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Update best-of list for version 2025.05.22
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‎README.md

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‎history/2025-05-22_changes.md

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## 📈 Trending Up
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_Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._
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- <b><a href="https://github.com/gradio-app/gradio">Gradio</a></b> (🥇45 · ⭐ 38K · 📈) - Wrap UIs around any model, share with anyone. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code>
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- <b><a href="https://github.com/explosion/spaCy">spaCy</a></b> (🥇44 · ⭐ 32K · 📈) - Industrial-strength Natural Language Processing (NLP) in Python. <code><a href="http://bit.ly/34MBwT8">MIT</a></code>
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- <b><a href="https://github.com/mwaskom/seaborn">Seaborn</a></b> (🥇43 · ⭐ 13K · 📈) - Statistical data visualization in Python. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code>
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- <b><a href="https://github.com/milvus-io/milvus">Milvus</a></b> (🥇42 · ⭐ 35K · 📈) - Milvus is a high-performance, cloud-native vector database built.. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code>
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- <b><a href="https://github.com/Zulko/moviepy">MoviePy</a></b> (🥇41 · ⭐ 13K · 📈) - Video editing with Python. <code><a href="http://bit.ly/34MBwT8">MIT</a></code>
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- <b><a href="https://github.com/holoviz/holoviews">HoloViews</a></b> (🥈38 · ⭐ 2.8K · 📈) - With Holoviews, your data visualizes itself. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code> <code><img src="https://git.io/JLy1E" style="display:inline;" width="13" height="13"></code>
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- <b><a href="https://github.com/Trusted-AI/adversarial-robustness-toolbox">ART</a></b> (🥇33 · ⭐ 5.3K · 📈) - Adversarial Robustness Toolbox (ART) - Python Library for Machine Learning.. <code><a href="http://bit.ly/34MBwT8">MIT</a></code>
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- <b><a href="https://github.com/facebookincubator/submitit">Submit it</a></b> (🥈31 · ⭐ 1.4K · 📈) - Python 3.8+ toolbox for submitting jobs to Slurm. <code><a href="http://bit.ly/34MBwT8">MIT</a></code>
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- <b><a href="https://github.com/mementum/backtrader">backtrader</a></b> (🥈29 · ⭐ 17K · 💀) - Python Backtesting library for trading strategies. <code><a href="http://bit.ly/2M0xdwT">❗️GPL-3.0</a></code>
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- <b><a href="https://github.com/earthlab/earthpy">EarthPy</a></b> (🥉29 · ⭐ 520 · 📈) - A package built to support working with spatial data using open.. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code>
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## 📉 Trending Down
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_Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._
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- <b><a href="https://github.com/huggingface/pytorch-image-models">PyTorch Image Models</a></b> (🥇41 · ⭐ 34K · 📉) - The largest collection of PyTorch image encoders /.. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code> <code><img src="https://git.io/JLy1Q" style="display:inline;" width="13" height="13"></code>
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- <b><a href="https://github.com/vega/altair">Altair</a></b> (🥇40 · ⭐ 9.8K · 📉) - Declarative visualization library for Python. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code>
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- <b><a href="https://github.com/pyproj4/pyproj">pyproj</a></b> (🥈36 · ⭐ 1.1K · 📉) - Python interface to PROJ (cartographic projections and coordinate.. <code><a href="http://bit.ly/34MBwT8">MIT</a></code>
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- <b><a href="https://github.com/tensorflow/text">TensorFlow Text</a></b> (🥈35 · ⭐ 1.3K · 📉) - Making text a first-class citizen in TensorFlow. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code> <code><img src="https://git.io/JLy1A" style="display:inline;" width="13" height="13"></code>
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- <b><a href="https://github.com/facebookresearch/detectron2">detectron2</a></b> (🥈31 · ⭐ 32K · 📉) - Detectron2 is a platform for object detection,.. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code> <code><img src="https://git.io/JLy1Q" style="display:inline;" width="13" height="13"></code>
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- <b><a href="https://github.com/saffsd/langid.py">langid</a></b> (🥉26 · ⭐ 2.4K · 💀) - Stand-alone language identification system. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code>
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- <b><a href="https://github.com/PAIR-code/lit">LIT</a></b> (🥉25 · ⭐ 3.6K · 📉) - The Learning Interpretability Tool: Interactively analyze ML models.. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code>
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- <b><a href="https://github.com/jealous/stockstats">stockstats</a></b> (🥉23 · ⭐ 1.4K · 📉) - Supply a wrapper ``StockDataFrame`` based on the.. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code>
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- <b><a href="https://github.com/google-deepmind/jraph">jraph</a></b> (🥉21 · ⭐ 1.4K · 💀) - A Graph Neural Network Library in Jax. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code> <code><img src="https://jax.readthedocs.io/en/latest/_static/favicon.png" style="display:inline;" width="13" height="13"></code>
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- <b><a href="https://github.com/ShopRunner/collie">Collie</a></b> (🥉11 · ⭐ 100 · 💀) - A library for preparing, training, and evaluating scalable deep.. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code> <code><img src="https://git.io/JLy1Q" style="display:inline;" width="13" height="13"></code>
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‎history/2025-05-22_projects.csv

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‎latest-changes.md

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_Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._
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- <b><a href="https://github.com/onnx/onnx">onnx</a></b> (🥇43 · ⭐ 19K · 📈) - Open standard for machine learning interoperability. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code>
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- <b><a href="https://github.com/ranaroussi/yfinance">yfinance</a></b> (🥇43 · ⭐ 17K · 📈) - Download market data from Yahoo! Finances API. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code>
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- <b><a href="https://github.com/huggingface/accelerate">accelerate</a></b> (🥇43 · ⭐ 8.7K · 📈) - A simple way to launch, train, and use PyTorch models.. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code> <code><img src="https://git.io/JLy1Q" style="display:inline;" width="13" height="13"></code>
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- <b><a href="https://github.com/huggingface/pytorch-image-models">PyTorch Image Models</a></b> (🥇42 · ⭐ 34K · 📈) - The largest collection of PyTorch image encoders /.. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code> <code><img src="https://git.io/JLy1Q" style="display:inline;" width="13" height="13"></code>
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- <b><a href="https://github.com/aws/sagemaker-python-sdk">SageMaker SDK</a></b> (🥇41 · ⭐ 2.2K · 📈) - A library for training and deploying machine learning.. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code> <code><img src="https://git.io/JLy1X" style="display:inline;" width="13" height="13"></code> <code><img src="https://git.io/JLy1A" style="display:inline;" width="13" height="13"></code>
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- <b><a href="https://github.com/piskvorky/gensim">gensim</a></b> (🥇40 · ⭐ 16K · 📈) - Topic Modelling for Humans. <code><a href="https://tldrlegal.com/search?q=LGPL-2.1">❗️LGPL-2.1</a></code>
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- <b><a href="https://github.com/imageio/imageio">imageio</a></b> (🥈37 · ⭐ 1.6K · 📈) - Python library for reading and writing image data. <code><a href="http://bit.ly/3rqEWVr">BSD-2</a></code>
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- <b><a href="https://github.com/NVIDIA/apex">Apex</a></b> (🥈32 · ⭐ 8.7K · 📈) - A PyTorch Extension: Tools for easy mixed precision and.. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code> <code><img src="https://git.io/JLy1Q" style="display:inline;" width="13" height="13"></code>
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- <b><a href="https://github.com/hmmlearn/hmmlearn">hmmlearn</a></b> (🥈30 · ⭐ 3.2K · 💤) - Hidden Markov Models in Python, with scikit-learn like API. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code> <code><img src="https://git.io/JLy1F" style="display:inline;" width="13" height="13"></code>
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- <b><a href="https://github.com/google/deepvariant">DeepVariant</a></b> (🥉28 · ⭐ 3.4K · 📈) - DeepVariant is an analysis pipeline that uses a deep.. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code> <code><img src="https://git.io/JLy1A" style="display:inline;" width="13" height="13"></code>
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- <b><a href="https://github.com/gradio-app/gradio">Gradio</a></b> (🥇45 · ⭐ 38K · 📈) - Wrap UIs around any model, share with anyone. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code>
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- <b><a href="https://github.com/explosion/spaCy">spaCy</a></b> (🥇44 · ⭐ 32K · 📈) - Industrial-strength Natural Language Processing (NLP) in Python. <code><a href="http://bit.ly/34MBwT8">MIT</a></code>
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- <b><a href="https://github.com/mwaskom/seaborn">Seaborn</a></b> (🥇43 · ⭐ 13K · 📈) - Statistical data visualization in Python. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code>
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- <b><a href="https://github.com/milvus-io/milvus">Milvus</a></b> (🥇42 · ⭐ 35K · 📈) - Milvus is a high-performance, cloud-native vector database built.. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code>
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- <b><a href="https://github.com/Zulko/moviepy">MoviePy</a></b> (🥇41 · ⭐ 13K · 📈) - Video editing with Python. <code><a href="http://bit.ly/34MBwT8">MIT</a></code>
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- <b><a href="https://github.com/holoviz/holoviews">HoloViews</a></b> (🥈38 · ⭐ 2.8K · 📈) - With Holoviews, your data visualizes itself. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code> <code><img src="https://git.io/JLy1E" style="display:inline;" width="13" height="13"></code>
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- <b><a href="https://github.com/Trusted-AI/adversarial-robustness-toolbox">ART</a></b> (🥇33 · ⭐ 5.3K · 📈) - Adversarial Robustness Toolbox (ART) - Python Library for Machine Learning.. <code><a href="http://bit.ly/34MBwT8">MIT</a></code>
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- <b><a href="https://github.com/facebookincubator/submitit">Submit it</a></b> (🥈31 · ⭐ 1.4K · 📈) - Python 3.8+ toolbox for submitting jobs to Slurm. <code><a href="http://bit.ly/34MBwT8">MIT</a></code>
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- <b><a href="https://github.com/mementum/backtrader">backtrader</a></b> (🥈29 · ⭐ 17K · 💀) - Python Backtesting library for trading strategies. <code><a href="http://bit.ly/2M0xdwT">❗️GPL-3.0</a></code>
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- <b><a href="https://github.com/earthlab/earthpy">EarthPy</a></b> (🥉29 · ⭐ 520 · 📈) - A package built to support working with spatial data using open.. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code>
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## 📉 Trending Down
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_Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._
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- <b><a href="https://github.com/sktime/sktime">sktime</a></b> (🥇40 · ⭐ 8.4K · 📉) - A unified framework for machine learning with time series. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code> <code><img src="https://git.io/JLy1F" style="display:inline;" width="13" height="13"></code>
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- <b><a href="https://github.com/huggingface/tokenizers">Tokenizers</a></b> (🥇38 · ⭐ 9.7K · 📉) - Fast State-of-the-Art Tokenizers optimized for Research and.. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code>
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- <b><a href="https://github.com/holoviz/holoviews">HoloViews</a></b> (🥈36 · ⭐ 2.8K · 📉) - With Holoviews, your data visualizes itself. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code> <code><img src="https://git.io/JLy1E" style="display:inline;" width="13" height="13"></code>
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- <b><a href="https://github.com/pycaret/pycaret">PyCaret</a></b> (🥈35 · ⭐ 9.3K · 📉) - An open-source, low-code machine learning library in Python. <code><a href="http://bit.ly/34MBwT8">MIT</a></code>
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- <b><a href="https://github.com/OpenMined/PySyft">PySyft</a></b> (🥇33 · ⭐ 9.7K · 📉) - Perform data science on data that remains in someone elses.. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code> <code><img src="https://git.io/JLy1Q" style="display:inline;" width="13" height="13"></code>
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- <b><a href="https://github.com/mementum/backtrader">backtrader</a></b> (🥉27 · ⭐ 17K · 💀) - Python Backtesting library for trading strategies. <code><a href="http://bit.ly/2M0xdwT">❗️GPL-3.0</a></code>
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- <b><a href="https://github.com/pmorissette/ffn">ffn</a></b> (🥉27 · ⭐ 2.3K · 📉) - ffn - a financial function library for Python. <code><a href="http://bit.ly/34MBwT8">MIT</a></code>
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- <b><a href="https://github.com/dmlc/gluon-nlp">GluonNLP</a></b> (🥉25 · ⭐ 2.6K · 💀) - Toolkit that enables easy text preprocessing, datasets.. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code> <code><img src="https://git.io/JLy1X" style="display:inline;" width="13" height="13"></code>
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- <b><a href="https://github.com/facebookresearch/CrypTen">CrypTen</a></b> (🥉21 · ⭐ 1.6K · 📉) - A framework for Privacy Preserving Machine Learning. <code><a href="http://bit.ly/34MBwT8">MIT</a></code> <code><img src="https://git.io/JLy1Q" style="display:inline;" width="13" height="13"></code>
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- <b><a href="https://github.com/givasile/effector">effector</a></b> (🥉16 · ⭐ 100 · 📉) - Effector - a Python package for global and regional effect methods. <code><a href="http://bit.ly/34MBwT8">MIT</a></code>
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- <b><a href="https://github.com/huggingface/pytorch-image-models">PyTorch Image Models</a></b> (🥇41 · ⭐ 34K · 📉) - The largest collection of PyTorch image encoders /.. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code> <code><img src="https://git.io/JLy1Q" style="display:inline;" width="13" height="13"></code>
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- <b><a href="https://github.com/vega/altair">Altair</a></b> (🥇40 · ⭐ 9.8K · 📉) - Declarative visualization library for Python. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code>
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- <b><a href="https://github.com/pyproj4/pyproj">pyproj</a></b> (🥈36 · ⭐ 1.1K · 📉) - Python interface to PROJ (cartographic projections and coordinate.. <code><a href="http://bit.ly/34MBwT8">MIT</a></code>
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- <b><a href="https://github.com/tensorflow/text">TensorFlow Text</a></b> (🥈35 · ⭐ 1.3K · 📉) - Making text a first-class citizen in TensorFlow. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code> <code><img src="https://git.io/JLy1A" style="display:inline;" width="13" height="13"></code>
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- <b><a href="https://github.com/facebookresearch/detectron2">detectron2</a></b> (🥈31 · ⭐ 32K · 📉) - Detectron2 is a platform for object detection,.. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code> <code><img src="https://git.io/JLy1Q" style="display:inline;" width="13" height="13"></code>
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- <b><a href="https://github.com/saffsd/langid.py">langid</a></b> (🥉26 · ⭐ 2.4K · 💀) - Stand-alone language identification system. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code>
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- <b><a href="https://github.com/PAIR-code/lit">LIT</a></b> (🥉25 · ⭐ 3.6K · 📉) - The Learning Interpretability Tool: Interactively analyze ML models.. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code>
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- <b><a href="https://github.com/jealous/stockstats">stockstats</a></b> (🥉23 · ⭐ 1.4K · 📉) - Supply a wrapper ``StockDataFrame`` based on the.. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code>
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- <b><a href="https://github.com/google-deepmind/jraph">jraph</a></b> (🥉21 · ⭐ 1.4K · 💀) - A Graph Neural Network Library in Jax. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code> <code><img src="https://jax.readthedocs.io/en/latest/_static/favicon.png" style="display:inline;" width="13" height="13"></code>
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- <b><a href="https://github.com/ShopRunner/collie">Collie</a></b> (🥉11 · ⭐ 100 · 💀) - A library for preparing, training, and evaluating scalable deep.. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code> <code><img src="https://git.io/JLy1Q" style="display:inline;" width="13" height="13"></code>
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