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authoredApr 10, 2025
Merge pull request #373 from ml-tooling/update/2025.04.10
Best-of update: 2025.04.10
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‎README.md

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‎history/2025-04-10_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/sympy/sympy">SymPy</a></b> (🥇49 · ⭐ 14K · 📈) - A computer algebra system written in pure Python. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code>
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- <b><a href="https://github.com/BerriAI/litellm">litellm</a></b> (🥇44 · ⭐ 21K · 📈) - Python SDK, Proxy Server (LLM Gateway) to call 100+.. <code><a href="http://bit.ly/34MBwT8">MIT</a></code> <code>o</code> <code>t</code> <code>h</code> <code>e</code> <code>r</code> <code>s</code>
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- <b><a href="https://github.com/speechbrain/speechbrain">speechbrain</a></b> (🥇39 · ⭐ 9.7K · 📈) - A PyTorch-based Speech Toolkit. <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/deepset-ai/haystack">haystack</a></b> (🥇38 · ⭐ 20K · 📈) - AI orchestration framework to build customizable, production-.. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code>
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- <b><a href="https://github.com/google/sentencepiece">sentencepiece</a></b> (🥇38 · ⭐ 11K · 📈) - Unsupervised text tokenizer for Neural Network-based text.. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code>
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- <b><a href="https://github.com/Esri/arcgis-python-api">ArcGIS API</a></b> (🥈36 · ⭐ 2K · 📈) - Documentation and samples for ArcGIS API for Python. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code>
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- <b><a href="https://github.com/horovod/horovod">horovod</a></b> (🥈35 · ⭐ 14K · 📈) - Distributed training framework for TensorFlow, Keras, PyTorch,.. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code>
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- <b><a href="https://github.com/sepandhaghighi/pycm">pycm</a></b> (🥉28 · ⭐ 1.5K · 📈) - Multi-class confusion matrix library in Python. <code><a href="http://bit.ly/34MBwT8">MIT</a></code>
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- <b><a href="https://github.com/google/ml-metadata">ml-metadata</a></b> (🥈28 · ⭐ 640 · 📈) - For recording and retrieving metadata associated with ML.. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code>
14+
- <b><a href="https://github.com/scikit-tda/scikit-tda">scikit-tda</a></b> (🥉17 · ⭐ 540 · 💤) - Topological Data Analysis for Python. <code><a href="http://bit.ly/34MBwT8">MIT</a></code> <code><img src="https://git.io/JLy1F" style="display:inline;" width="13" height="13"></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/UKPLab/sentence-transformers">sentence-transformers</a></b> (🥇43 · ⭐ 16K · 📉) - State-of-the-Art Text Embeddings. <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/PaddlePaddle/PaddleOCR">PaddleOCR</a></b> (🥇41 · ⭐ 48K · 📉) - Awesome multilingual OCR toolkits based on PaddlePaddle.. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code> <code><img src="https://git.io/JLy1M" style="display:inline;" width="13" height="13"></code>
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- <b><a href="https://github.com/serengil/deepface">deepface</a></b> (🥇39 · ⭐ 19K · 📉) - A Lightweight Face Recognition and Facial Attribute Analysis (Age,.. <code><a href="http://bit.ly/34MBwT8">MIT</a></code>
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- <b><a href="https://github.com/huggingface/tokenizers">Tokenizers</a></b> (🥇39 · ⭐ 9.6K · 📉) - 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/dask/distributed">dask.distributed</a></b> (🥇39 · ⭐ 1.6K · 📉) - A distributed task scheduler for Dask. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code>
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- <b><a href="https://github.com/automl/auto-sklearn">auto-sklearn</a></b> (🥈29 · ⭐ 7.8K · 💀) - Automated Machine Learning with scikit-learn. <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/deepset-ai/FARM">FARM</a></b> (🥉24 · ⭐ 1.8K · 💀) - Fast & easy transfer learning for NLP. Harvesting language.. <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/Trusted-AI/AIX360">Explainability 360</a></b> (🥉23 · ⭐ 1.7K · 📉) - Interpretability and explainability of data and.. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code>
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- <b><a href="https://github.com/kLabUM/rrcf">rrcf</a></b> (🥉18 · ⭐ 510 · 💀) - Implementation of the Robust Random Cut Forest algorithm for anomaly.. <code><a href="http://bit.ly/34MBwT8">MIT</a></code>
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- <b><a href="https://github.com/szagoruyko/pytorchviz">pytorchviz</a></b> (🥉14 · ⭐ 3.3K · 📉) - A small package to create visualizations of PyTorch execution.. <code><a href="http://bit.ly/34MBwT8">MIT</a></code>
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‎history/2025-04-10_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/plotly/dash">dash</a></b> (🥇46 · ⭐ 22K · 📈) - Data Apps & Dashboards for Python. No JavaScript Required. <code><a href="http://bit.ly/34MBwT8">MIT</a></code>
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- <b><a href="https://github.com/UKPLab/sentence-transformers">sentence-transformers</a></b> (🥇44 · ⭐ 16K · 📈) - State-of-the-Art Text Embeddings. <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/sktime/sktime">sktime</a></b> (🥇41 · ⭐ 8.3K · 📈) - 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/dask/distributed">dask.distributed</a></b> (🥇40 · ⭐ 1.6K · 📈) - A distributed task scheduler for Dask. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code>
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- <b><a href="https://github.com/deepinsight/insightface">InsightFace</a></b> (🥈38 · ⭐ 25K · 📈) - State-of-the-art 2D and 3D Face Analysis Project. <code><a href="http://bit.ly/34MBwT8">MIT</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/deepset-ai/haystack">haystack</a></b> (🥈37 · ⭐ 20K · 📈) - AI orchestration framework to build customizable, production-.. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code>
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- <b><a href="https://github.com/pytorch/ignite">Ignite</a></b> (🥈35 · ⭐ 4.6K · 📈) - High-level library to help with training and evaluating neural.. <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/hail-is/hail">Hail</a></b> (🥈33 · ⭐ 1K · 📈) - Cloud-native genomic dataframes and batch computing. <code><a href="http://bit.ly/34MBwT8">MIT</a></code> <code><img src="https://git.io/JLy1N" style="display:inline;" width="13" height="13"></code>
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- <b><a href="https://github.com/maximtrp/scikit-posthocs">scikit-posthocs</a></b> (🥉27 · ⭐ 360 · 📈) - Multiple Pairwise Comparisons (Post Hoc) Tests in.. <code><a href="http://bit.ly/34MBwT8">MIT</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/Parisson/TimeSide">TimeSide</a></b> (🥉21 · ⭐ 380 · 📈) - scalable audio processing framework and server written in.. <code><a href="http://bit.ly/3pwmjO5">❗️AGPL-3.0</a></code>
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- <b><a href="https://github.com/sympy/sympy">SymPy</a></b> (🥇49 · ⭐ 14K · 📈) - A computer algebra system written in pure Python. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code>
6+
- <b><a href="https://github.com/BerriAI/litellm">litellm</a></b> (🥇44 · ⭐ 21K · 📈) - Python SDK, Proxy Server (LLM Gateway) to call 100+.. <code><a href="http://bit.ly/34MBwT8">MIT</a></code> <code>o</code> <code>t</code> <code>h</code> <code>e</code> <code>r</code> <code>s</code>
7+
- <b><a href="https://github.com/speechbrain/speechbrain">speechbrain</a></b> (🥇39 · ⭐ 9.7K · 📈) - A PyTorch-based Speech Toolkit. <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>
8+
- <b><a href="https://github.com/deepset-ai/haystack">haystack</a></b> (🥇38 · ⭐ 20K · 📈) - AI orchestration framework to build customizable, production-.. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code>
9+
- <b><a href="https://github.com/google/sentencepiece">sentencepiece</a></b> (🥇38 · ⭐ 11K · 📈) - Unsupervised text tokenizer for Neural Network-based text.. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code>
10+
- <b><a href="https://github.com/Esri/arcgis-python-api">ArcGIS API</a></b> (🥈36 · ⭐ 2K · 📈) - Documentation and samples for ArcGIS API for Python. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code>
11+
- <b><a href="https://github.com/horovod/horovod">horovod</a></b> (🥈35 · ⭐ 14K · 📈) - Distributed training framework for TensorFlow, Keras, PyTorch,.. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code>
12+
- <b><a href="https://github.com/sepandhaghighi/pycm">pycm</a></b> (🥉28 · ⭐ 1.5K · 📈) - Multi-class confusion matrix library in Python. <code><a href="http://bit.ly/34MBwT8">MIT</a></code>
13+
- <b><a href="https://github.com/google/ml-metadata">ml-metadata</a></b> (🥈28 · ⭐ 640 · 📈) - For recording and retrieving metadata associated with ML.. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code>
14+
- <b><a href="https://github.com/scikit-tda/scikit-tda">scikit-tda</a></b> (🥉17 · ⭐ 540 · 💤) - Topological Data Analysis for Python. <code><a href="http://bit.ly/34MBwT8">MIT</a></code> <code><img src="https://git.io/JLy1F" style="display:inline;" width="13" height="13"></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/ray-project/ray">Ray</a></b> (🥇47 · ⭐ 36K · 📉) - Ray is an AI compute engine. Ray consists of a core distributed.. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code>
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- <b><a href="https://github.com/networkx/networkx">networkx</a></b> (🥇44 · ⭐ 16K · 📉) - Network Analysis in Python. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code>
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- <b><a href="https://github.com/statsmodels/statsmodels">StatsModels</a></b> (🥈44 · ⭐ 11K · 📉) - Statsmodels: statistical modeling and econometrics in Python. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code>
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- <b><a href="https://github.com/BerriAI/litellm">litellm</a></b> (🥇43 · ⭐ 20K · 📉) - Python SDK, Proxy Server (LLM Gateway) to call 100+.. <code><a href="http://bit.ly/34MBwT8">MIT</a></code> <code>o</code> <code>t</code> <code>h</code> <code>e</code> <code>r</code> <code>s</code>
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- <b><a href="https://github.com/horovod/horovod">horovod</a></b> (🥈32 · ⭐ 14K · 📉) - Distributed training framework for TensorFlow, Keras, PyTorch,.. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code>
25-
- <b><a href="https://github.com/bastibe/python-soundfile">python-soundfile</a></b> (🥈30 · ⭐ 750 · 📉) - SoundFile is an audio library based on libsndfile, CFFI,.. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code>
26-
- <b><a href="https://github.com/PaddlePaddle/VisualDL">VisualDL</a></b> (🥉26 · ⭐ 4.8K · 📉) - Deep Learning Visualization Toolkit. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code> <code><img src="https://git.io/JLy1M" style="display:inline;" width="13" height="13"></code>
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- <b><a href="https://github.com/facebookresearch/pytorchvideo">pytorchvideo</a></b> (🥉24 · ⭐ 3.4K · 📉) - A deep learning library for video understanding.. <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/google/objax">Objax</a></b> (🥉19 · ⭐ 770 · 💀) - Objax is a machine learning framework that provides an Object.. <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/scikit-tda/scikit-tda">scikit-tda</a></b> (🥉15 · ⭐ 540 · 💤) - Topological Data Analysis for Python. <code><a href="http://bit.ly/34MBwT8">MIT</a></code> <code><img src="https://git.io/JLy1F" style="display:inline;" width="13" height="13"></code>
20+
- <b><a href="https://github.com/UKPLab/sentence-transformers">sentence-transformers</a></b> (🥇43 · ⭐ 16K · 📉) - State-of-the-Art Text Embeddings. <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>
21+
- <b><a href="https://github.com/PaddlePaddle/PaddleOCR">PaddleOCR</a></b> (🥇41 · ⭐ 48K · 📉) - Awesome multilingual OCR toolkits based on PaddlePaddle.. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code> <code><img src="https://git.io/JLy1M" style="display:inline;" width="13" height="13"></code>
22+
- <b><a href="https://github.com/serengil/deepface">deepface</a></b> (🥇39 · ⭐ 19K · 📉) - A Lightweight Face Recognition and Facial Attribute Analysis (Age,.. <code><a href="http://bit.ly/34MBwT8">MIT</a></code>
23+
- <b><a href="https://github.com/huggingface/tokenizers">Tokenizers</a></b> (🥇39 · ⭐ 9.6K · 📉) - Fast State-of-the-Art Tokenizers optimized for Research and.. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code>
24+
- <b><a href="https://github.com/dask/distributed">dask.distributed</a></b> (🥇39 · ⭐ 1.6K · 📉) - A distributed task scheduler for Dask. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code>
25+
- <b><a href="https://github.com/automl/auto-sklearn">auto-sklearn</a></b> (🥈29 · ⭐ 7.8K · 💀) - Automated Machine Learning with scikit-learn. <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>
26+
- <b><a href="https://github.com/deepset-ai/FARM">FARM</a></b> (🥉24 · ⭐ 1.8K · 💀) - Fast & easy transfer learning for NLP. Harvesting language.. <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>
27+
- <b><a href="https://github.com/Trusted-AI/AIX360">Explainability 360</a></b> (🥉23 · ⭐ 1.7K · 📉) - Interpretability and explainability of data and.. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code>
28+
- <b><a href="https://github.com/kLabUM/rrcf">rrcf</a></b> (🥉18 · ⭐ 510 · 💀) - Implementation of the Robust Random Cut Forest algorithm for anomaly.. <code><a href="http://bit.ly/34MBwT8">MIT</a></code>
29+
- <b><a href="https://github.com/szagoruyko/pytorchviz">pytorchviz</a></b> (🥉14 · ⭐ 3.3K · 📉) - A small package to create visualizations of PyTorch execution.. <code><a href="http://bit.ly/34MBwT8">MIT</a></code>
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