub (
👨💻 10 ·🔀 940 ·📋 360 - 5% open ·⏱️ 06.04.2022):git clone https://github.com/thunlp/OpenNRE
Show 34 hidden projects...
- ChatterBot (
🥇 36 ·⭐ 12K ·💀 ) - ChatterBot is a machine learning, conversational dialog engine..BSD-3
- fuzzywuzzy (
🥈 32 ·⭐ 8.7K ·💤 ) - Fuzzy String Matching in Python.❗️GPL-2.0
- langid (
🥈 28 ·⭐ 2K ·💀 ) - Stand-alone language identification system.BSD-3
- neuralcoref (
🥉 27 ·⭐ 2.6K ·💀 ) - Fast Coreference Resolution in spaCy with Neural Networks.MIT
- flashtext (
🥉 26 ·⭐ 5.2K ·💀 ) - Extract Keywords from sentence or Replace keywords in sentences.MIT
- textgenrnn (
🥉 25 ·⭐ 4.7K ·💀 ) - Easily train your own text-generating neural network of any..MIT
- Snips NLU (
🥉 25 ·⭐ 3.7K ·💀 ) - Snips Python library to extract meaning from text.Apache-2
- pytorch-nlp (
🥉 25 ·⭐ 2.1K ·💀 ) - Basic Utilities for PyTorch Natural Language Processing..BSD-3
- polyglot (
🥉 25 ·⭐ 2K ·💀 ) - Multilingual text (NLP) processing toolkit.❗️GPL-3.0
- MatchZoo (
🥉 24 ·⭐ 3.7K ·💀 ) - Facilitating the design, comparison and sharing of deep..Apache-2
- whoosh (
🥉 24 ·⭐ 260 ·💤 ) - Pure-Python full-text search library.❗️BSD-1-Clause
- Kashgari (
🥉 23 ·⭐ 2.3K ·💀 ) - Kashgari is a production-level NLP Transfer learning..Apache-2
- pySBD (
🥉 23 ·⭐ 470 ·💀 ) - pySBD (Python Sentence Boundary Disambiguation) is a rule-based sentence..MIT
- Texar (
🥉 22 ·⭐ 2.3K ·💀 ) - Toolkit for Machine Learning, Natural Language Processing, and..Apache-2
- anaGo (
🥉 22 ·⭐ 1.5K ·💀 ) - Bidirectional LSTM-CRF and ELMo for Named-Entity Recognition,..MIT
- underthesea (
🥉 22 ·⭐ 1K) - Underthesea - Vietnamese NLP Toolkit.❗️GPL-3.0
- YouTokenToMe (
🥉 22 ·⭐ 820 ·💀 ) - Unsupervised text tokenizer focused on computational efficiency.MIT
- DeepMatcher (
🥉 21 ·⭐ 4.3K ·💀 ) - Python package for performing Entity and Text Matching using..BSD-3
- stop-words (
🥉 21 ·⭐ 140 ·💀 ) - Get list of common stop words in various languages in Python.BSD-3
- DELTA (
🥉 20 ·⭐ 1.5K ·💀 ) - DELTA is a deep learning based natural language and speech..Apache-2
- pyfasttext (
🥉 20 ·⭐ 230 ·💀 ) - Yet another Python binding for fastText.❗️GPL-3.0
- textpipe (
🥉 19 ·⭐ 300 ·💀 ) - Textpipe: clean and extract metadata from text.MIT
- NeuroNER (
🥉 18 ·⭐ 1.6K ·💀 ) - Named-entity recognition using neural networks. Easy-to-use and..MIT
- nboost (
🥉 17 ·⭐ 630 ·💀 ) - NBoost is a scalable, search-api-boosting platform for deploying..Apache-2
- textaugment (
🥉 17 ·⭐ 260) - TextAugment: Text Augmentation Library.MIT
- skift (
🥉 17 ·⭐ 230) - scikit-learn wrappers for Python fastText.MIT
- numerizer (
🥉 16 ·⭐ 170) - A Python module to convert natural language numerics into ints and..MIT
- BLINK (
🥉 15 ·⭐ 920 ·💀 ) - Entity Linker solution.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
- spacy-dbpedia-spotlight (
🥉 14 ·⭐ 72) - A spaCy wrapper for DBpedia Spotlight.MIT
spacy
- TransferNLP (
🥉 13 ·⭐ 290 ·💀 ) - NLP library designed for reproducible experimentation..MIT
- ONNX-T5 (
🥉 13 ·⭐ 200 ·💀 ) - Summarization, translation, sentiment-analysis, text-generation..Apache-2
- textvec (
🥉 13 ·⭐ 180) - Text vectorization tool to outperform TFIDF for classification tasks.MIT
Image Data
Libraries for image & video processing, manipulation, and augmentation as well as libraries for computer vision tasks such as facial recognition, object detection, and classification.
scikit-image (🥇 44 · ⭐ 5K) - Image processing in Python. BSD-2
torchvision (🥇 41 · ⭐ 12K) - Datasets, Transforms and Models specific to Computer Vision. BSD-3

PyTorch Image Models (🥇 39 · ⭐ 20K) - PyTorch image models, scripts, pretrained weights --.. Apache-2

MMDetection (🥇 38 · ⭐ 21K) - OpenMMLab Detection Toolbox and Benchmark. Apache-2

Albumentations (🥈 35 · ⭐ 11K) - Fast image augmentation library and an easy-to-use wrapper.. MIT

opencv-python (🥈 34 · ⭐ 2.9K) - Automated CI toolchain to produce precompiled opencv-python,.. MIT
detectron2 (🥈 33 · ⭐ 22K) - Detectron2 is a platform for object detection, segmentation.. Apache-2

Face Recognition (🥈 32 · ⭐ 45K) - The worlds simplest facial recognition api for Python and.. MIT

InsightFace (🥈 32 · ⭐ 12K) - State-of-the-art 2D and 3D Face Analysis Project. MIT

PaddleDetection (🥈 32 · ⭐ 8.2K) - Object Detection toolkit based on PaddlePaddle. It.. Apache-2

vidgear (🥈 30 · ⭐ 2.3K) - A High-performance cross-platform Video Processing Python framework.. Apache-2
sahi (🥈 30 · ⭐ 1.9K) - A lightweight vision library for performing large scale object detection/.. MIT
vit-pytorch (🥉 28 · ⭐ 11K) - Implementation of Vision Transformer, a simple way to achieve.. MIT

Face Alignment (🥉 27 · ⭐ 5.8K · 💤 ) - 2D and 3D Face alignment library build using pytorch. BSD-3

CellProfiler (🥉 27 · ⭐ 690) - An open-source application for biological image analysis. BSD-3
facenet-pytorch (🥉 26 · ⭐ 3K · 💤 ) - Pretrained Pytorch face detection (MTCNN) and facial.. MIT

pytorchvideo (🥉 26 · ⭐ 2.6K) - A deep learning library for video understanding research. Apache-2

layout-parser (🥉 25 · ⭐ 3.1K) - A Unified Toolkit for Deep Learning Based Document Image.. Apache-2
segmentation_models (🥉 24 · ⭐ 4K) - Segmentation models with pretrained backbones. Keras.. MIT

deep-daze (🥉 23 · ⭐ 4.3K) - Simple command line tool for text to image generation using OpenAIs.. MIT
tensorflow-graphics (🥉 23 · ⭐ 2.6K) - TensorFlow Graphics: Differentiable Graphics Layers.. Apache-2

icevision (🥉 23 · ⭐ 720) - An Agnostic Computer Vision Framework - Pluggable to any Training.. Apache-2
kubric (🥉 22 · ⭐ 1.5K · 📉 ) - A data generation pipeline for creating semi-realistic synthetic.. Apache-2
Norfair (🥉 22 · ⭐ 1.5K) - Lightweight Python library for adding real-time object tracking to any.. BSD-3
Classy Vision (🥉 22 · ⭐ 1.5K) - An end-to-end PyTorch framework for image and video.. MIT

DE⫶TR (🥉 20 · ⭐ 9.5K) - End-to-End Object Detection with Transformers. Apache-2

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GitHub (
👨💻 25 ·🔀 1.7K ·📋 450 - 39% open ·⏱️ 07.03.2022):git clone https://github.com/facebookresearch/detr
PySlowFast (🥉 20 · ⭐ 5K) - PySlowFast: video understanding codebase from FAIR for.. Apache-2

image-match (🥉 20 · ⭐ 2.8K · 💤 ) - Quickly search over billions of images. Apache-2
scenic (🥉 20 · ⭐ 1.2K) - Scenic: A Jax Library for Computer Vision Research and Beyond. Apache-2

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GitHub (
👨💻 43 ·🔀 150 ·📦 24 ·📋 67 - 50% open ·⏱️ 29.07.2022):git clone https://github.com/google-research/scenic
Caer (🥉 17 · ⭐ 620 · 💤 ) - A lightweight Computer Vision library. Scale your models, not boilerplate. MIT
Show 14 hidden projects...
- glfw (
🥇 36 ·⭐ 9.4K) - A multi-platform library for OpenGL, OpenGL ES, Vulkan, window and input.❗️Zlib
- imgaug (
🥈 35 ·⭐ 13K ·💀 ) - Image augmentation for machine learning experiments.MIT
- imageai (
🥈 30 ·⭐ 7.1K ·💀 ) - A python library built to empower developers to build applications..MIT
- PyTorch3D (
🥈 29 ·⭐ 6.2K) - PyTorch3D is FAIRs library of reusable components for..❗Unlicensed
- chainercv (
🥉 27 ·⭐ 1.5K ·💀 ) - ChainerCV: a Library for Deep Learning in Computer Vision.MIT
- Pillow-SIMD (
🥉 26 ·⭐ 1.8K ·💤 ) - The friendly PIL fork.❗️PIL
- mtcnn (
🥉 26 ·⭐ 1.8K ·💀 ) - MTCNN face detection implementation for TensorFlow, as a PIP..MIT
- Image Super-Resolution (
🥉 23 ·⭐ 3.7K ·💀 ) - Super-scale your images and run experiments with..Apache-2
- Image Deduplicator (
🥉 22 ·⭐ 4.1K ·💀 ) - Finding duplicate images made easy!.Apache-2
- Luminoth (
🥉 22 ·⭐ 2.4K ·💀 ) - Deep Learning toolkit for Computer Vision.BSD-3
- nude.py (
🥉 21 ·⭐ 860 ·💀 ) - Nudity detection with Python.MIT
- solt (
🥉 19 ·⭐ 260) - Streaming over lightweight data transformations.MIT
- Torch Points 3D (
🥉 15 ·⭐ 87 ·💤 ) - Pytorch framework for doing deep learning on point..BSD-3
- HugsVision (
🥉 14 ·⭐ 160 ·💤 ) - HugsVision is a easy to use huggingface wrapper for state-of-..MIT
huggingface
Graph Data
Libraries for graph processing, clustering, embedding, and machine learning tasks.
PyTorch Geometric (🥇 38 · ⭐ 15K · 📈 ) - Graph Neural Network Library for PyTorch. MIT

dgl (🥇 36 · ⭐ 10K) - Python package built to ease deep learning on graph, on top of existing DL.. Apache-2
ogb (🥈 29 · ⭐ 1.4K) - Benchmark datasets, data loaders, and evaluators for graph machine learning. MIT
Paddle Graph Learning (🥈 28 · ⭐ 1.4K) - Paddle Graph Learning (PGL) is an efficient and.. Apache-2

StellarGraph (🥈 27 · ⭐ 2.5K · 💤 ) - StellarGraph - Machine Learning on Graphs. Apache-2

pygraphistry (🥈 27 · ⭐ 1.7K) - PyGraphistry is a Python library to quickly load, shape,.. BSD-3

PyTorch-BigGraph (🥈 25 · ⭐ 3.1K) - Generate embeddings from large-scale graph-structured.. BSD-3

pytorch_geometric_temporal (🥈 25 · ⭐ 1.7K) - PyTorch Geometric Temporal: Spatiotemporal Signal.. MIT

torch-cluster (🥉 23 · ⭐ 550) - PyTorch Extension Library of Optimized Graph Cluster.. MIT

GraphEmbedding (🥉 16 · ⭐ 2.9K) - Implementation and experiments of graph embedding algorithms. MIT

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GitHub (
👨💻 9 ·🔀 860 ·📦 20 ·📋 68 - 66% open ·⏱️ 21.06.2022):git clone https://github.com/shenweichen/GraphEmbedding
Show 15 hidden projects...
- igraph (
🥇 31 ·⭐ 990) - Python interface for igraph.❗️GPL-2.0
- pygal (
🥈 27 ·⭐ 2.5K ·💤 ) - PYthon svg GrAph plotting Library.❗️LGPL-3.0
- Karate Club (
🥈 25 ·⭐ 1.7K) - Karate Club: An API Oriented Open-source Python Framework for..❗️GPL-3.0
- AmpliGraph (
🥈 24 ·⭐ 1.8K ·💀 ) - Python library for Representation Learning on Knowledge..Apache-2
- DIG (
🥈 24 ·⭐ 1.2K) - A library for graph deep learning research.❗️GPL-3.0
- DeepWalk (
🥉 22 ·⭐ 2.5K ·💀 ) - DeepWalk - Deep Learning for Graphs.❗️GPL-3.0
- graph-nets (
🥉 20 ·⭐ 5.2K ·💀 ) - Build Graph Nets in Tensorflow.Apache-2
- pyRDF2Vec (
🥉 18 ·⭐ 160) - Python Implementation and Extension of RDF2Vec.MIT
- Euler (
🥉 16 ·⭐ 2.8K ·💀 ) - A distributed graph deep learning framework.Apache-2
- Sematch (
🥉 16 ·⭐ 400 ·💀 ) - semantic similarity framework for knowledge graph.Apache-2
- DeepGraph (
🥉 16 ·⭐ 260 ·💀 ) - Analyze Data with Pandas-based Networks. Documentation:.BSD-3
- OpenKE (
🥉 15 ·⭐ 3.1K ·💀 ) - An Open-Source Package for Knowledge Embedding (KE).MIT
- GraphSAGE (
🥉 15 ·⭐ 2.8K ·💀 ) - Representation learning on large graphs using stochastic..MIT
- OpenNE (
🥉 15 ·⭐ 1.6K ·💀 ) - An Open-Source Package for Network Embedding (NE).MIT
- GraphVite (
🥉 12 ·⭐ 1.1K ·💀 ) - GraphVite: A General and High-performance Graph Embedding..Apache-2
Audio Data
Libraries for audio analysis, manipulation, transformation, and extraction, as well as speech recognition and music generation tasks.
DeepSpeech (🥇 34 · ⭐ 20K · 💤 ) - DeepSpeech is an open source embedded (offline, on-.. MPL-2.0

speechbrain (🥇 34 · ⭐ 4.4K) - A PyTorch-based Speech Toolkit. Apache-2

torchaudio (🥇 34 · ⭐ 1.8K) - Data manipulation and transformation for audio signal.. BSD-2

SpeechRecognition (🥈 32 · ⭐ 6.4K) - Speech recognition module for Python, supporting several.. BSD-3
pyAudioAnalysis (🥈 28 · ⭐ 4.9K) - Python Audio Analysis Library: Feature Extraction,.. Apache-2
tinytag (🥉 27 · ⭐ 550) - Read audio and music meta data and duration of MP3, OGG, OPUS, MP4, M4A,.. MIT
audioread (🥉 27 · ⭐ 410) - cross-library (GStreamer + Core Audio + MAD + FFmpeg) audio decoding.. MIT
audiomentations (🥉 25 · ⭐ 1.1K) - A Python library for audio data augmentation. Inspired by.. MIT
python-soundfile (🥉 25 · ⭐ 470) - SoundFile is an audio library based on libsndfile, CFFI, and.. BSD-3
Show 9 hidden projects...
- aubio (
🥈 28 ·⭐ 2.8K ·💤 ) - a library for audio and music analysis.❗️GPL-3.0
- Essentia (
🥉 27 ·⭐ 2.2K) - C++ library for audio and music analysis, description and..❗️AGPL-3.0
- python_speech_features (
🥉 24 ·⭐ 2.1K ·💀 ) - This library provides common speech features for ASR..MIT
- Dejavu (
🥉 23 ·⭐ 5.8K ·💀 ) - Audio fingerprinting and recognition in Python.MIT
- TimeSide (
🥉 22 ·⭐ 320) - Scalable audio processing framework written in Python with a..❗️AGPL-3.0
- TTS (
🥉 21 ·⭐ 6.1K ·💀 ) - Deep learning for Text to Speech (Discussion forum:..MPL-2.0
- Julius (
🥉 17 ·⭐ 280 ·💤 ) - Fast PyTorch based DSP for audio and 1D signals.MIT
- Muda (
🥉 17 ·⭐ 210 ·💀 ) - A library for augmenting annotated audio data.ISC
- textlesslib (
🥉 9 ·⭐ 360 ·🐣 ) - Library for Textless Spoken Language Processing.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 · ⭐ 10K) - WebGL2 powered visualization framework. MIT

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GitHub (
👨💻 200 ·🔀 1.8K ·📦 4.4K ·📋 2.5K - 6% open ·⏱️ 01.08.2022):git clone https://github.com/visgl/deck.gl
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PyPi (
📥 860K / month ·📦 24 ·⏱️ 25.10.2021):pip install pydeck
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Conda (
📥 150K ·⏱️ 26.10.2021):conda install -c conda-forge pydeck
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npm (
📥 280K / month ·📦 390 ·⏱️ 28.07.2022):npm install deck.gl