🏆 A ranked list of awesome machine learning Python libraries. Updated weekly.
This curated list contains 840 awesome open-source projects with a total of 2.9M stars grouped into 32 categories. All projects are ranked by a project-quality score, which is calculated based on various metrics automatically collected from GitHub and different package managers. If you like to add or update projects, feel free to open an issue, submit a pull request, or directly edit the projects.yaml. Contributions are very welcome!
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- Machine Learning Frameworks 54 projects
- Data Visualization 49 projects
- Text Data & NLP 82 projects
- Image Data 49 projects
- Graph Data 29 projects
- Audio Data 24 projects
- Geospatial Data 22 projects
- Financial Data 23 projects
- Time Series Data 20 projects
- Medical Data 19 projects
- Optical Character Recognition 11 projects
- Data Containers & Structures 28 projects
- Data Loading & Extraction 23 projects
- Web Scraping & Crawling 1 projects
- Data Pipelines & Streaming 36 projects
- Distributed Machine Learning 26 projects
- Hyperparameter Optimization & AutoML 45 projects
- Reinforcement Learning 19 projects
- Recommender Systems 14 projects
- Privacy Machine Learning 6 projects
- Workflow & Experiment Tracking 35 projects
- Model Serialization & Conversion 11 projects
- Model Interpretability 46 projects
- Vector Similarity Search (ANN) 12 projects
- Probabilistics & Statistics 21 projects
- Adversarial Robustness 8 projects
- GPU Utilities 18 projects
- Tensorflow Utilities 13 projects
- Sklearn Utilities 17 projects
- Pytorch Utilities 27 projects
- Database Clients 1 projects
- Others 53 projects
- 🥇🥈🥉 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
General-purpose machine learning and deep learning frameworks.
Tensorflow (🥇44 · ⭐ 160K) - An Open Source Machine Learning Framework for Everyone. Apache-2
![](https://camo.githubusercontent.com/3f64fa9baf536c5be3e38d99ec2d82591aeac7d860a1ddb5fb40c87730fcb267/68747470733a2f2f6769742e696f2f4a4c793141)
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GitHub (👨💻 3.6K · 🔀 85K · 📦 140K · 📋 32K - 12% open · ⏱️ 13.05.2021):
git clone https://github.com/tensorflow/tensorflow
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PyPi (📥 11M / month · 📦 23K · ⏱️ 05.05.2021):
pip install tensorflow
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Conda (📥 2.5M · ⏱️ 30.04.2021):
conda install -c conda-forge tensorflow
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Docker Hub (📥 52M · ⭐ 1.9K · ⏱️ 13.05.2021):
docker pull tensorflow/tensorflow
scikit-learn (🥇37 · ⭐ 46K) - scikit-learn: machine learning in Python. BSD-3
![](https://camo.githubusercontent.com/619fbb484a3502342b45995fdb5171ee4a3e442a814d3e0f2b4096dee1f9abaa/68747470733a2f2f6769742e696f2f4a4c793146)
XGBoost (🥇37 · ⭐ 21K) - Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT or.. Apache-2
LightGBM (🥇36 · ⭐ 13K) - A fast, distributed, high performance gradient boosting (GBT, GBDT, GBRT,.. MIT
jax (🥈34 · ⭐ 13K · 📈) - Composable transformations of Python+NumPy programs: differentiate,.. Apache-2
pytorch-lightning (🥈33 · ⭐ 13K) - The lightweight PyTorch wrapper for high-performance.. Apache-2
![](https://camo.githubusercontent.com/81be20497429841b92409195024635197e3785e0fe09270ee7d8e02986f737e6/68747470733a2f2f6769742e696f2f4a4c793151)
StatsModels (🥈33 · ⭐ 6.3K) - Statsmodels: statistical modeling and econometrics in Python. BSD-3
Thinc (🥈32 · ⭐ 2.3K) - A refreshing functional take on deep learning, compatible with your favorite.. MIT
PaddlePaddle (🥈31 · ⭐ 15K) - PArallel Distributed Deep LEarning: Machine Learning.. Apache-2
![](https://camo.githubusercontent.com/df4aa06e008c7d72f77e38763829d6e570a6d60c0b2797a91b3bbf9dced3e4f3/68747470733a2f2f6769742e696f2f4a4c79314d)
Catboost (🥈31 · ⭐ 5.9K) - A fast, scalable, high performance Gradient Boosting on Decision.. Apache-2
Vowpal Wabbit (🥈30 · ⭐ 7.5K) - Vowpal Wabbit is a machine learning system which pushes the.. BSD-3
tensorpack (🥉28 · ⭐ 6K) - A Neural Net Training Interface on TensorFlow, with focus on.. Apache-2
![](https://camo.githubusercontent.com/3f64fa9baf536c5be3e38d99ec2d82591aeac7d860a1ddb5fb40c87730fcb267/68747470733a2f2f6769742e696f2f4a4c793141)
Jina (🥉27 · ⭐ 3.3K) - An easier way to build neural search on the cloud. Apache-2
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GitHub (👨💻 97 · 🔀 430 · 📦 59 · 📋 800 - 9% open · ⏱️ 12.05.2021):
git clone https://github.com/jina-ai/jina
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PyPi (📥 10K / month · ⏱️ 12.05.2021):
pip install jina
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Docker Hub (📥 480K · ⭐ 2 · ⏱️ 12.05.2021):
docker pull jinaai/jina
Turi Create (🥉25 · ⭐ 10K) - Turi Create simplifies the development of custom machine learning.. BSD-3
Neural Network Libraries (🥉25 · ⭐ 2.5K) - Neural Network Libraries. Apache-2
tensorflow-upstream (🥉25 · ⭐ 560) - TensorFlow ROCm port. Apache-2
![](https://camo.githubusercontent.com/3f64fa9baf536c5be3e38d99ec2d82591aeac7d860a1ddb5fb40c87730fcb267/68747470733a2f2f6769742e696f2f4a4c793141)
einops (🥉24 · ⭐ 3K) - Deep learning operations reinvented (for pytorch, tensorflow, jax and others). MIT
SHOGUN (🥉23 · ⭐ 2.8K) - Unified and efficient Machine Learning. BSD-3
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GitHub (👨💻 250 · 🔀 1K · 📋 1.5K - 30% open · ⏱️ 08.12.2020):
git clone https://github.com/shogun-toolbox/shogun
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Conda (📥 99K · ⏱️ 25.06.2018):
conda install -c conda-forge shogun
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Docker Hub (📥 1.5K · ⭐ 1 · ⏱️ 31.01.2019):
docker pull shogun/shogun
Neural Tangents (🥉22 · ⭐ 1.4K) - Fast and Easy Infinite Neural Networks in Python. Apache-2
mace (🥉21 · ⭐ 4.4K) - MACE is a deep learning inference framework optimized for mobile.. Apache-2
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GitHub (👨💻 60 · 🔀 760 · 📥 1.3K · 📋 640 - 6% open · ⏱️ 11.05.2021):
git clone https://github.com/XiaoMi/mace
Haiku (🥉21 · ⭐ 1.1K) - JAX-based neural network library. Apache-2
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GitHub (👨💻 41 · 🔀 77 · 📦 86 · 📋 82 - 24% open · ⏱️ 12.05.2021):
git clone https://github.com/deepmind/dm-haiku
Torchbearer (🥉21 · ⭐ 600) - torchbearer: A model fitting library for PyTorch. MIT
![](https://camo.githubusercontent.com/81be20497429841b92409195024635197e3785e0fe09270ee7d8e02986f737e6/68747470733a2f2f6769742e696f2f4a4c793151)
ThunderSVM (🥉19 · ⭐ 1.3K) - ThunderSVM: A Fast SVM Library on GPUs and CPUs. Apache-2
ThunderGBM (🥉16 · ⭐ 590) - ThunderGBM: Fast GBDTs and Random Forests on GPUs. Apache-2
NeoML (🥉14 · ⭐ 580) - Machine learning framework for both deep learning and traditional.. Apache-2
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GitHub (👨💻 21 · 🔀 83 · 📋 49 - 73% open · ⏱️ 30.04.2021):
git clone https://github.com/neoml-lib/neoml
Show 9 hidden projects...
- dlib (🥈32 · ⭐ 10K) - A toolkit for making real world machine learning and data analysis..
❗️BSL-1.0
- CNTK (🥉26 · ⭐ 17K · 💀) - Microsoft Cognitive Toolkit (CNTK), an open source deep-learning toolkit.
MIT
- NuPIC (🥉25 · ⭐ 6.2K · 💀) - Numenta Platform for Intelligent Computing is an implementation..
❗️AGPL-3.0
- Lasagne (🥉24 · ⭐ 3.8K · 💀) - Lightweight library to build and train neural networks in Theano.
MIT
- xLearn (🥉24 · ⭐ 2.9K · 💀) - High performance, easy-to-use, and scalable machine learning (ML)..
Apache-2
- NeuPy (🥉23 · ⭐ 680 · 💀) - 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
- MindsDB (🥉20 · ⭐ 3.7K) - Predictive AI layer for existing databases.
❗️GPL-3.0
- StarSpace (🥉14 · ⭐ 3.6K · 💀) - Learning embeddings for classification, retrieval and ranking.
MIT
General-purpose and task-specific data visualization libraries.
Matplotlib (🥇41 · ⭐ 14K) - matplotlib: plotting with Python. Python-2.0
Plotly (🥇36 · ⭐ 9.5K) - The interactive graphing library for Python (includes Plotly Express). MIT
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GitHub (👨💻 170 · 🔀 1.8K · 📦 5 · 📋 2K - 44% open · ⏱️ 11.05.2021):
git clone https://github.com/plotly/plotly.py
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PyPi (📥 5.3M / month · 📦 5K · ⏱️ 12.01.2021):
pip install plotly
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Conda (📥 1.4M · ⏱️ 12.01.2021):
conda install -c conda-forge plotly
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NPM (📥 35K / month · 📦 4 · ⏱️ 12.01.2021):
npm install plotlywidget
dash (🥇35 · ⭐ 14K) - Analytical Web Apps for Python, R, Julia, and Jupyter. No JavaScript Required. MIT
pandas-profiling (🥈31 · ⭐ 7.3K) - Create HTML profiling reports from pandas DataFrame.. MIT
![](https://camo.githubusercontent.com/ef78989a530ef0d09c8b30324b24223155713afe9d28f408d369f6ad2ad87146/68747470733a2f2f6769742e696f2f4a4c793145)
![](https://camo.githubusercontent.com/a39359bdb070443676a01e530b6fa2099799b8be1355f2a2d0bf6bc6287e06fe/68747470733a2f2f6769742e696f2f4a4c793153)
HoloViews (🥈29 · ⭐ 1.9K) - With Holoviews, your data visualizes itself. BSD-3
![](https://camo.githubusercontent.com/ef78989a530ef0d09c8b30324b24223155713afe9d28f408d369f6ad2ad87146/68747470733a2f2f6769742e696f2f4a4c793145)
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GitHub (👨💻 100 · 🔀 310 · 📋 2.6K - 27% open · ⏱️ 10.05.2021):
git clone https://github.com/holoviz/holoviews
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PyPi (📥 110K / month · 📦 170 · ⏱️ 08.04.2021):
pip install holoviews
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Conda (📥 490K · ⏱️ 08.04.2021):
conda install -c conda-forge holoviews
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NPM (📥 6K / month · ⏱️ 24.05.2020):
npm install @pyviz/jupyterlab_pyviz
bqplot (🥈28 · ⭐ 3.1K) - Plotting library for IPython/Jupyter notebooks. Apache-2
![](https://camo.githubusercontent.com/ef78989a530ef0d09c8b30324b24223155713afe9d28f408d369f6ad2ad87146/68747470733a2f2f6769742e696f2f4a4c793145)
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GitHub (👨💻 51 · 🔀 400 · 📦 26 · 📋 530 - 36% open · ⏱️ 11.05.2021):
git clone https://github.com/bqplot/bqplot
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PyPi (📥 37K / month · 📦 110 · ⏱️ 08.04.2021):
pip install bqplot
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Conda (📥 600K · ⏱️ 21.04.2021):
conda install -c conda-forge bqplot
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NPM (📥 15K / month · 📦 10 · ⏱️ 21.04.2021):
npm install bqplot
datashader (🥈28 · ⭐ 2.5K) - Quickly and accurately render even the largest data. BSD-3
Perspective (🥈27 · ⭐ 3.4K) - Streaming pivot visualization via WebAssembly. Apache-2
![](https://camo.githubusercontent.com/ef78989a530ef0d09c8b30324b24223155713afe9d28f408d369f6ad2ad87146/68747470733a2f2f6769742e696f2f4a4c793145)
data-validation (🥈27 · ⭐ 540) - Library for exploring and validating machine learning.. Apache-2
![](https://camo.githubusercontent.com/3f64fa9baf536c5be3e38d99ec2d82591aeac7d860a1ddb5fb40c87730fcb267/68747470733a2f2f6769742e696f2f4a4c793141)
![](https://camo.githubusercontent.com/ef78989a530ef0d09c8b30324b24223155713afe9d28f408d369f6ad2ad87146/68747470733a2f2f6769742e696f2f4a4c793145)
Facets Overview (🥉26 · ⭐ 6.6K) - Visualizations for machine learning datasets. Apache-2
![](https://camo.githubusercontent.com/ef78989a530ef0d09c8b30324b24223155713afe9d28f408d369f6ad2ad87146/68747470733a2f2f6769742e696f2f4a4c793145)
pythreejs (🥉26 · ⭐ 730) - A Jupyter - Three.js bridge. BSD-3
![](https://camo.githubusercontent.com/ef78989a530ef0d09c8b30324b24223155713afe9d28f408d369f6ad2ad87146/68747470733a2f2f6769742e696f2f4a4c793145)
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GitHub (👨💻 27 · 🔀 160 · 📦 15 · 📋 200 - 30% open · ⏱️ 26.02.2021):
git clone https://github.com/jupyter-widgets/pythreejs
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PyPi (📥 26K / month · 📦 26 · ⏱️ 26.02.2021):
pip install pythreejs
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Conda (📥 300K · ⏱️ 02.03.2021):
conda install -c conda-forge pythreejs
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NPM (📥 9.1K / month · 📦 8 · ⏱️ 26.02.2021):
npm install jupyter-threejs
HyperTools (🥉25 · ⭐ 1.6K) - A Python toolbox for gaining geometric insights into high-dimensional.. MIT
hvPlot (🥉25 · ⭐ 390) - A high-level plotting API for pandas, dask, xarray, and networkx built on.. BSD-3
Chartify (🥉24 · ⭐ 2.9K) - Python library that makes it easy for data scientists to create.. Apache-2
D-Tale (🥉24 · ⭐ 2.3K) - Visualizer for pandas data structures. ❗️LGPL-2.1
![](https://camo.githubusercontent.com/a39359bdb070443676a01e530b6fa2099799b8be1355f2a2d0bf6bc6287e06fe/68747470733a2f2f6769742e696f2f4a4c793153)
![](https://camo.githubusercontent.com/ef78989a530ef0d09c8b30324b24223155713afe9d28f408d369f6ad2ad87146/68747470733a2f2f6769742e696f2f4a4c793145)
Multicore-TSNE (🥉23 · ⭐ 1.6K · 💤) - Parallel t-SNE implementation with Python and Torch.. BSD-3
![](https://camo.githubusercontent.com/81be20497429841b92409195024635197e3785e0fe09270ee7d8e02986f737e6/68747470733a2f2f6769742e696f2f4a4c793151)
Pandas-Bokeh (🥉23 · ⭐ 670) - Bokeh Plotting Backend for Pandas and GeoPandas. MIT
![](https://camo.githubusercontent.com/a39359bdb070443676a01e530b6fa2099799b8be1355f2a2d0bf6bc6287e06fe/68747470733a2f2f6769742e696f2f4a4c793153)
python-ternary (🥉23 · ⭐ 410) - Ternary plotting library for python with matplotlib. MIT
Sweetviz (🥉21 · ⭐ 1.6K) - Visualize and compare datasets, target values and associations, with one.. MIT
AutoViz (🥉20 · ⭐ 350) - Automatically Visualize any dataset, any size with a single line of.. Apache-2
animatplot (🥉19 · ⭐ 360 · 💤) - A python package for animating plots build on matplotlib. MIT
data-describe (🥉15 · ⭐ 280) - datadescribe: Pythonic EDA Accelerator for Data Science. Apache-2
Show 4 hidden projects...
- plotnine (🥈28 · ⭐ 2.7K) - A grammar of graphics for Python.
❗️GPL-2.0
- pivottablejs (🥉20 · ⭐ 430 · 💀) - Dragndrop Pivot Tables and Charts for Jupyter/IPython..
MIT
- pdvega (🥉17 · ⭐ 340 · 💀) - Interactive plotting for Pandas using Vega-Lite.
MIT
- nptsne (🥉14 · ⭐ 25) - nptsne is a numpy compatible python binary package that offers a number..
Apache-2
Libraries for processing, cleaning, manipulating, and analyzing text data as well as libraries for NLP tasks such as language detection, fuzzy matching, classification, seq2seq learning, conversational AI, keyword extraction, and translation.
transformers (🥇36 · ⭐ 46K) - Transformers: State-of-the-art Natural Language.. Apache-2
![](https://camo.githubusercontent.com/81be20497429841b92409195024635197e3785e0fe09270ee7d8e02986f737e6/68747470733a2f2f6769742e696f2f4a4c793151)
![](https://camo.githubusercontent.com/3f64fa9baf536c5be3e38d99ec2d82591aeac7d860a1ddb5fb40c87730fcb267/68747470733a2f2f6769742e696f2f4a4c793141)
gensim (🥇36 · ⭐ 12K) - Topic Modelling for Humans. ❗️LGPL-2.1
nltk (🥇35 · ⭐ 9.9K) - Suite of libraries and programs for symbolic and statistical natural.. Apache-2
ChatterBot (🥇31 · ⭐ 11K · 💤) - ChatterBot is a machine learning, conversational dialog engine.. BSD-3
sentencepiece (🥇31 · ⭐ 5K) - Unsupervised text tokenizer for Neural Network-based text.. Apache-2
snowballstemmer (🥇31 · ⭐ 500) - Snowball compiler and stemming algorithms. BSD-3
TextBlob (🥈30 · ⭐ 7.7K) - Simple, Pythonic, text processing--Sentiment analysis, part-of-speech.. MIT
sentence-transformers (🥈30 · ⭐ 5K) - Multilingual Sentence & Image Embeddings with BERT. Apache-2
![](https://camo.githubusercontent.com/81be20497429841b92409195024635197e3785e0fe09270ee7d8e02986f737e6/68747470733a2f2f6769742e696f2f4a4c793151)
DeepPavlov (🥈28 · ⭐ 5.2K) - An open source library for deep learning end-to-end dialog.. Apache-2
![](https://camo.githubusercontent.com/3f64fa9baf536c5be3e38d99ec2d82591aeac7d860a1ddb5fb40c87730fcb267/68747470733a2f2f6769742e696f2f4a4c793141)
phonenumbers (🥈28 · ⭐ 2.7K) - Python port of Google's libphonenumber. Apache-2
Tokenizers (🥈27 · ⭐ 4.5K) - Fast State-of-the-Art Tokenizers optimized for Research and.. Apache-2
vaderSentiment (🥈26 · ⭐ 3K) - VADER Sentiment Analysis. VADER (Valence Aware Dictionary and.. MIT
haystack (🥈26 · ⭐ 1.8K) - End-to-end Python framework for building natural language search.. Apache-2
TensorFlow Text (🥈26 · ⭐ 730) - Making text a first-class citizen in TensorFlow. Apache-2
![](https://camo.githubusercontent.com/3f64fa9baf536c5be3e38d99ec2d82591aeac7d860a1ddb5fb40c87730fcb267/68747470733a2f2f6769742e696f2f4a4c793141)
pyahocorasick (🥈26 · ⭐ 610) - Python module (C extension and plain python) implementing Aho-.. BSD-3
inflect (🥈26 · ⭐ 510) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT
TextDistance (🥉25 · ⭐ 2K · 📈) - Compute distance between sequences. 30+ algorithms, pure python.. MIT
pytorch-nlp (🥉25 · ⭐ 1.9K) - Basic Utilities for PyTorch Natural Language Processing (NLP). BSD-3
![](https://camo.githubusercontent.com/81be20497429841b92409195024635197e3785e0fe09270ee7d8e02986f737e6/68747470733a2f2f6769742e696f2f4a4c793151)
scattertext (🥉25 · ⭐ 1.6K) - Beautiful visualizations of how language differs among document.. Apache-2
textgenrnn (🥉24 · ⭐ 4.4K · 💤) - Easily train your own text-generating neural network of any.. MIT
![](https://camo.githubusercontent.com/3f64fa9baf536c5be3e38d99ec2d82591aeac7d860a1ddb5fb40c87730fcb267/68747470733a2f2f6769742e696f2f4a4c793141)
spacy-transformers (🥉24 · ⭐ 950) - Use pretrained transformers like BERT, XLNet and GPT-2.. MIT
spacy
Ciphey (🥉23 · ⭐ 6.8K) - Automatically decrypt encryptions without knowing the key or cipher,.. MIT
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GitHub (👨💻 41 · 🔀 380 · 📋 230 - 18% open · ⏱️ 13.05.2021):
git clone https://github.com/Ciphey/Ciphey
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PyPi (📥 4.9K / month · ⏱️ 28.02.2021):
pip install ciphey
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Docker Hub (📥 9.5K · ⭐ 3 · ⏱️ 17.04.2021):
docker pull remnux/ciphey
neuralcoref (🥉23 · ⭐ 2.3K) - Fast Coreference Resolution in spaCy with Neural Networks. MIT
fastNLP (🥉23 · ⭐ 2.1K · 📉) - fastNLP: A Modularized and Extensible NLP Framework. Currently.. Apache-2
PyTextRank (🥉23 · ⭐ 1.5K) - Python implementation of TextRank for phrase extraction and.. MIT
pySBD (🥉23 · ⭐ 310) - pySBD (Python Sentence Boundary Disambiguation) is a rule-based sentence.. MIT
DeepMatcher (🥉22 · ⭐ 3.6K) - Python package for performing Entity and Text Matching using Deep.. BSD-3
gpt-2-simple (🥉22 · ⭐ 2.7K) - Python package to easily retrain OpenAI's GPT-2 text-.. MIT
![](https://camo.githubusercontent.com/3f64fa9baf536c5be3e38d99ec2d82591aeac7d860a1ddb5fb40c87730fcb267/68747470733a2f2f6769742e696f2f4a4c793141)
Texar (🥉22 · ⭐ 2.2K · 💤) - Toolkit for Machine Learning, Natural Language Processing, and.. Apache-2
![](https://camo.githubusercontent.com/3f64fa9baf536c5be3e38d99ec2d82591aeac7d860a1ddb5fb40c87730fcb267/68747470733a2f2f6769742e696f2f4a4c793141)
SciSpacy (🥉22 · ⭐ 910) - A full spaCy pipeline and models for scientific/biomedical documents. Apache-2
NLP Architect (🥉20 · ⭐ 2.7K) - A model library for exploring state-of-the-art deep learning.. Apache-2
Texthero (🥉20 · ⭐ 2.2K) - Text preprocessing, representation and visualization from zero to hero. MIT
DELTA (🥉20 · ⭐ 1.4K) - DELTA is a deep learning based natural language and speech.. Apache-2
![](https://camo.githubusercontent.com/3f64fa9baf536c5be3e38d99ec2d82591aeac7d860a1ddb5fb40c87730fcb267/68747470733a2f2f6769742e696f2f4a4c793141)
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GitHub (👨💻 41 · 🔀 290 · 📋 79 - 11% open · ⏱️ 17.12.2020):
git clone https://github.com/Delta-ML/delta
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PyPi (📥 17 / month · ⏱️ 27.03.2020):
pip install delta-nlp
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Docker Hub (📥 13K · ⏱️ 12.05.2021):
docker pull zh794390558/delta
YouTokenToMe (🥉20 · ⭐ 740) - Unsupervised text tokenizer focused on computational efficiency. MIT
NeuralQA (🥉15 · ⭐ 190) - NeuralQA: A Usable Library for Question Answering on Large Datasets with.. MIT
OpenNRE (🥉14 · ⭐ 3.1K) - An Open-Source Package for Neural Relation Extraction (NRE). MIT
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GitHub (👨💻 9 · 🔀 860 · 📋 310 - 8% open · ⏱️ 09.03.2021):
git clone https://github.com/thunlp/OpenNRE
TransferNLP (🥉14 · ⭐ 290 · 💤) - NLP library designed for reproducible experimentation.. MIT
![](https://camo.githubusercontent.com/81be20497429841b92409195024635197e3785e0fe09270ee7d8e02986f737e6/68747470733a2f2f6769742e696f2f4a4c793151)
ONNX-T5 (🥉14 · ⭐ 150) - Summarization, translation, sentiment-analysis, text-generation and.. Apache-2
Show 8 hidden projects...
- fuzzywuzzy (🥈30 · ⭐ 8.1K) - Fuzzy String Matching in Python.
❗️GPL-2.0
- langid (🥈27 · ⭐ 1.8K · 💀) - Stand-alone language identification system.
BSD-3
- polyglot (🥈26 · ⭐ 1.8K · 💤) - Multilingual text (NLP) processing toolkit.
❗️GPL-3.0
- MatchZoo (🥉22 · ⭐ 3.4K · 💀) - Facilitating the design, comparison and sharing of deep..
Apache-2
- stop-words (🥉22 · ⭐ 120 · 💀) - Get list of common stop words in various languages in Python.
BSD-3
- NeuroNER (🥉19 · ⭐ 1.6K · 💀) - Named-entity recognition using neural networks. Easy-to-use and..
MIT
- pyfasttext (🥉19 · ⭐ 230 · 💀) - Yet another Python binding for fastText.
❗️GPL-3.0
- Headliner (🥉16 · ⭐ 230 · 💀) - Easy training and deployment of seq2seq models.
MIT
Libraries for image & video processing, manipulation, and augmentation as well as libraries for computer vision tasks such as facial recognition, object detection, and classification.
torchvision (🥇36 · ⭐ 9K) - Datasets, Transforms and Models specific to Computer Vision. BSD-3
![](https://camo.githubusercontent.com/81be20497429841b92409195024635197e3785e0fe09270ee7d8e02986f737e6/68747470733a2f2f6769742e696f2f4a4c793151)
scikit-image (🥇34 · ⭐ 4.3K) - Image processing in Python. BSD-2
opencv-python (🥈31 · ⭐ 2K) - Automated CI toolchain to produce precompiled opencv-python,.. MIT
Face Recognition (🥈29 · ⭐ 40K · 💤) - The world's simplest facial recognition api for.. MIT
![](https://camo.githubusercontent.com/81be20497429841b92409195024635197e3785e0fe09270ee7d8e02986f737e6/68747470733a2f2f6769742e696f2f4a4c793151)
detectron2 (🥈29 · ⭐ 16K) - Detectron2 is FAIR's next-generation platform for object.. Apache-2
![](https://camo.githubusercontent.com/81be20497429841b92409195024635197e3785e0fe09270ee7d8e02986f737e6/68747470733a2f2f6769742e696f2f4a4c793151)
PyTorch Image Models (🥈28 · ⭐ 9.6K) - PyTorch image models, scripts, pretrained weights --.. Apache-2
![](https://camo.githubusercontent.com/81be20497429841b92409195024635197e3785e0fe09270ee7d8e02986f737e6/68747470733a2f2f6769742e696f2f4a4c793151)
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GitHub (👨💻 42 · 🔀 1.4K · 📥 360K · 📦 540 · 📋 310 - 9% open · ⏱️ 11.05.2021):
git clone https://github.com/rwightman/pytorch-image-models
Albumentations (🥈28 · ⭐ 7.9K) - Fast image augmentation library and an easy-to-use wrapper.. MIT
![](https://camo.githubusercontent.com/81be20497429841b92409195024635197e3785e0fe09270ee7d8e02986f737e6/68747470733a2f2f6769742e696f2f4a4c793151)
imageai (🥈27 · ⭐ 6.1K) - A python library built to empower developers to build applications and.. MIT
MMDetection (🥈26 · ⭐ 15K) - OpenMMLab Detection Toolbox and Benchmark. Apache-2
![](https://camo.githubusercontent.com/81be20497429841b92409195024635197e3785e0fe09270ee7d8e02986f737e6/68747470733a2f2f6769742e696f2f4a4c793151)
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GitHub (👨💻 220 · 🔀 5.1K · 📦 47 · 📋 3.8K - 7% open · ⏱️ 10.05.2021):
git clone https://github.com/open-mmlab/mmdetection
InsightFace (🥈26 · ⭐ 9.1K) - Face Analysis Project on MXNet and PyTorch. MIT
![](https://camo.githubusercontent.com/e33851ee28ff48309d1f11fe8fbf83b31729a7f211f2eddf3093a85d716e6b1e/68747470733a2f2f6769742e696f2f4a4c793158)
facenet-pytorch (🥈26 · ⭐ 2.1K) - Pretrained Pytorch face detection (MTCNN) and recognition.. MIT
![](https://camo.githubusercontent.com/81be20497429841b92409195024635197e3785e0fe09270ee7d8e02986f737e6/68747470733a2f2f6769742e696f2f4a4c793151)
Face Alignment (🥉24 · ⭐ 4.9K) - 2D and 3D Face alignment library build using pytorch. BSD-3
![](https://camo.githubusercontent.com/81be20497429841b92409195024635197e3785e0fe09270ee7d8e02986f737e6/68747470733a2f2f6769742e696f2f4a4c793151)
Torch Points 3D (🥉23 · ⭐ 1.2K) - Pytorch framework for doing deep learning on point clouds. BSD-3
![](https://camo.githubusercontent.com/81be20497429841b92409195024635197e3785e0fe09270ee7d8e02986f737e6/68747470733a2f2f6769742e696f2f4a4c793151)
CellProfiler (🥉23 · ⭐ 560) - An open-source application for biological image analysis. BSD-3
Image Deduplicator (🥉22 · ⭐ 3.6K) - Finding duplicate images made easy!. Apache-2
![](https://camo.githubusercontent.com/3f64fa9baf536c5be3e38d99ec2d82591aeac7d860a1ddb5fb40c87730fcb267/68747470733a2f2f6769742e696f2f4a4c793141)
Image Super-Resolution (🥉22 · ⭐ 2.8K) - Super-scale your images and run experiments with.. Apache-2
![](https://camo.githubusercontent.com/3f64fa9baf536c5be3e38d99ec2d82591aeac7d860a1ddb5fb40c87730fcb267/68747470733a2f2f6769742e696f2f4a4c793141)
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GitHub (👨💻 9 · 🔀 520 · 📦 49 · 📋 170 - 40% open · ⏱️ 11.11.2020):
git clone https://github.com/idealo/image-super-resolution
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PyPi (📥 4.9K / month · 📦 8 · ⏱️ 08.01.2020):
pip install ISR
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Docker Hub (📥 140 · ⏱️ 01.04.2019):
docker pull idealo/image-super-resolution-gpu
tensorflow-graphics (🥉22 · ⭐ 2.5K) - TensorFlow Graphics: Differentiable Graphics Layers.. Apache-2
![](https://camo.githubusercontent.com/3f64fa9baf536c5be3e38d99ec2d82591aeac7d860a1ddb5fb40c87730fcb267/68747470733a2f2f6769742e696f2f4a4c793141)
vidgear (🥉22 · ⭐ 1.8K) - High-performance cross-platform Video Processing Python framework.. Apache-2
vit-pytorch (🥉21 · ⭐ 4.2K) - Implementation of Vision Transformer, a simple way to achieve.. MIT
![](https://camo.githubusercontent.com/81be20497429841b92409195024635197e3785e0fe09270ee7d8e02986f737e6/68747470733a2f2f6769742e696f2f4a4c793151)
PaddleDetection (🥉20 · ⭐ 3.6K) - Object detection and instance segmentation toolkit.. Apache-2
![](https://camo.githubusercontent.com/df4aa06e008c7d72f77e38763829d6e570a6d60c0b2797a91b3bbf9dced3e4f3/68747470733a2f2f6769742e696f2f4a4c79314d)
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GitHub (👨💻 59 · 🔀 900 · 📦 5 · 📋 1.6K - 21% open · ⏱️ 11.05.2021):
git clone https://github.com/PaddlePaddle/PaddleDetection
Classy Vision (🥉20 · ⭐ 1.3K) - An end-to-end PyTorch framework for image and video.. MIT
![](https://camo.githubusercontent.com/81be20497429841b92409195024635197e3785e0fe09270ee7d8e02986f737e6/68747470733a2f2f6769742e696f2f4a4c793151)
image-match (🥉19 · ⭐ 2.6K) - Quickly search over billions of images. Apache-2
Norfair (🥉18 · ⭐ 980) - Lightweight Python library for adding real-time 2D object tracking to.. BSD-3
PySlowFast (🥉15 · ⭐ 3.7K) - PySlowFast: video understanding codebase from FAIR for.. Apache-2
![](https://camo.githubusercontent.com/81be20497429841b92409195024635197e3785e0fe09270ee7d8e02986f737e6/68747470733a2f2f6769742e696f2f4a4c793151)
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GitHub (👨💻 21 · 🔀 720 · 📦 2 · 📋 400 - 50% open · ⏱️ 10.05.2021):
git clone https://github.com/facebookresearch/SlowFast
pycls (🥉15 · ⭐ 1.5K) - Codebase for Image Classification Research, written in PyTorch. MIT
![](https://camo.githubusercontent.com/81be20497429841b92409195024635197e3785e0fe09270ee7d8e02986f737e6/68747470733a2f2f6769742e696f2f4a4c793151)
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GitHub (👨💻 11 · 🔀 170 · 📦 3 · 📋 59 - 25% open · ⏱️ 05.05.2021):
git clone https://github.com/facebookresearch/pycls
DE⫶TR (🥉14 · ⭐ 6.9K) - End-to-End Object Detection with Transformers. Apache-2
![](https://camo.githubusercontent.com/81be20497429841b92409195024635197e3785e0fe09270ee7d8e02986f737e6/68747470733a2f2f6769742e696f2f4a4c793151)
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GitHub (👨💻 19 · 🔀 1.1K · 📋 320 - 25% open · ⏱️ 15.11.2020):
git clone https://github.com/facebookresearch/detr
Show 6 hidden projects...
- glfw (🥈30 · ⭐ 7.6K) - A multi-platform library for OpenGL, OpenGL ES, Vulkan, window and input.
❗️Zlib
- Augmentor (🥉25 · ⭐ 4.4K · 💀) - Image augmentation library in Python for machine learning.
MIT
- chainercv (🥉25 · ⭐ 1.4K · 💀) - ChainerCV: a Library for Deep Learning in Computer Vision.
MIT
- segmentation_models (🥉23 · ⭐ 3.2K · 💀) - Segmentation models with pretrained backbones. Keras..
MIT
- Pillow-SIMD (🥉23 · ⭐ 1.6K · 💤) - The friendly PIL fork.
❗️PIL
- Luminoth (🥉21 · ⭐ 2.4K · 💀) - Deep Learning toolkit for Computer Vision.
BSD-3
Libraries for graph processing, clustering, embedding, and machine learning tasks.
PyTorch Geometric (🥇29 · ⭐ 11K) - Geometric Deep Learning Extension Library for PyTorch. MIT
![](https://camo.githubusercontent.com/81be20497429841b92409195024635197e3785e0fe09270ee7d8e02986f737e6/68747470733a2f2f6769742e696f2f4a4c793151)
dgl (🥈27 · ⭐ 7.2K) - Python package built to ease deep learning on graph, on top of existing.. Apache-2
StellarGraph (🥈25 · ⭐ 1.9K) - StellarGraph - Machine Learning on Graphs. Apache-2
![](https://camo.githubusercontent.com/3f64fa9baf536c5be3e38d99ec2d82591aeac7d860a1ddb5fb40c87730fcb267/68747470733a2f2f6769742e696f2f4a4c793141)
ogb (🥈23 · ⭐ 930) - Benchmark datasets, data loaders, and evaluators for graph machine learning. MIT
AmpliGraph (🥈22 · ⭐ 1.5K · 💤) - Python library for Representation Learning on Knowledge.. Apache-2
![](https://camo.githubusercontent.com/3f64fa9baf536c5be3e38d99ec2d82591aeac7d860a1ddb5fb40c87730fcb267/68747470733a2f2f6769742e696f2f4a4c793141)
torch-cluster (🥈22 · ⭐ 370) - PyTorch Extension Library of Optimized Graph Cluster.. MIT
![](https://camo.githubusercontent.com/81be20497429841b92409195024635197e3785e0fe09270ee7d8e02986f737e6/68747470733a2f2f6769742e696f2f4a4c793151)
PyTorch-BigGraph (🥉20 · ⭐ 2.8K) - Generate embeddings from large-scale graph-structured.. BSD-3
![](https://camo.githubusercontent.com/81be20497429841b92409195024635197e3785e0fe09270ee7d8e02986f737e6/68747470733a2f2f6769742e696f2f4a4c793151)
graph-nets (🥉18 · ⭐ 4.9K) - Build Graph Nets in Tensorflow. Apache-2
![](https://camo.githubusercontent.com/3f64fa9baf536c5be3e38d99ec2d82591aeac7d860a1ddb5fb40c87730fcb267/68747470733a2f2f6769742e696f2f4a4c793141)
Paddle Graph Learning (🥉18 · ⭐ 1K) - Paddle Graph Learning (PGL) is an efficient and.. Apache-2
![](https://camo.githubusercontent.com/df4aa06e008c7d72f77e38763829d6e570a6d60c0b2797a91b3bbf9dced3e4f3/68747470733a2f2f6769742e696f2f4a4c79314d)
pytorch_geometric_temporal (🥉18 · ⭐ 710) - A Temporal Extension Library for PyTorch Geometric. MIT
![](https://camo.githubusercontent.com/81be20497429841b92409195024635197e3785e0fe09270ee7d8e02986f737e6/68747470733a2f2f6769742e696f2f4a4c793151)
GraphEmbedding (🥉15 · ⭐ 2K · 💤) - Implementation and experiments of graph embedding.. MIT
![](https://camo.githubusercontent.com/619fbb484a3502342b45995fdb5171ee4a3e442a814d3e0f2b4096dee1f9abaa/68747470733a2f2f6769742e696f2f4a4c793146)
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GitHub (👨💻 8 · 🔀 600 · 📦 8 · 📋 42 - 69% open · ⏱️ 18.10.2020):
git clone https://github.com/shenweichen/GraphEmbedding
OpenKE (🥉14 · ⭐ 2.6K) - An Open-Source Package for Knowledge Embedding (KE). MIT
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GitHub (👨💻 10 · 🔀 790 · 📋 300 - 22% open · ⏱️ 06.04.2021):
git clone https://github.com/thunlp/OpenKE
GraphVite (🥉12 · ⭐ 910) - GraphVite: A General and High-performance Graph Embedding System. Apache-2
Show 8 hidden projects...
- igraph (🥇28 · ⭐ 810) - Python interface for igraph.
❗️GPL-2.0
- pygal (🥈27 · ⭐ 2.3K) - PYthon svg GrAph plotting Library.
❗️LGPL-3.0
- Karate Club (🥈22 · ⭐ 1.2K) - Karate Club: An API Oriented Open-source Python Framework for..
❗️GPL-3.0
- DeepWalk (🥉20 · ⭐ 2.2K · 💀) - DeepWalk - Deep Learning for Graphs.
❗️GPL-3.0
- Sematch (🥉17 · ⭐ 350 · 💀) - semantic similarity framework for knowledge graph.
Apache-2
- pyRDF2Vec (🥉16 · ⭐ 110) - Python Implementation and Extension of RDF2Vec.
MIT
- OpenNE (🥉14 · ⭐ 1.5K · 💀) - An Open-Source Package for Network Embedding (NE).
MIT
- GraphSAGE (🥉13 · ⭐ 2.3K · 💀) - Representation learning on large graphs using stochastic..
MIT
Libraries for audio analysis, manipulation, transformation, and extraction, as well as speech recognition and music generation tasks.
DeepSpeech (🥇31 · ⭐ 17K · 📈) - DeepSpeech is an open source embedded (offline, on-.. MPL-2.0
![](https://camo.githubusercontent.com/3f64fa9baf536c5be3e38d99ec2d82591aeac7d860a1ddb5fb40c87730fcb267/68747470733a2f2f6769742e696f2f4a4c793141)
torchaudio (🥇29 · ⭐ 1.3K) - Data manipulation and transformation for audio signal.. BSD-2
![](https://camo.githubusercontent.com/81be20497429841b92409195024635197e3785e0fe09270ee7d8e02986f737e6/68747470733a2f2f6769742e696f2f4a4c793151)
pyAudioAnalysis (🥈27 · ⭐ 3.9K) - Python Audio Analysis Library: Feature Extraction,.. Apache-2
python-soundfile (🥉25 · ⭐ 380) - SoundFile is an audio library based on libsndfile, CFFI, and.. BSD-3
python_speech_features (🥉24 · ⭐ 1.9K) - This library provides common speech features for ASR.. MIT
tinytag (🥉22 · ⭐ 450) - Read music meta data and length of MP3, OGG, OPUS, MP4, M4A, FLAC, WMA and.. MIT
TTS (🥉20 · ⭐ 4.7K) - Deep learning for Text to Speech (Discussion forum:.. MPL-2.0
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GitHub (👨💻 55 · 🔀 770 · 📥 580 · 📋 500 - 7% open · ⏱️ 12.02.2021):
git clone https://github.com/mozilla/TTS
Show 4 hidden projects...
- SpeechRecognition (🥇29 · ⭐ 5.6K · 💀) - Speech recognition module for Python, supporting..
BSD-3
- aubio (🥈26 · ⭐ 2.1K) - a library for audio and music analysis.
❗️GPL-3.0
- Essentia (🥉24 · ⭐ 1.8K) - C++ library for audio and music analysis, description and..
❗️AGPL-3.0
- Madmom (🥉22 · ⭐ 740 · 💀) - Python audio and music signal processing library.
BSD-3
Libraries to load, process, analyze, and write geographic data as well as libraries for spatial analysis, map visualization, and geocoding.
pydeck (🥇34 · ⭐ 8.7K) - WebGL2 powered geospatial visualization layers. MIT
![](https://camo.githubusercontent.com/ef78989a530ef0d09c8b30324b24223155713afe9d28f408d369f6ad2ad87146/68747470733a2f2f6769742e696f2f4a4c793145)
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GitHub (👨💻 160 · 🔀 1.5K · 📦 1.6K · 📋 2.1K - 3% open · ⏱️ 11.05.2021):
git clone https://github.com/visgl/deck.gl
-
PyPi (📥 250K / month · 📦 2 · ⏱️ 13.04.2021):
pip install pydeck
-
Conda (📥 30K · ⏱️ 13.04.2021):
conda install -c conda-forge pydeck
-
NPM (📥 210K / month · 📦 560 · ⏱️ 10.05.2021):
npm install deck.gl
ipyleaflet (🥉29 · ⭐ 1.1K) - A Jupyter - Leaflet.js bridge. MIT
![](https://camo.githubusercontent.com/ef78989a530ef0d09c8b30324b24223155713afe9d28f408d369f6ad2ad87146/68747470733a2f2f6769742e696f2f4a4c793145)
-
GitHub (👨💻 64 · 🔀 290 · 📦 840 · 📋 410 - 37% open · ⏱️ 12.05.2021):
git clone https://github.com/jupyter-widgets/ipyleaflet
-
PyPi (📥 46K / month · 📦 98 · ⏱️ 05.01.2021):
pip install ipyleaflet
-
Conda (📥 670K · ⏱️ 16.01.2021):
conda install -c conda-forge ipyleaflet
-
NPM (📥 23K / month · 📦 2 · ⏱️ 05.01.2021):
npm install jupyter-leaflet
ArcGIS API (🥉25 · ⭐ 990) - Documentation and samples for ArcGIS API for Python. Apache-2
EarthPy (🥉20 · ⭐ 260) - A package built to support working with spatial data using open source.. BSD-3
pymap3d (🥉19 · ⭐ 190) - pure-Python (Numpy optional) 3D coordinate conversions for geospace ecef.. BSD-2
Show 6 hidden projects...
- Geocoder (🥈30 · ⭐ 1.4K · 💀) - Python Geocoder.
MIT
- Cartopy (🥉29 · ⭐ 1.5K) - Rasterio reads and writes geospatial raster datasets.
❗️LGPL-3.0
- gmaps (🥉22 · ⭐ 710 · 💀) - Google maps for Jupyter notebooks.
BSD-3
- Satpy (🥉21 · ⭐ 700 · 📉) - Python package for earth-observing satellite data processing.
❗️GPL-3.0
- Sentinelsat (🥉21 · ⭐ 610) - Search and download Copernicus Sentinel satellite images.
❗️GPL-3.0
- geoplotlib (🥉20 · ⭐ 910 · 💀) - python toolbox for visualizing geographical data and making maps.
MIT
Libraries for algorithmic stock/crypto trading, risk analytics, backtesting, technical analysis, and other tasks on financial data.
yfinance (🥇29 · ⭐ 4.9K) - Yahoo! Finance market data downloader (+faster Pandas Datareader). Apache-2
Alpha Vantage (🥈26 · ⭐ 3.3K) - A python wrapper for Alpha Vantage API for financial data. MIT
TensorTrade (🥈24 · ⭐ 3.2K · 📈) - An open source reinforcement learning framework for.. Apache-2
empyrical (🥈24 · ⭐ 780 · 💤) - Common financial risk and performance metrics. Used by zipline.. Apache-2
Enigma Catalyst (🥉23 · ⭐ 2.2K) - An Algorithmic Trading Library for Crypto-Assets in Python. Apache-2
stockstats (🥉22 · ⭐ 780 · 💤) - Supply a wrapper ``StockDataFrame`` based on the.. BSD-3
tf-quant-finance (🥉20 · ⭐ 2.6K) - High-performance TensorFlow library for quantitative.. Apache-2
![](https://camo.githubusercontent.com/3f64fa9baf536c5be3e38d99ec2d82591aeac7d860a1ddb5fb40c87730fcb267/68747470733a2f2f6769742e696f2f4a4c793141)
finmarketpy (🥉20 · ⭐ 2.6K) - Python library for backtesting trading strategies & analyzing.. Apache-2
Crypto Signals (🥉19 · ⭐ 3K · 💤) - Github.com/CryptoSignal - #1 Quant Trading & Technical.. MIT
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GitHub (👨💻 25 · 🔀 830 · 📋 240 - 18% open · ⏱️ 03.09.2020):
git clone https://github.com/CryptoSignal/crypto-signal
-
Docker Hub (📥 140K · ⭐ 8 · ⏱️ 03.09.2020):
docker pull shadowreaver/crypto-signal
Show 7 hidden projects...
- backtrader (🥈26 · ⭐ 6.4K) - Python Backtesting library for trading strategies.
❗️GPL-3.0
- Alphalens (🥈24 · ⭐ 1.9K · 💀) - Performance analysis of predictive (alpha) stock factors.
Apache-2
- PyAlgoTrade (🥉23 · ⭐ 3.3K · 💀) - Python Algorithmic Trading Library.
Apache-2
- arch (🥉23 · ⭐ 700) - ARCH models in Python.
❗️NCSA
- FinTA (🥉22 · ⭐ 1K) - Common financial technical indicators implemented in Pandas.
❗️LGPL-3.0
- Backtesting.py (🥉18 · ⭐ 1.3K) - Backtest trading strategies in Python.
❗️AGPL-3.0
- surpriver (🥉12 · ⭐ 1.2K · 💤) - Find big moving stocks before they move using machine..
❗️GPL-3.0
Libraries for forecasting, anomaly detection, feature extraction, and machine learning on time-series and sequential data.
Prophet (🥇29 · ⭐ 13K) - Tool for producing high quality forecasts for time series data that has.. MIT
pmdarima (🥇27 · ⭐ 880) - A statistical library designed to fill the void in Python's time series.. MIT
STUMPY (🥉21 · ⭐ 1.8K) - STUMPY is a powerful and scalable Python library for computing a Matrix.. BSD-3
pytorch-forecasting (🥉20 · ⭐ 1K) - Time series forecasting with PyTorch. MIT
Darts (🥉20 · ⭐ 850) - A python library for easy manipulation and forecasting of time series. Apache-2
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GitHub (👨💻 28 · 🔀 110 · 📦 2 · 📋 84 - 22% open · ⏱️ 11.05.2021):
git clone https://github.com/unit8co/darts
-
PyPi (📥 1.8K / month · ⏱️ 14.04.2021):
pip install u8darts
-
Docker Hub (📥 110 · ⏱️ 14.04.2021):
docker pull unit8/darts
tick (🥉18 · ⭐ 340 · 💤) - Module for statistical learning, with a particular emphasis on time-.. BSD-3
Show 5 hidden projects...
- PyFlux (🥈23 · ⭐ 1.9K · 💀) - Open source time series library for Python.
BSD-3
- luminol (🥉21 · ⭐ 920 · 💀) - Anomaly Detection and Correlation library.
Apache-2
- pydlm (🥉20 · ⭐ 390 · 💀) - A python library for Bayesian time series modeling.
BSD-3
- matrixprofile-ts (🥉19 · ⭐ 630 · 💀) - A Python library for detecting patterns and anomalies..
Apache-2
- ADTK (🥉17 · ⭐ 660 · 💀) - A Python toolkit for rule-based/unsupervised anomaly detection in time..
MPL-2.0
Libraries for processing and analyzing medical data such as MRIs, EEGs, genomic data, and other medical imaging formats.
MNE (🥈27 · ⭐ 1.6K) - MNE: Magnetoencephalography (MEG) and Electroencephalography (EEG) in Python. BSD-3
DeepVariant (🥉21 · ⭐ 2.3K) - DeepVariant is an analysis pipeline that uses a deep neural.. BSD-3
![](https://camo.githubusercontent.com/3f64fa9baf536c5be3e38d99ec2d82591aeac7d860a1ddb5fb40c87730fcb267/68747470733a2f2f6769742e696f2f4a4c793141)
Brainiak (🥉20 · ⭐ 240) - Brain Imaging Analysis Kit. Apache-2
-
GitHub (👨💻 32 · 🔀 110 · 📦 12 · 📋 190 - 35% open · ⏱️ 19.02.2021):
git clone https://github.com/brainiak/brainiak
-
PyPi (📥 300 / month · 📦 1 · ⏱️ 15.10.2020):
pip install brainiak
-
Docker Hub (📥 560 · ⭐ 1 · ⏱️ 15.10.2020):
docker pull brainiak/brainiak
MedicalTorch (🥉17 · ⭐ 730) - A medical imaging framework for Pytorch. Apache-2
![](https://camo.githubusercontent.com/81be20497429841b92409195024635197e3785e0fe09270ee7d8e02986f737e6/68747470733a2f2f6769742e696f2f4a4c793151)
Medical Detection Toolkit (🥉13 · ⭐ 960) - The Medical Detection Toolkit contains 2D + 3D.. Apache-2
![](https://camo.githubusercontent.com/81be20497429841b92409195024635197e3785e0fe09270ee7d8e02986f737e6/68747470733a2f2f6769742e696f2f4a4c793151)
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GitHub (👨💻 3 · 🔀 240 · 📋 110 - 25% open · ⏱️ 30.03.2021):
git clone https://github.com/MIC-DKFZ/medicaldetectiontoolkit
MedicalNet (🥉12 · ⭐ 1.1K · 💤) - Many studies have shown that the performance on deep learning is.. MIT
-
GitHub (👨💻 1 · 🔀 300 · 📋 59 - 76% open · ⏱️ 27.08.2020):
git clone https://github.com/Tencent/MedicalNet
Show 4 hidden projects...
- NiftyNet (🥉22 · ⭐ 1.3K · 💀) - [unmaintained] An open-source convolutional neural..
Apache-2
- DLTK (🥉20 · ⭐ 1.3K · 💀) - Deep Learning Toolkit for Medical Image Analysis.
Apache-2
- MedPy (🥉20 · ⭐ 350 · 💤) - Medical image processing in Python.
❗️GPL-3.0
- DeepNeuro (🥉14 · ⭐ 100 · 💤) - A deep learning python package for neuroimaging data. Made by:.
MIT
Libraries for optical character recognition (OCR) and text extraction from images or videos.
Tesseract (🥇30 · ⭐ 3.6K) - Python-tesseract is an optical character recognition (OCR) tool.. Apache-2
EasyOCR (🥇29 · ⭐ 11K) - Ready-to-use OCR with 80+ supported languages and all popular writing.. Apache-2
OCRmyPDF (🥈27 · ⭐ 4.2K) - OCRmyPDF adds an OCR text layer to scanned PDF files, allowing them.. MPL-2.0
attention-ocr (🥉20 · ⭐ 860 · 💤) - A Tensorflow model for text recognition (CNN + seq2seq.. MIT
![](https://camo.githubusercontent.com/3f64fa9baf536c5be3e38d99ec2d82591aeac7d860a1ddb5fb40c87730fcb267/68747470733a2f2f6769742e696f2f4a4c793141)
doc2text (🥉18 · ⭐ 1.2K) - Detect text blocks and OCR poorly scanned PDFs in bulk. Python module.. MIT
Mozart (🥉10 · ⭐ 260 · 🐣) - An optical music recognition (OMR) system. Converts sheet.. Apache-2
![](https://camo.githubusercontent.com/619fbb484a3502342b45995fdb5171ee4a3e442a814d3e0f2b4096dee1f9abaa/68747470733a2f2f6769742e696f2f4a4c793146)
-
GitHub (👨💻 5 · 🔀 40 · 📋 3 - 33% open · ⏱️ 05.05.2021):
git clone https://github.com/aashrafh/Mozart
Show 1 hidden projects...
- pdftabextract (🥉19 · ⭐ 1.9K · 💀) - A set of tools for extracting tables from PDF files..
Apache-2
General-purpose data containers & structures as well as utilities & extensions for pandas.
Arrow (🥇36 · ⭐ 7.9K) - Apache Arrow is a cross-language development platform for in-memory.. Apache-2
h5py (🥇36 · ⭐ 1.5K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3
numexpr (🥈31 · ⭐ 1.6K) - Fast numerical array expression evaluator for Python, NumPy, PyTables,.. MIT
Bottleneck (🥈29 · ⭐ 610) - Fast NumPy array functions written in C. BSD-2
datasketch (🥉27 · ⭐ 1.5K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT
Vaex (🥉25 · ⭐ 6.1K) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualize and.. MIT
Pandaral·lel (🥉25 · ⭐ 1.5K) - A simple and efficient tool to parallelize Pandas.. BSD-3
![](https://camo.githubusercontent.com/a39359bdb070443676a01e530b6fa2099799b8be1355f2a2d0bf6bc6287e06fe/68747470733a2f2f6769742e696f2f4a4c793153)
![](https://camo.githubusercontent.com/ef78989a530ef0d09c8b30324b24223155713afe9d28f408d369f6ad2ad87146/68747470733a2f2f6769742e696f2f4a4c793145)
Arctic (🥉24 · ⭐ 2.3K) - Arctic is a high performance datastore for numeric data. ❗️LGPL-2.1
StaticFrame (🥉21 · ⭐ 220) - Immutable and grow-only Pandas-like DataFrames with a more explicit.. MIT
Show 5 hidden projects...
- Blaze (🥉28 · ⭐ 3K · 💀) - NumPy and Pandas interface to Big Data.
BSD-3
- sklearn-pandas (🥉28 · ⭐ 2.4K) - Pandas integration with sklearn.
❗️Zlib
- pandasql (🥉22 · ⭐ 980 · 💀) - sqldf for pandas.
MIT
- pickleDB (🥉22 · ⭐ 560 · 💀) - pickleDB is an open source key-value store using Python's json..
BSD-3
- Pandas Summary (🥉21 · ⭐ 360 · 💀) - An extension to pandas dataframes describe function.
MIT
Libraries for loading, collecting, and extracting data from a variety of data sources and formats.
TensorFlow Datasets (🥇33 · ⭐ 2.8K) - TFDS is a collection of datasets ready to use with.. Apache-2
![](https://camo.githubusercontent.com/3f64fa9baf536c5be3e38d99ec2d82591aeac7d860a1ddb5fb40c87730fcb267/68747470733a2f2f6769742e696f2f4a4c793141)
python-magic (🥈32 · ⭐ 1.9K) - A python wrapper for libmagic. MIT
Datasets (🥈31 · ⭐ 8.2K) - The largest hub of ready-to-use NLP datasets for ML models with.. Apache-2
smart-open (🥈30 · ⭐ 2K) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT
pandas-datareader (🥈29 · ⭐ 2K) - Extract data from a wide range of Internet sources into.. BSD-3
![](https://camo.githubusercontent.com/a39359bdb070443676a01e530b6fa2099799b8be1355f2a2d0bf6bc6287e06fe/68747470733a2f2f6769742e696f2f4a4c793153)
snorkel (🥉28 · ⭐ 4.6K) - A system for quickly generating training data with weak supervision. Apache-2
csvkit (🥉28 · ⭐ 4.6K) - A suite of utilities for converting to and working with CSV, the king of.. MIT
Intake (🥉26 · ⭐ 560) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2
tabulator-py (🥉26 · ⭐ 210) - Python library for reading and writing tabular data via streams. MIT
Show 9 hidden projects...
- xmltodict (🥈31 · ⭐ 4.4K · 💀) - Python module that makes working with XML feel like you are..
MIT
- PDFMiner (🥉26 · ⭐ 4.6K · 💀) - Python PDF Parser (Not actively maintained). Check out pdfminer.six.
MIT
- textract (🥉26 · ⭐ 3K · 💀) - extract text from any document. no muss. no fuss.
MIT
- Singer (🥉25 · ⭐ 770) - Standard for moving data between databases, web APIs, files, queues,..
❗️AGPL-3.0
- Camelot (🥉23 · ⭐ 3K · 💀) - Camelot: PDF Table Extraction for Humans.
MIT
- messytables (🥉23 · ⭐ 360 · 💀) - Tools for parsing messy tabular data. This is now superseded by..
MIT
- pyexcel-xlsx (🥉22 · ⭐ 88) - A wrapper library to read, manipulate and write data in xlsx and..
BSD-3
- openpyxl (🥉22 · ⭐ 19) - A Python library to read/write Excel 2010 xlsx/xlsm files.
MIT
- rows (🥉21 · ⭐ 750) - A common, beautiful interface to tabular data, no matter the format.
❗️LGPL-3.0
Libraries for web scraping, crawling, downloading, and mining as well as libraries.
🔗 best-of-web-python - Web Scraping ( ⭐ 1.2K · 🐣) - Collection of web-scraping and crawling libraries.
Libraries for data batch- and stream-processing, workflow automation, job scheduling, and other data pipeline tasks.
Celery (🥇39 · ⭐ 17K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3
Airflow (🥇36 · ⭐ 22K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2
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GitHub (👨💻 1.9K · 🔀 8.4K · 📥 130K · 📋 3.4K - 27% open · ⏱️ 13.05.2021):
git clone https://github.com/apache/airflow
-
PyPi (📥 1.7M / month · 📦 290 · ⏱️ 19.04.2021):
pip install apache-airflow
-
Conda (📥 320K · ⏱️ 20.04.2021):
conda install -c conda-forge airflow
-
Docker Hub (📥 21M · ⭐ 240 · ⏱️ 08.05.2021):
docker pull apache/airflow
luigi (🥇34 · ⭐ 15K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2
dbt (🥈30 · ⭐ 2.9K) - dbt (data build tool) enables data analysts and engineers to transform.. Apache-2
Kedro (🥈29 · ⭐ 3.8K) - A Python framework for creating reproducible, maintainable and modular.. Apache-2
PyFunctional (🥈27 · ⭐ 1.9K) - Python library for creating data pipelines with chain functional.. MIT
Great Expectations (🥉25 · ⭐ 4.4K) - Always know what to expect from your data. Apache-2
pysparkling (🥉24 · ⭐ 230) - A pure Python implementation of Apache Spark's RDD and DStream.. MIT
streamparse (🥉23 · ⭐ 1.4K) - Run Python in Apache Storm topologies. Pythonic API, CLI.. Apache-2
ploomber (🥉21 · ⭐ 280) - Lean Data Science workflows: develop and test locally. Deploy to.. Apache-2
Databolt Flow (🥉20 · ⭐ 910) - Python library for building highly effective data science workflows. MIT
Mara Pipelines (🥉19 · ⭐ 1.7K) - A lightweight opinionated ETL framework, halfway between plain.. MIT
BatchFlow (🥉18 · ⭐ 160) - BatchFlow helps you conveniently work with random or sequential.. Apache-2
spark-deep-learning (🥉17 · ⭐ 1.8K) - Deep Learning Pipelines for Apache Spark. Apache-2
![](https://camo.githubusercontent.com/1cfc5e764a3fac2aeb66ce8a0ec446e72d4228314bcf285343c54294c8d42814/68747470733a2f2f6769742e696f2f4a4c79314e)
-
GitHub (👨💻 15 · 🔀 440 · 📦 17 · 📋 100 - 73% open · ⏱️ 20.01.2021):
git clone https://github.com/databricks/spark-deep-learning
zenml (🥉17 · ⭐ 1.1K · 🐣) - ZenML : MLOps framework to create reproducible ML pipelines for.. Apache-2
Show 2 hidden projects...
- Botflow (🥉16 · ⭐ 1.2K · 💀) - Python Fast Dataflow programming framework for Data pipeline work(..
BSD-3
- bodywork-core (🥉11 · ⭐ 210 · 🐣) - MLOps tool for deploying machine learning projects to..
❗️AGPL-3.0
Libraries that provide capabilities to distribute and parallelize machine learning tasks across large-scale compute infrastructure.
dask.distributed (🥇31 · ⭐ 1.2K) - A distributed task scheduler for Dask. BSD-3
horovod (🥈29 · ⭐ 11K) - Distributed training framework for TensorFlow, Keras, PyTorch, and.. Apache-2
ipyparallel (🥈26 · ⭐ 2K) - Interactive Parallel Computing in Python. BSD-3
![](https://camo.githubusercontent.com/ef78989a530ef0d09c8b30324b24223155713afe9d28f408d369f6ad2ad87146/68747470733a2f2f6769742e696f2f4a4c793145)
petastorm (🥈26 · ⭐ 1.1K) - Petastorm library enables single machine or distributed training.. Apache-2
DeepSpeed (🥈25 · ⭐ 4.9K) - DeepSpeed is a deep learning optimization library that makes.. MIT
![](https://camo.githubusercontent.com/81be20497429841b92409195024635197e3785e0fe09270ee7d8e02986f737e6/68747470733a2f2f6769742e696f2f4a4c793151)
-
GitHub (👨💻 52 · 🔀 470 · 📦 33 · 📋 480 - 48% open · ⏱️ 12.05.2021):
git clone https://github.com/microsoft/DeepSpeed
-
PyPi (📥 35K / month · ⏱️ 30.04.2021):
pip install deepspeed
-
Docker Hub (📥 8.3K · ⭐ 2 · ⏱️ 05.05.2021):
docker pull deepspeed/deepspeed
BigDL (🥈25 · ⭐ 3.7K) - BigDL: Distributed Deep Learning Framework for Apache Spark. Apache-2
-
GitHub (👨💻 72 · 🔀 910 · 📦 25 · 📋 910 - 20% open · ⏱️ 21.04.2021):
git clone https://github.com/intel-analytics/BigDL
-
PyPi (📥 1.7K / month · 📦 6 · ⏱️ 07.04.2021):
pip install bigdl
-
Maven (⏱️ 20.04.2021):
<dependency> <groupId>com.intel.analytics.bigdl</groupId> <artifactId>bigdl-SPARK_2.4</artifactId> <version>[VERSION]</version> </dependency>
TensorFlowOnSpark (🥈25 · ⭐ 3.7K) - TensorFlowOnSpark brings TensorFlow programs to.. Apache-2
![](https://camo.githubusercontent.com/3f64fa9baf536c5be3e38d99ec2d82591aeac7d860a1ddb5fb40c87730fcb267/68747470733a2f2f6769742e696f2f4a4c793141)
![](https://camo.githubusercontent.com/1cfc5e764a3fac2aeb66ce8a0ec446e72d4228314bcf285343c54294c8d42814/68747470733a2f2f6769742e696f2f4a4c79314e)
analytics-zoo (🥉23 · ⭐ 2.3K) - Distributed Tensorflow, Keras and PyTorch on Apache.. Apache-2
![](https://camo.githubusercontent.com/1cfc5e764a3fac2aeb66ce8a0ec446e72d4228314bcf285343c54294c8d42814/68747470733a2f2f6769742e696f2f4a4c79314e)
BytePS (🥉19 · ⭐ 2.8K) - A high performance and generic framework for distributed DNN training. Apache-2
-
GitHub (👨💻 19 · 🔀 380 · 📋 240 - 37% open · ⏱️ 21.04.2021):
git clone https://github.com/bytedance/byteps
-
PyPi (📥 180 / month · ⏱️ 04.11.2020):
pip install byteps
-
Docker Hub (📥 1.1K · ⏱️ 03.03.2020):
docker pull bytepsimage/tensorflow
Apache Singa (🥉19 · ⭐ 2.2K) - a distributed deep learning platform. Apache-2
-
GitHub (👨💻 70 · 🔀 610 · 📦 1 · 📋 75 - 53% open · ⏱️ 15.01.2021):
git clone https://github.com/apache/singa
-
Conda (📥 270 · ⏱️ 20.01.2021):
conda install -c nusdbsystem singa
-
Docker Hub (📥 160 · ⭐ 2 · ⏱️ 04.06.2019):
docker pull apache/singa
Show 3 hidden projects...
- DEAP (🥈28 · ⭐ 4.2K) - Distributed Evolutionary Algorithms in Python.
❗️LGPL-3.0
- TensorFrames (🥉19 · ⭐ 770 · 💀) - [DEPRECATED] Tensorflow wrapper for DataFrames on..
Apache-2
- LazyCluster (🥉14 · ⭐ 38) - Distributed machine learning made simple.
Apache-2
Libraries for hyperparameter optimization, automl and neural architecture search.
scikit-optimize (🥇30 · ⭐ 2.1K) - Sequential model-based optimization with a `scipy.optimize`.. BSD-3
Bayesian Optimization (🥇28 · ⭐ 5.1K) - A Python implementation of global optimization with.. MIT
auto-sklearn (🥈27 · ⭐ 5.4K) - Automated Machine Learning with scikit-learn. BSD-3
![](https://camo.githubusercontent.com/619fbb484a3502342b45995fdb5171ee4a3e442a814d3e0f2b4096dee1f9abaa/68747470733a2f2f6769742e696f2f4a4c793146)
Keras Tuner (🥈27 · ⭐ 2.3K) - Hyperparameter tuning for humans. Apache-2
![](https://camo.githubusercontent.com/3f64fa9baf536c5be3e38d99ec2d82591aeac7d860a1ddb5fb40c87730fcb267/68747470733a2f2f6769742e696f2f4a4c793141)
featuretools (🥈26 · ⭐ 5.6K) - An open source python library for automated feature engineering. BSD-3
mljar-supervised (🥉23 · ⭐ 1.3K) - Automated Machine Learning Pipeline with Feature Engineering.. MIT
lazypredict (🥉22 · ⭐ 380) - Lazy Predict help build a lot of basic models without much code.. MIT
![](https://camo.githubusercontent.com/619fbb484a3502342b45995fdb5171ee4a3e442a814d3e0f2b4096dee1f9abaa/68747470733a2f2f6769742e696f2f4a4c793146)
Neuraxle (🥉21 · ⭐ 410) - A Sklearn-like Framework for Hyperparameter Tuning and AutoML in.. Apache-2
Auto ViML (🥉21 · ⭐ 250) - Automatically Build Multiple ML Models with a Single Line of Code... Apache-2
HyperparameterHunter (🥉15 · ⭐ 650) - Easy hyperparameter optimization and automatic result.. MIT
AlphaPy (🥉15 · ⭐ 590 · 📉) - Automated Machine Learning [AutoML] with Python, scikit-learn,.. Apache-2
ENAS (🥉13 · ⭐ 2.4K · 💤) - PyTorch implementation of Efficient Neural Architecture Search via.. Apache-2
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GitHub (👨💻 6 · 🔀 450 · 📋 44 - 84% open · ⏱️ 16.06.2020):
git clone https://github.com/carpedm20/ENAS-pytorch
Devol (🥉11 · ⭐ 930 · 💤) - Genetic neural architecture search with Keras. MIT
-
GitHub (👨💻 18 · 🔀 110 · 📋 27 - 25% open · ⏱️ 05.07.2020):
git clone https://github.com/joeddav/devol
Show 16 hidden projects...
- TPOT (🥇29 · ⭐ 8K) - A Python Automated Machine Learning tool that optimizes machine..
❗️LGPL-3.0
- MLBox (🥉22 · ⭐ 1.2K · 💤) - MLBox is a powerful Automated Machine Learning python library.
❗️BSD-1-Clause
- auto_ml (🥉20 · ⭐ 1.5K · 💀) - [UNMAINTAINED] Automated machine learning for analytics & production.
MIT
- HpBandSter (🥉20 · ⭐ 460 · 💀) - a distributed Hyperband implementation on Steroids.
BSD-3
- Test Tube (🥉19 · ⭐ 680 · 💀) - Python library to easily log experiments and parallelize..
MIT
- Sherpa (🥉18 · ⭐ 290 · 💤) - Hyperparameter optimization that enables researchers to..
❗️GPL-3.0
- Advisor (🥉17 · ⭐ 1.4K · 💀) - Open-source implementation of Google Vizier for hyper parameters..
Apache-2
- sklearn-deap (🥉17 · ⭐ 640 · 💀) - Use evolutionary algorithms instead of gridsearch in..
MIT
- automl-gs (🥉16 · ⭐ 1.7K · 💀) - Provide an input CSV and a target field to predict, generate a..
MIT
- Xcessiv (🥉16 · ⭐ 1.3K · 💀) - A web-based application for quick, scalable, and automated..
Apache-2
- Auto Tune Models (🥉16 · ⭐ 510 · 💀) - Auto Tune Models - A multi-tenant, multi-data system for..
MIT
- Parfit (🥉16 · ⭐ 200 · 💀) - A package for parallelizing the fit and flexibly scoring of..
MIT
- Auptimizer (🥉14 · ⭐ 170) - An automatic ML model optimization tool.
❗️GPL-3.0
- Hypermax (🥉14 · ⭐ 96 · 💤) - Better, faster hyper-parameter optimization.
BSD-3
- featurewiz (🥉13 · ⭐ 56 · 🐣) - Use advanced feature engineering strategies and select the..
Apache-2
- Hypertunity (🥉10 · ⭐ 120 · 💀) - A toolset for black-box hyperparameter optimisation.
Apache-2
Libraries for building and evaluating reinforcement learning & agent-based systems.
OpenAI Gym (🥇36 · ⭐ 24K) - A toolkit for developing and comparing reinforcement learning.. MIT
TensorLayer (🥈27 · ⭐ 6.6K) - Deep Learning and Reinforcement Learning Library for.. Apache-2
![](https://camo.githubusercontent.com/3f64fa9baf536c5be3e38d99ec2d82591aeac7d860a1ddb5fb40c87730fcb267/68747470733a2f2f6769742e696f2f4a4c793141)
Stable Baselines (🥈26 · ⭐ 3.1K) - A fork of OpenAI Baselines, implementations of reinforcement.. MIT
TensorForce (🥈26 · ⭐ 2.9K) - Tensorforce: a TensorFlow library for applied.. Apache-2
![](https://camo.githubusercontent.com/3f64fa9baf536c5be3e38d99ec2d82591aeac7d860a1ddb5fb40c87730fcb267/68747470733a2f2f6769742e696f2f4a4c793141)
ReAgent (🥉17 · ⭐ 2.9K) - A platform for Reasoning systems (Reinforcement Learning,.. BSD-3
![](https://camo.githubusercontent.com/81be20497429841b92409195024635197e3785e0fe09270ee7d8e02986f737e6/68747470733a2f2f6769742e696f2f4a4c793151)
-
GitHub (👨💻 96 · 🔀 400 · 📋 95 - 21% open · ⏱️ 13.05.2021):
git clone https://github.com/facebookresearch/ReAgent
Show 4 hidden projects...
- baselines (🥈27 · ⭐ 11K · 💀) - OpenAI Baselines: high-quality implementations of reinforcement..
MIT
- keras-rl (🥈25 · ⭐ 5K · 💀) - Deep Reinforcement Learning for Keras.
MIT
- TRFL (🥉21 · ⭐ 3.1K · 💀) - TensorFlow Reinforcement Learning.
Apache-2
- DeepMind Lab (🥉17 · ⭐ 6.4K) - A customisable 3D platform for agent-based AI research.
❗️GPL-2.0
Libraries for building and evaluating recommendation systems.
scikit-surprise (🥇26 · ⭐ 4.8K · 💤) - A Python scikit for building and analyzing recommender.. BSD-3
lightfm (🥇26 · ⭐ 3.6K) - A Python implementation of LightFM, a hybrid recommendation algorithm. Apache-2
TF Ranking (🥈23 · ⭐ 2.1K) - Learning to Rank in TensorFlow. Apache-2
![](https://camo.githubusercontent.com/3f64fa9baf536c5be3e38d99ec2d82591aeac7d860a1ddb5fb40c87730fcb267/68747470733a2f2f6769742e696f2f4a4c793141)
Recommenders (🥈22 · ⭐ 9.7K) - Best Practices on Recommendation Systems. MIT
-
GitHub (👨💻 93 · 🔀 1.7K · 📦 2 · 📋 580 - 22% open · ⏱️ 11.05.2021):
git clone https://github.com/microsoft/recommenders
TF Recommenders (🥉21 · ⭐ 820) - TensorFlow Recommenders is a library for building.. Apache-2
![](https://camo.githubusercontent.com/3f64fa9baf536c5be3e38d99ec2d82591aeac7d860a1ddb5fb40c87730fcb267/68747470733a2f2f6769742e696f2f4a4c793141)
recmetrics (🥉18 · ⭐ 260) - A library of metrics for evaluating recommender systems. MIT
Case Recommender (🥉16 · ⭐ 330 · 💤) - Case Recommender: A Flexible and Extensible Python.. MIT
![](https://camo.githubusercontent.com/619fbb484a3502342b45995fdb5171ee4a3e442a814d3e0f2b4096dee1f9abaa/68747470733a2f2f6769742e696f2f4a4c793146)
Show 3 hidden projects...
Libraries for encrypted and privacy-preserving machine learning using methods like federated learning & differential privacy.
TensorFlow Privacy (🥈21 · ⭐ 1.4K) - Library for training machine learning models with.. Apache-2
![](https://camo.githubusercontent.com/3f64fa9baf536c5be3e38d99ec2d82591aeac7d860a1ddb5fb40c87730fcb267/68747470733a2f2f6769742e696f2f4a4c793141)
TFEncrypted (🥈21 · ⭐ 860 · 💤) - A Framework for Encrypted Machine Learning in TensorFlow. Apache-2
![](https://camo.githubusercontent.com/3f64fa9baf536c5be3e38d99ec2d82591aeac7d860a1ddb5fb40c87730fcb267/68747470733a2f2f6769742e696f2f4a4c793141)
FATE (🥉20 · ⭐ 3.1K) - An Industrial Grade Federated Learning Framework. Apache-2
-
GitHub (👨💻 56 · 🔀 890 · 📋 850 - 34% open · ⏱️ 30.04.2021):
git clone https://github.com/FederatedAI/FATE
Libraries to organize, track, and visualize machine learning experiments.
Tensorboard (🥇36 · ⭐ 5.5K) - TensorFlow's Visualization Toolkit. Apache-2
![](https://camo.githubusercontent.com/3f64fa9baf536c5be3e38d99ec2d82591aeac7d860a1ddb5fb40c87730fcb267/68747470733a2f2f6769742e696f2f4a4c793141)
SageMaker SDK (🥇31 · ⭐ 1.4K) - A library for training and deploying machine learning.. Apache-2
![](https://camo.githubusercontent.com/e33851ee28ff48309d1f11fe8fbf83b31729a7f211f2eddf3093a85d716e6b1e/68747470733a2f2f6769742e696f2f4a4c793158)
![](https://camo.githubusercontent.com/3f64fa9baf536c5be3e38d99ec2d82591aeac7d860a1ddb5fb40c87730fcb267/68747470733a2f2f6769742e696f2f4a4c793141)
tensorboardX (🥈30 · ⭐ 6.9K) - tensorboard for pytorch (and chainer, mxnet, numpy, ...). MIT
wandb client (🥈30 · ⭐ 2.9K) - A tool for visualizing and tracking your machine learning.. MIT
AzureML SDK (🥈30 · ⭐ 2.3K) - Python notebooks with ML and deep learning examples with Azure.. MIT
ClearML (🥈26 · ⭐ 2.4K) - ClearML - Auto-Magical Suite of tools to streamline your ML.. Apache-2
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GitHub (👨💻 30 · 🔀 350 · 📥 300 · 📦 35 · 📋 300 - 28% open · ⏱️ 13.05.2021):
git clone https://github.com/allegroai/clearml
-
PyPi (📥 19K / month · ⏱️ 05.05.2021):
pip install clearml
-
Docker Hub (📥 30K · ⏱️ 05.10.2020):
docker pull allegroai/trains
ml-metadata (🥉24 · ⭐ 320) - For recording and retrieving metadata associated with ML.. Apache-2
livelossplot (🥉23 · ⭐ 1.1K) - Live training loss plot in Jupyter Notebook for Keras,.. MIT
![](https://camo.githubusercontent.com/ef78989a530ef0d09c8b30324b24223155713afe9d28f408d369f6ad2ad87146/68747470733a2f2f6769742e696f2f4a4c793145)
TensorWatch (🥉22 · ⭐ 3.1K) - Debugging, monitoring and visualization for Python Machine Learning.. MIT
Labml (🥉20 · ⭐ 560) - Monitor deep learning model training and hardware usage from your mobile.. MIT
gokart (🥉19 · ⭐ 180) - Gokart solves reproducibility, task dependencies, constraints of good code,.. MIT
aim (🥉17 · ⭐ 1.1K) - Aim a super-easy way to record, search and compare 1000s of ML training.. Apache-2
Show 9 hidden projects...
- TensorBoard Logger (🥉22 · ⭐ 610 · 💀) - Log TensorBoard events without touching TensorFlow.
MIT
- knockknock (🥉21 · ⭐ 2.1K · 💀) - Knock Knock: Get notified when your training ends with only two..
MIT
- hiddenlayer (🥉20 · ⭐ 1.4K · 💀) - Neural network graphs and training metrics for..
MIT
- MXBoard (🥉19 · ⭐ 330 · 💀) - Logging MXNet data for visualization in TensorBoard.
Apache-2
- SKLL (🥉18 · ⭐ 530) - SciKit-Learn Laboratory (SKLL) makes it easy to run machine..
❗️BSD-1-Clause
- datmo (🥉16 · ⭐ 330 · 💀) - Open source production model management tool for data scientists.
MIT
- steppy (🥉16 · ⭐ 130 · 💀) - Lightweight, Python library for fast and reproducible experimentation.
MIT
- ModelChimp (🥉14 · ⭐ 120) - Experiment tracking for machine and deep learning projects.
BSD-2
- traintool (🥉11 · ⭐ 9) - Train off-the-shelf machine learning models in one..
Apache-2
Libraries to serialize models to files, convert between a variety of model formats, and optimize models for deployment.
TorchServe (🥇27 · ⭐ 1.8K) - Model Serving on PyTorch. Apache-2
![](https://camo.githubusercontent.com/81be20497429841b92409195024635197e3785e0fe09270ee7d8e02986f737e6/68747470733a2f2f6769742e696f2f4a4c793151)
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GitHub (👨💻 68 · 🔀 280 · 📥 230 · 📦 46 · 📋 600 - 26% open · ⏱️ 10.05.2021):
git clone https://github.com/pytorch/serve
-
PyPi (📥 8.1K / month · ⏱️ 15.03.2021):
pip install torchserve
-
Conda (📥 8.2K · ⏱️ 18.03.2021):
conda install -c pytorch torchserve
-
Docker Hub (📥 59K · ⭐ 3 · ⏱️ 18.12.2020):
docker pull pytorch/torchserve
mmdnn (🥈24 · ⭐ 5.3K · 💤) - MMdnn is a set of tools to help users inter-operate among different deep.. MIT
Core ML Tools (🥈24 · ⭐ 2.2K · 📉) - Core ML tools contain supporting tools for Core ML model.. BSD-3
m2cgen (🥉22 · ⭐ 1.8K) - Transform ML models into a native code (Java, C, Python, Go, JavaScript,.. MIT
Hummingbird (🥉21 · ⭐ 2.4K) - Hummingbird compiles trained ML models into tensor computation for.. MIT
pytorch2keras (🥉19 · ⭐ 700) - PyTorch to Keras model convertor. MIT
Show 2 hidden projects...
- Larq Compute Engine (🥉18 · ⭐ 140) - Highly optimized inference engine for Binarized..
Apache-2
- sklearn-porter (🥉16 · ⭐ 1K · 💀) - Transpile trained scikit-learn estimators to C, Java,..
MIT
Libraries to visualize, explain, debug, evaluate, and interpret machine learning models.
shap (🥇34 · ⭐ 13K) - A game theoretic approach to explain the output of any machine learning model. MIT
InterpretML (🥇27 · ⭐ 3.7K) - Fit interpretable models. Explain blackbox machine learning. MIT
![](https://camo.githubusercontent.com/ef78989a530ef0d09c8b30324b24223155713afe9d28f408d369f6ad2ad87146/68747470733a2f2f6769742e696f2f4a4c793145)
Model Analysis (🥇27 · ⭐ 1.1K) - Model analysis tools for TensorFlow. Apache-2
![](https://camo.githubusercontent.com/3f64fa9baf536c5be3e38d99ec2d82591aeac7d860a1ddb5fb40c87730fcb267/68747470733a2f2f6769742e696f2f4a4c793141)
![](https://camo.githubusercontent.com/ef78989a530ef0d09c8b30324b24223155713afe9d28f408d369f6ad2ad87146/68747470733a2f2f6769742e696f2f4a4c793145)
yellowbrick (🥈26 · ⭐ 3.2K) - Visual analysis and diagnostic tools to facilitate machine.. Apache-2
![](https://camo.githubusercontent.com/619fbb484a3502342b45995fdb5171ee4a3e442a814d3e0f2b4096dee1f9abaa/68747470733a2f2f6769742e696f2f4a4c793146)
Fairness 360 (🥈26 · ⭐ 1.4K) - A comprehensive set of fairness metrics for datasets and.. Apache-2
dtreeviz (🥈24 · ⭐ 1.5K) - A python library for decision tree visualization and model interpretation. MIT
Explainability 360 (🥈22 · ⭐ 830 · 📈) - Interpretability and explainability of data and.. Apache-2
tf-explain (🥈22 · ⭐ 810) - Interpretability Methods for tf.keras models with Tensorflow 2.x. MIT
![](https://camo.githubusercontent.com/3f64fa9baf536c5be3e38d99ec2d82591aeac7d860a1ddb5fb40c87730fcb267/68747470733a2f2f6769742e696f2f4a4c793141)
TreeInterpreter (🥈22 · ⭐ 660) - Package for interpreting scikit-learn's decision tree.. BSD-3
![](https://camo.githubusercontent.com/619fbb484a3502342b45995fdb5171ee4a3e442a814d3e0f2b4096dee1f9abaa/68747470733a2f2f6769742e696f2f4a4c793146)
explainerdashboard (🥈22 · ⭐ 510) - Quickly build Explainable AI dashboards that show the inner.. MIT
random-forest-importances (🥈22 · ⭐ 440) - Code to compute permutation and drop-column.. MIT
![](https://camo.githubusercontent.com/619fbb484a3502342b45995fdb5171ee4a3e442a814d3e0f2b4096dee1f9abaa/68747470733a2f2f6769742e696f2f4a4c793146)
iNNvestigate (🥉21 · ⭐ 810 · 💤) - A toolbox to iNNvestigate neural networks' predictions!. BSD-2
![](https://camo.githubusercontent.com/3f64fa9baf536c5be3e38d99ec2d82591aeac7d860a1ddb5fb40c87730fcb267/68747470733a2f2f6769742e696f2f4a4c793141)
What-If Tool (🥉20 · ⭐ 510) - Source code/webpage/demos for the What-If Tool. Apache-2
sklearn-evaluation (🥉20 · ⭐ 300) - Machine learning model evaluation made easy: plots,.. MIT
![](https://camo.githubusercontent.com/619fbb484a3502342b45995fdb5171ee4a3e442a814d3e0f2b4096dee1f9abaa/68747470733a2f2f6769742e696f2f4a4c793146)
LIT (🥉18 · ⭐ 2.5K) - The Language Interpretability Tool: Interactively analyze NLP models for.. Apache-2
imodels (🥉18 · ⭐ 210) - Interpretable ML package for concise, transparent, and accurate predictive.. MIT
fairness-indicators (🥉18 · ⭐ 200) - Tensorflow's Fairness Evaluation and Visualization.. Apache-2
![](https://camo.githubusercontent.com/3f64fa9baf536c5be3e38d99ec2d82591aeac7d860a1ddb5fb40c87730fcb267/68747470733a2f2f6769742e696f2f4a4c793141)
![](https://camo.githubusercontent.com/ef78989a530ef0d09c8b30324b24223155713afe9d28f408d369f6ad2ad87146/68747470733a2f2f6769742e696f2f4a4c793145)
model-card-toolkit (🥉17 · ⭐ 190) - a tool that leverages rich metadata and lineage.. Apache-2
FlashTorch (🥉16 · ⭐ 590) - Visualization toolkit for neural networks in PyTorch! Demo --. MIT
![](https://camo.githubusercontent.com/81be20497429841b92409195024635197e3785e0fe09270ee7d8e02986f737e6/68747470733a2f2f6769742e696f2f4a4c793151)
ExplainX.ai (🥉16 · ⭐ 200) - Explainable AI framework for data scientists. Explain & debug any.. MIT
Show 8 hidden projects...
- eli5 (🥇27 · ⭐ 2.4K · 💀) - A library for debugging/inspecting machine learning classifiers and..
MIT
- scikit-plot (🥈25 · ⭐ 2.1K · 💀) - An intuitive library to add plotting functionality to..
MIT
- keras-vis (🥈24 · ⭐ 2.8K · 💀) - Neural network visualization toolkit for keras.
MIT
- DALEX (🥉20 · ⭐ 820) - moDel Agnostic Language for Exploration and eXplanation.
❗️GPL-3.0
- Skater (🥉19 · ⭐ 970 · 💤) - Python Library for Model Interpretation/Explanations.
❗️UPL-1.0
- contextual-ai (🥉16 · ⭐ 68) - Contextual AI adds explainability to different stages of..
Apache-2
- Attribution Priors (🥉14 · ⭐ 74) - Tools for training explainable models using..
MIT
- bias-detector (🥉13 · ⭐ 21 · 🐣) - Bias Detector is a python package for detecting bias in machine..
MIT
Libraries for Approximate Nearest Neighbor Search and Vector Indexing/Similarity Search.
🔗 ANN Benchmarks ( ⭐ 2.2K) - Benchmarks of approximate nearest neighbor libraries in Python.
Annoy (🥇30 · ⭐ 8.5K) - Approximate Nearest Neighbors in C++/Python optimized for memory usage.. Apache-2
Faiss (🥇29 · ⭐ 13K) - A library for efficient similarity search and clustering of dense vectors. MIT
NMSLIB (🥇29 · ⭐ 2.4K) - Non-Metric Space Library (NMSLIB): An efficient similarity search.. Apache-2
hnswlib (🥈26 · ⭐ 1.5K) - Header-only C++/python library for fast approximate nearest neighbors. Apache-2
Milvus (🥈25 · ⭐ 6.1K) - An open source embedding vector similarity search engine powered by.. Apache-2
-
GitHub (👨💻 140 · 🔀 890 · 📋 2.3K - 7% open · ⏱️ 13.05.2021):
git clone https://github.com/milvus-io/milvus
-
PyPi (📥 17K / month · 📦 6 · ⏱️ 29.04.2021):
pip install pymilvus
-
Docker Hub (📥 330K · ⭐ 11 · ⏱️ 07.05.2021):
docker pull milvusdb/milvus
PyNNDescent (🥈25 · ⭐ 390) - A Python nearest neighbor descent for approximate nearest neighbors. BSD-2
N2 (🥉19 · ⭐ 470 · 💤) - TOROS N2 - lightweight approximate Nearest Neighbor library which runs.. Apache-2
Show 2 hidden projects...
Libraries providing capabilities for probabilistic programming/reasoning, bayesian inference, gaussian processes, or statistics.
tensorflow-probability (🥇32 · ⭐ 3.3K) - Probabilistic reasoning and statistical analysis in.. Apache-2
![](https://camo.githubusercontent.com/3f64fa9baf536c5be3e38d99ec2d82591aeac7d860a1ddb5fb40c87730fcb267/68747470733a2f2f6769742e696f2f4a4c793141)
pomegranate (🥈27 · ⭐ 2.7K) - Fast, flexible and easy to use probabilistic modelling in Python. MIT
scikit-posthocs (🥉21 · ⭐ 200) - Multiple Pairwise Comparisons (Post Hoc) Tests in Python. MIT
![](https://camo.githubusercontent.com/619fbb484a3502342b45995fdb5171ee4a3e442a814d3e0f2b4096dee1f9abaa/68747470733a2f2f6769742e696f2f4a4c793146)
Orbit (🥉19 · ⭐ 400) - A Python package for Bayesian forecasting with object-oriented design.. Apache-2
Baal (🥉18 · ⭐ 350) - Using approximate bayesian posteriors in deep nets for active learning. Apache-2
Show 5 hidden projects...
- patsy (🥈28 · ⭐ 750 · 💀) - Describing statistical models in Python using symbolic formulas.
BSD-2
- Edward (🥉25 · ⭐ 4.6K · 💀) - A probabilistic programming language in TensorFlow. Deep..
Apache-2
- pingouin (🥉23 · ⭐ 720) - Statistical package in Python based on Pandas.
❗️GPL-3.0
- PyStan (🥉22 · ⭐ 71) - PyStan, a Python interface to Stan, a platform for statistical modeling...
ISC
- ZhuSuan (🥉14 · ⭐ 2K · 💀) - A probabilistic programming library for Bayesian deep learning,..
MIT
Libraries for testing the robustness of machine learning models against attacks with adversarial/malicious examples.
CleverHans (🥇27 · ⭐ 5.1K) - An adversarial example library for constructing attacks,.. MIT
![](https://camo.githubusercontent.com/3f64fa9baf536c5be3e38d99ec2d82591aeac7d860a1ddb5fb40c87730fcb267/68747470733a2f2f6769742e696f2f4a4c793141)
Foolbox (🥇27 · ⭐ 1.9K) - A Python toolbox to create adversarial examples that fool neural networks.. MIT
TextAttack (🥈25 · ⭐ 1.4K) - TextAttack is a Python framework for adversarial attacks, data.. MIT
ART (🥉23 · ⭐ 2.2K) - Adversarial Robustness Toolbox (ART) - Python Library for Machine Learning.. MIT
robustness (🥉19 · ⭐ 530) - A library for experimenting with, training and evaluating neural.. MIT
AdvBox (🥉17 · ⭐ 1.1K) - Advbox is a toolbox to generate adversarial examples that fool neural.. Apache-2
Show 2 hidden projects...
- advertorch (🥉19 · ⭐ 860 · 💤) - A Toolbox for Adversarial Robustness Research.
❗️GPL-3.0
- Adversary (🥉14 · ⭐ 350 · 💀) - Tool to generate adversarial text examples and test machine..
MIT
Libraries that require and make use of CUDA/GPU system capabilities to optimize data handling and machine learning tasks.
CuPy (🥇32 · ⭐ 5.1K) - A NumPy-compatible array library accelerated by CUDA. MIT
-
GitHub (👨💻 260 · 🔀 470 · 📥 16K · 📦 730 · 📋 1.4K - 25% open · ⏱️ 12.05.2021):
git clone https://github.com/cupy/cupy
-
PyPi (📥 85K / month · 📦 190 · ⏱️ 22.04.2021):
pip install cupy
-
Conda (📥 580K · ⏱️ 30.04.2021):
conda install -c conda-forge cupy
-
Docker Hub (📥 50K · ⭐ 6 · ⏱️ 12.05.2021):
docker pull cupy/cupy
scikit-cuda (🥈23 · ⭐ 820) - Python interface to GPU-powered libraries. BSD-3
DALI (🥉20 · ⭐ 3.3K) - A GPU-accelerated library containing highly optimized building blocks.. Apache-2
-
GitHub (👨💻 57 · 🔀 390 · 📋 980 - 17% open · ⏱️ 13.05.2021):
git clone https://github.com/NVIDIA/DALI
BlazingSQL (🥉17 · ⭐ 1.5K) - BlazingSQL is a lightweight, GPU accelerated, SQL engine for.. Apache-2
Vulkan Kompute (🥉17 · ⭐ 390) - General purpose GPU compute framework for cross vendor.. Apache-2
cuSignal (🥉15 · ⭐ 480) - GPU accelerated signal processing. Apache-2
-
GitHub (👨💻 30 · 🔀 63 · 📋 110 - 13% open · ⏱️ 06.05.2021):
git clone https://github.com/rapidsai/cusignal
Show 5 hidden projects...
- GPUtil (🥈23 · ⭐ 720 · 💀) - A Python module for getting the GPU status from NVIDA GPUs using..
MIT
- py3nvml (🥉22 · ⭐ 180 · 💀) - Python 3 Bindings for NVML library. Get NVIDIA GPU status inside..
BSD-3
- nvidia-ml-py3 (🥉19 · ⭐ 66 · 💀) - Python 3 Bindings for the NVIDIA Management Library.
BSD-3
- SpeedTorch (🥉16 · ⭐ 620 · 💀) - Library for faster pinned CPU - GPU transfer in Pytorch.
MIT
- ipyexperiments (🥉16 · ⭐ 130) - jupyter/ipython experiment containers for GPU and..
Apache-2
Libraries that extend TensorFlow with additional capabilities.
tensor2tensor (🥇33 · ⭐ 11K · 📈) - Library of deep learning models and datasets designed.. Apache-2
![](https://camo.githubusercontent.com/3f64fa9baf536c5be3e38d99ec2d82591aeac7d860a1ddb5fb40c87730fcb267/68747470733a2f2f6769742e696f2f4a4c793141)
tensorflow-hub (🥇32 · ⭐ 2.8K) - A library for transfer learning by reusing parts of.. Apache-2
![](https://camo.githubusercontent.com/3f64fa9baf536c5be3e38d99ec2d82591aeac7d860a1ddb5fb40c87730fcb267/68747470733a2f2f6769742e696f2f4a4c793141)
TensorFlow Transform (🥈29 · ⭐ 870) - Input pipeline framework. Apache-2
![](https://camo.githubusercontent.com/3f64fa9baf536c5be3e38d99ec2d82591aeac7d860a1ddb5fb40c87730fcb267/68747470733a2f2f6769742e696f2f4a4c793141)
TF Model Optimization (🥈26 · ⭐ 1K) - A toolkit to optimize ML models for deployment for.. Apache-2
![](https://camo.githubusercontent.com/3f64fa9baf536c5be3e38d99ec2d82591aeac7d860a1ddb5fb40c87730fcb267/68747470733a2f2f6769742e696f2f4a4c793141)
efficientnet (🥉25 · ⭐ 1.8K · 💤) - Implementation of EfficientNet model. Keras and.. Apache-2
![](https://camo.githubusercontent.com/3f64fa9baf536c5be3e38d99ec2d82591aeac7d860a1ddb5fb40c87730fcb267/68747470733a2f2f6769742e696f2f4a4c793141)
TensorFlow I/O (🥉24 · ⭐ 450) - Dataset, streaming, and file system extensions.. Apache-2
![](https://camo.githubusercontent.com/3f64fa9baf536c5be3e38d99ec2d82591aeac7d860a1ddb5fb40c87730fcb267/68747470733a2f2f6769742e696f2f4a4c793141)
TensorFlow Cloud (🥉24 · ⭐ 240) - The TensorFlow Cloud repository provides APIs that.. Apache-2
![](https://camo.githubusercontent.com/3f64fa9baf536c5be3e38d99ec2d82591aeac7d860a1ddb5fb40c87730fcb267/68747470733a2f2f6769742e696f2f4a4c793141)
Neural Structured Learning (🥉22 · ⭐ 810) - Training neural models with structured signals. Apache-2
![](https://camo.githubusercontent.com/3f64fa9baf536c5be3e38d99ec2d82591aeac7d860a1ddb5fb40c87730fcb267/68747470733a2f2f6769742e696f2f4a4c793141)
TensorNets (🥉19 · ⭐ 980) - High level network definitions with pre-trained weights in.. MIT
![](https://camo.githubusercontent.com/3f64fa9baf536c5be3e38d99ec2d82591aeac7d860a1ddb5fb40c87730fcb267/68747470733a2f2f6769742e696f2f4a4c793141)
TF Compression (🥉18 · ⭐ 480) - Data compression in TensorFlow. Apache-2
![](https://camo.githubusercontent.com/3f64fa9baf536c5be3e38d99ec2d82591aeac7d860a1ddb5fb40c87730fcb267/68747470733a2f2f6769742e696f2f4a4c793141)
Libraries that extend scikit-learn with additional capabilities.
imbalanced-learn (🥇31 · ⭐ 5.2K) - A Python Package to Tackle the Curse of Imbalanced.. MIT
![](https://camo.githubusercontent.com/619fbb484a3502342b45995fdb5171ee4a3e442a814d3e0f2b4096dee1f9abaa/68747470733a2f2f6769742e696f2f4a4c793146)
fancyimpute (🥈26 · ⭐ 960) - Multivariate imputation and matrix completion algorithms.. Apache-2
![](https://camo.githubusercontent.com/619fbb484a3502342b45995fdb5171ee4a3e442a814d3e0f2b4096dee1f9abaa/68747470733a2f2f6769742e696f2f4a4c793146)
category_encoders (🥈25 · ⭐ 1.6K · 💤) - A library of sklearn compatible categorical variable.. BSD-3
![](https://camo.githubusercontent.com/619fbb484a3502342b45995fdb5171ee4a3e442a814d3e0f2b4096dee1f9abaa/68747470733a2f2f6769742e696f2f4a4c793146)
sklearn-contrib-lightning (🥈24 · ⭐ 1.4K) - Large-scale linear classification, regression and.. BSD-3
![](https://camo.githubusercontent.com/619fbb484a3502342b45995fdb5171ee4a3e442a814d3e0f2b4096dee1f9abaa/68747470733a2f2f6769742e696f2f4a4c793146)
scikit-opt (🥈23 · ⭐ 2.2K) - Genetic Algorithm, Particle Swarm Optimization, Simulated.. MIT
![](https://camo.githubusercontent.com/619fbb484a3502342b45995fdb5171ee4a3e442a814d3e0f2b4096dee1f9abaa/68747470733a2f2f6769742e696f2f4a4c793146)
scikit-lego (🥉20 · ⭐ 500) - Extra blocks for scikit-learn pipelines. MIT
![](https://camo.githubusercontent.com/619fbb484a3502342b45995fdb5171ee4a3e442a814d3e0f2b4096dee1f9abaa/68747470733a2f2f6769742e696f2f4a4c793146)
iterative-stratification (🥉19 · ⭐ 550 · 💤) - scikit-learn cross validators for iterative.. BSD-3
![](https://camo.githubusercontent.com/619fbb484a3502342b45995fdb5171ee4a3e442a814d3e0f2b4096dee1f9abaa/68747470733a2f2f6769742e696f2f4a4c793146)
scikit-tda (🥉18 · ⭐ 280) - Topological Data Analysis for Python. MIT
![](https://camo.githubusercontent.com/619fbb484a3502342b45995fdb5171ee4a3e442a814d3e0f2b4096dee1f9abaa/68747470733a2f2f6769742e696f2f4a4c793146)
Show 5 hidden projects...
- sklearn-crfsuite (🥈24 · ⭐ 370 · 💀) - scikit-learn inspired API for CRFsuite.
MIT
- scikit-multilearn (🥈23 · ⭐ 660 · 💀) - A scikit-learn based module for multi-label et. al...
BSD-2
- skope-rules (🥉21 · ⭐ 390 · 💤) - machine learning with logical rules in Python.
❗️BSD-1-Clause
- celer (🥉16 · ⭐ 110) - Fast solver for L1-type problems: Lasso, sparse Logisitic regression,..
BSD-3
- dabl (🥉16 · ⭐ 74 · 💤) - Data Analysis Baseline Library.
BSD-3
Libraries that extend Pytorch with additional capabilities.
EfficientNet-PyTorch (🥇27 · ⭐ 6K) - A PyTorch implementation of EfficientNet and.. Apache-2
![](https://camo.githubusercontent.com/81be20497429841b92409195024635197e3785e0fe09270ee7d8e02986f737e6/68747470733a2f2f6769742e696f2f4a4c793151)
pytorch-summary (🥇26 · ⭐ 3.1K) - Model summary in PyTorch similar to `model.summary()` in.. MIT
![](https://camo.githubusercontent.com/81be20497429841b92409195024635197e3785e0fe09270ee7d8e02986f737e6/68747470733a2f2f6769742e696f2f4a4c793151)
pytorch-optimizer (🥇26 · ⭐ 1.9K) - torch-optimizer -- collection of optimizers for.. Apache-2
![](https://camo.githubusercontent.com/81be20497429841b92409195024635197e3785e0fe09270ee7d8e02986f737e6/68747470733a2f2f6769742e696f2f4a4c793151)
PML (🥈25 · ⭐ 3.2K) - The easiest way to use deep metric learning in your application. Modular,.. MIT
![](https://camo.githubusercontent.com/81be20497429841b92409195024635197e3785e0fe09270ee7d8e02986f737e6/68747470733a2f2f6769742e696f2f4a4c793151)
torchdiffeq (🥈24 · ⭐ 3.5K) - Differentiable ODE solvers with full GPU support and.. MIT
![](https://camo.githubusercontent.com/81be20497429841b92409195024635197e3785e0fe09270ee7d8e02986f737e6/68747470733a2f2f6769742e696f2f4a4c793151)
SRU (🥈23 · ⭐ 1.9K) - Training RNNs as Fast as CNNs (https://arxiv.org/abs/1709.02755). MIT
![](https://camo.githubusercontent.com/81be20497429841b92409195024635197e3785e0fe09270ee7d8e02986f737e6/68747470733a2f2f6769742e696f2f4a4c793151)
EfficientNets (🥈22 · ⭐ 1.3K) - Pretrained EfficientNet, EfficientNet-Lite, MixNet,.. Apache-2
![](https://camo.githubusercontent.com/81be20497429841b92409195024635197e3785e0fe09270ee7d8e02986f737e6/68747470733a2f2f6769742e696f2f4a4c793151)
torch-scatter (🥈22 · ⭐ 660) - PyTorch Extension Library of Optimized Scatter Operations. MIT
![](https://camo.githubusercontent.com/81be20497429841b92409195024635197e3785e0fe09270ee7d8e02986f737e6/68747470733a2f2f6769742e696f2f4a4c793151)
PyTorch Sparse (🥈22 · ⭐ 400) - PyTorch Extension Library of Optimized Autograd Sparse.. MIT
![](https://camo.githubusercontent.com/81be20497429841b92409195024635197e3785e0fe09270ee7d8e02986f737e6/68747470733a2f2f6769742e696f2f4a4c793151)
reformer-pytorch (🥉21 · ⭐ 1.5K) - Reformer, the efficient Transformer, in Pytorch. MIT
![](https://camo.githubusercontent.com/81be20497429841b92409195024635197e3785e0fe09270ee7d8e02986f737e6/68747470733a2f2f6769742e696f2f4a4c793151)
Pytorch Toolbelt (🥉20 · ⭐ 1K) - PyTorch extensions for fast R&D prototyping and Kaggle.. MIT
![](https://camo.githubusercontent.com/81be20497429841b92409195024635197e3785e0fe09270ee7d8e02986f737e6/68747470733a2f2f6769742e696f2f4a4c793151)
Performer Pytorch (🥉19 · ⭐ 600) - An implementation of Performer, a linear attention-based.. MIT
![](https://camo.githubusercontent.com/81be20497429841b92409195024635197e3785e0fe09270ee7d8e02986f737e6/68747470733a2f2f6769742e696f2f4a4c793151)
Lambda Networks (🥉18 · ⭐ 1.5K) - Implementation of LambdaNetworks, a new approach to image.. MIT
![](https://camo.githubusercontent.com/81be20497429841b92409195024635197e3785e0fe09270ee7d8e02986f737e6/68747470733a2f2f6769742e696f2f4a4c793151)
Tensor Sensor (🥉17 · ⭐ 550) - The goal of this library is to generate more helpful.. MIT
![](https://camo.githubusercontent.com/81be20497429841b92409195024635197e3785e0fe09270ee7d8e02986f737e6/68747470733a2f2f6769742e696f2f4a4c793151)
tinygrad (🥉16 · ⭐ 4.3K) - You like pytorch? You like micrograd? You love tinygrad!. MIT
![](https://camo.githubusercontent.com/81be20497429841b92409195024635197e3785e0fe09270ee7d8e02986f737e6/68747470733a2f2f6769742e696f2f4a4c793151)
-
GitHub (👨💻 44 · 🔀 490 · 📦 1 · 📋 82 - 23% open · ⏱️ 13.05.2021):
git clone https://github.com/geohot/tinygrad
torchsde (🥉16 · ⭐ 720) - Differentiable SDE solvers with GPU support and efficient.. Apache-2
![](https://camo.githubusercontent.com/81be20497429841b92409195024635197e3785e0fe09270ee7d8e02986f737e6/68747470733a2f2f6769742e696f2f4a4c793151)
-
GitHub (👨💻 4 · 🔀 65 · 📋 36 - 13% open · ⏱️ 12.05.2021):
git clone https://github.com/google-research/torchsde
Torch-Struct (🥉15 · ⭐ 930) - Fast, general, and tested differentiable structured prediction.. MIT
![](https://camo.githubusercontent.com/81be20497429841b92409195024635197e3785e0fe09270ee7d8e02986f737e6/68747470733a2f2f6769742e696f2f4a4c793151)
-
GitHub (👨💻 13 · 🔀 71 · 📋 43 - 41% open · ⏱️ 09.05.2021):
git clone https://github.com/harvardnlp/pytorch-struct
Show 5 hidden projects...
- pretrainedmodels (🥇28 · ⭐ 8K · 💀) - Pretrained ConvNets for pytorch: NASNet, ResNeXt,..
BSD-3
- Poutyne (🥉20 · ⭐ 470) - A simplified framework and utilities for PyTorch.
❗️LGPL-3.0
- AdaBound (🥉19 · ⭐ 2.8K · 💀) - An optimizer that trains as fast as Adam and as good as SGD.
Apache-2
- Antialiased CNNs (🥉18 · ⭐ 1.4K · 💤) - pip install antialiased-cnns to improve stability and..
❗️CC BY-NC-SA 4.0
- micrograd (🥉13 · ⭐ 1.7K · 💀) - A tiny scalar-valued autograd engine and a neural net library..
MIT
Libraries for connecting to, operating, and querying databases.
🔗 best-of-python - DB Clients ( ⭐ 1.6K · 🐣) - Collection of database clients for python.
scipy (🥇42 · ⭐ 8.2K) - Ecosystem of open-source software for mathematics, science, and engineering. BSD-3
Keras-Preprocessing (🥇28 · ⭐ 940) - Utilities for working with image data, text data, and.. MIT
![](https://camo.githubusercontent.com/3f64fa9baf536c5be3e38d99ec2d82591aeac7d860a1ddb5fb40c87730fcb267/68747470733a2f2f6769742e696f2f4a4c793141)
Cython BLIS (🥇28 · ⭐ 170) - Fast matrix-multiplication as a self-contained Python library no.. BSD-3
agate (🥈27 · ⭐ 1K) - A Python data analysis library that is optimized for humans instead of machines. MIT
pyjanitor (🥈25 · ⭐ 660) - Clean APIs for data cleaning. Python implementation of R package Janitor. MIT
PennyLane (🥈24 · ⭐ 850) - PennyLane is a cross-platform Python library for differentiable.. Apache-2
pyclustering (🥈24 · ⭐ 830 · 📉) - pyclustring is a Python, C++ data mining library. BSD-3
metric-learn (🥉23 · ⭐ 1.1K) - Metric learning algorithms in Python. MIT
![](https://camo.githubusercontent.com/619fbb484a3502342b45995fdb5171ee4a3e442a814d3e0f2b4096dee1f9abaa/68747470733a2f2f6769742e696f2f4a4c793146)
alibi-detect (🥉22 · ⭐ 680) - Algorithms for outlier and adversarial instance detection,.. Apache-2
scikit-rebate (🥉22 · ⭐ 320) - A scikit-learn-compatible Python implementation of ReBATE, a.. MIT
![](https://camo.githubusercontent.com/619fbb484a3502342b45995fdb5171ee4a3e442a814d3e0f2b4096dee1f9abaa/68747470733a2f2f6769742e696f2f4a4c793146)
Feature Engine (🥉20 · ⭐ 530) - Feature engineering package with sklearn like functionality. BSD-3
StreamAlert (🥉19 · ⭐ 2.5K) - StreamAlert is a serverless, realtime data analysis framework.. Apache-2
-
GitHub (👨💻 31 · 🔀 290 · 📋 340 - 26% open · ⏱️ 10.02.2021):
git clone https://github.com/airbnb/streamalert
River (🥉19 · ⭐ 1.6K) - Online machine learning in Python. BSD-3
-
GitHub (👨💻 64 · 🔀 210 · 📦 12 · 📋 310 - 10% open · ⏱️ 13.05.2021):
git clone https://github.com/online-ml/river
baikal (🥉19 · ⭐ 580) - A graph-based functional API for building complex scikit-learn pipelines. BSD-3
apricot (🥉18 · ⭐ 310) - apricot implements submodular optimization for the purpose of selecting.. MIT
opyrator (🥉17 · ⭐ 2.1K · 🐣) - Turns your machine learning code into microservices with web API,.. MIT
traingenerator (🥉10 · ⭐ 1K · 🐣) - A web app to generate template code for machine learning. MIT
-
GitHub (👨💻 3 · 🔀 130 · 📋 12 - 75% open · ⏱️ 29.04.2021):
git clone https://github.com/jrieke/traingenerator
Show 8 hidden projects...
- pysc2 (🥈25 · ⭐ 7.3K · 💀) - StarCraft II Learning Environment.
Apache-2
- minisom (🥉22 · ⭐ 830) - MiniSom is a minimalistic implementation of the Self Organizing..
❗️CC-BY-3.0
- cleanlab (🥉21 · ⭐ 1.9K) - The standard package for machine learning with noisy labels and..
❗️GPL-3.0
- mlens (🥉21 · ⭐ 690 · 💀) - ML-Ensemble high performance ensemble learning.
MIT
- gplearn (🥉20 · ⭐ 930 · 💀) - Genetic Programming in Python, with a scikit-learn inspired API.
BSD-3
- impyute (🥉20 · ⭐ 280 · 💀) - Data imputations library to preprocess datasets with missing data.
MIT
- vecstack (🥉19 · ⭐ 600 · 💀) - Python package for stacking (machine learning technique).
MIT
- pandas-ml (🥉19 · ⭐ 270 · 💀) - pandas, scikit-learn, xgboost and seaborn integration.
BSD-3
- Papers With Code: Discover ML papers, code, and evaluation tables.
- Sotabench: Discover & compare open-source ML models.
- Google Dataset Search: Dataset search engine by Google.
- Dataset List: List of the biggest ML datasets from across the web.
- Awesome Public Datasets: A topic-centric list of open datasets.
- Best-of lists: Discover other best-of lists with awesome open-source projects on all kinds of topics.
- best-of-python-dev: A ranked list of awesome python developer tools and libraries.
- best-of-web-python: A ranked list of awesome python libraries for web development.
Contributions are encouraged and always welcome! If you like to add or update projects, choose one of the following ways:
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