Best-of update: 2024.02.01

history/2024-02-01_changes.md

@@ -0,0 +1,36 @@
+## 📈 Trending Up
+
+_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._
+
+- <b><a href="https://github.com/keras-team/keras">Keras</a></b> (🥇47 ·  ⭐ 60K · 📈) - Deep Learning for humans. <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>
+- <b><a href="https://github.com/apache/spark">PySpark</a></b> (🥇45 ·  ⭐ 38K · 📈) - Apache Spark Python API. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code> <code><img src="https://git.io/JLy1N" style="display:inline;" width="13" height="13"></code>
+- <b><a href="https://github.com/cupy/cupy">CuPy</a></b> (🥇38 ·  ⭐ 7.5K · 📈) - NumPy & SciPy for GPU. <code><a href="http://bit.ly/34MBwT8">MIT</a></code>
+- <b><a href="https://github.com/apache/flink">PyFlink</a></b> (🥈37 ·  ⭐ 23K · 📈) - Apache Flink Python API. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code>
+- <b><a href="https://github.com/mozilla/DeepSpeech">DeepSpeech</a></b> (🥈34 ·  ⭐ 24K · 💀) - DeepSpeech is an open source embedded (offline, on-.. <code><a href="http://bit.ly/3postzC">MPL-2.0</a></code> <code><img src="https://git.io/JLy1A" style="display:inline;" width="13" height="13"></code>
+- <b><a href="https://github.com/pytorch/text">torchtext</a></b> (🥈34 ·  ⭐ 3.4K · 📈) - Models, data loaders and abstractions for language.. <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>
+- <b><a href="https://github.com/lmcinnes/umap">UMAP</a></b> (🥈33 ·  ⭐ 6.8K · 📈) - Uniform Manifold Approximation and Projection. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code>
+- <b><a href="https://github.com/madmaze/pytesseract">Tesseract</a></b> (🥈33 ·  ⭐ 5.3K · 📈) - Python-tesseract is an optical character recognition (OCR).. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code>
+- <b><a href="https://github.com/anhaidgroup/deepmatcher">DeepMatcher</a></b> (🥉22 ·  ⭐ 4.9K · 💀) - Python package for performing Entity and Text Matching using.. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code>
+- <b><a href="https://github.com/edublancas/sklearn-evaluation">sklearn-evaluation</a></b> (🥉17 ·  ⭐ 360 · 💀) - Machine learning model evaluation made easy: plots,.. <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>
+
+## 📉 Trending Down
+
+_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._
+
+- <b><a href="https://github.com/h2oai/h2o-3">H2O-3</a></b> (🥈33 ·  ⭐ 6.6K · 📉) - H2O is an Open Source, Distributed, Fast & Scalable Machine.. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code>
+- <b><a href="https://github.com/rasbt/mlxtend">MLxtend</a></b> (🥈32 ·  ⭐ 4.7K · 📉) - A library of extension and helper modules for Pythons.. <code>❗Unlicensed</code> <code><img src="https://git.io/JLy1F" style="display:inline;" width="13" height="13"></code>
+- <b><a href="https://github.com/bukosabino/ta">ta</a></b> (🥈28 ·  ⭐ 3.9K · 📉) - Technical Analysis Library using Pandas and Numpy. <code><a href="http://bit.ly/34MBwT8">MIT</a></code>
+- <b><a href="https://github.com/openai/baselines">baselines</a></b> (🥈26 ·  ⭐ 15K · 💀) - OpenAI Baselines: high-quality implementations of reinforcement.. <code><a href="http://bit.ly/34MBwT8">MIT</a></code>
+- <b><a href="https://github.com/luispedro/mahotas">mahotas</a></b> (🥉25 ·  ⭐ 820 · 📉) - Computer Vision in Python. <code>❗Unlicensed</code>
+- <b><a href="https://github.com/dmlc/gluon-nlp">GluonNLP</a></b> (🥉24 ·  ⭐ 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>
+- <b><a href="https://github.com/TeamHG-Memex/sklearn-crfsuite">sklearn-crfsuite</a></b> (🥉22 ·  ⭐ 420 · 💀) - scikit-learn inspired API for CRFsuite. <code>❗Unlicensed</code> <code><img src="https://git.io/JLy1F" style="display:inline;" width="13" height="13"></code>
+- <b><a href="https://github.com/AnotherSamWilson/miceforest">miceforest</a></b> (🥉20 ·  ⭐ 280 · 📉) - Multiple Imputation with LightGBM in Python. <code><a href="http://bit.ly/34MBwT8">MIT</a></code>
+- <b><a href="https://github.com/EpistasisLab/scikit-rebate">scikit-rebate</a></b> (🥉16 ·  ⭐ 390 · 💀) - A scikit-learn-compatible Python implementation of.. <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>
+- <b><a href="https://github.com/firmai/deltapy">deltapy</a></b> (🥉9 ·  ⭐ 520 · 💀) - DeltaPy - Tabular Data Augmentation (by @firmai). <code>❗Unlicensed</code>
+
+## ➕ Added Projects
+
+_Projects that were recently added to this best-of list._
+
+- <b><a href="https://github.com/HMUNACHI/nanodl">nanodl</a></b> (🥉11 ·  ⭐ 11 · 🐣) - A Jax-based library for designing and training transformer models.. <code><a href="http://bit.ly/34MBwT8">MIT</a></code> <code><img src="https://jax.readthedocs.io/en/latest/_static/favicon.png" style="display:inline;" width="13" height="13"></code>
+

latest-changes.md

@@ -2,29 +2,35 @@
 
 _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._
 
-- <b><a href="https://github.com/tensorflow/tensorflow">Tensorflow</a></b> (🥇54 ·  ⭐ 180K · 📈) - An Open Source Machine Learning Framework for Everyone. <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>
-- <b><a href="https://github.com/huggingface/transformers">transformers</a></b> (🥇50 ·  ⭐ 120K · 📈) - Transformers: State-of-the-art Machine Learning for.. <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> <code><img src="https://git.io/JLy1A" style="display:inline;" width="13" height="13"></code>
-- <b><a href="https://github.com/scipy/scipy">scipy</a></b> (🥇50 ·  ⭐ 12K · 📈) - Ecosystem of open-source software for mathematics, science, and.. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code>
-- <b><a href="https://github.com/scikit-learn-contrib/imbalanced-learn">imbalanced-learn</a></b> (🥇36 ·  ⭐ 6.6K · 📈) - A Python Package to Tackle the Curse of Imbalanced.. <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>
-- <b><a href="https://github.com/mlpack/mlpack">mlpack</a></b> (🥈33 ·  ⭐ 4.7K · 📈) - mlpack: a fast, header-only C++ machine learning library. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code>
-- <b><a href="https://github.com/microsoft/CNTK">CNTK</a></b> (🥉30 ·  ⭐ 17K · 💀) - Microsoft Cognitive Toolkit (CNTK), an open source deep-learning toolkit. <code><a href="http://bit.ly/34MBwT8">MIT</a></code>
-- <b><a href="https://github.com/sony/nnabla">Neural Network Libraries</a></b> (🥉30 ·  ⭐ 2.7K · 📈) - Neural Network Libraries. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code>
-- <b><a href="https://github.com/qubvel/efficientnet">efficientnet</a></b> (🥉27 ·  ⭐ 2K · 💀) - Implementation of EfficientNet model. Keras and.. <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>
-- <b><a href="https://github.com/EpistasisLab/scikit-rebate">scikit-rebate</a></b> (🥉20 ·  ⭐ 390 · 💀) - A scikit-learn-compatible Python implementation of.. <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>
-- <b><a href="https://github.com/google-deepmind/launchpad">launchpad</a></b> (🥉20 ·  ⭐ 310 · 📈) - Launchpad is a library that simplifies writing.. <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>
+- <b><a href="https://github.com/keras-team/keras">Keras</a></b> (🥇47 ·  ⭐ 60K · 📈) - Deep Learning for humans. <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>
+- <b><a href="https://github.com/apache/spark">PySpark</a></b> (🥇45 ·  ⭐ 38K · 📈) - Apache Spark Python API. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code> <code><img src="https://git.io/JLy1N" style="display:inline;" width="13" height="13"></code>
+- <b><a href="https://github.com/cupy/cupy">CuPy</a></b> (🥇38 ·  ⭐ 7.5K · 📈) - NumPy & SciPy for GPU. <code><a href="http://bit.ly/34MBwT8">MIT</a></code>
+- <b><a href="https://github.com/apache/flink">PyFlink</a></b> (🥈37 ·  ⭐ 23K · 📈) - Apache Flink Python API. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code>
+- <b><a href="https://github.com/mozilla/DeepSpeech">DeepSpeech</a></b> (🥈34 ·  ⭐ 24K · 💀) - DeepSpeech is an open source embedded (offline, on-.. <code><a href="http://bit.ly/3postzC">MPL-2.0</a></code> <code><img src="https://git.io/JLy1A" style="display:inline;" width="13" height="13"></code>
+- <b><a href="https://github.com/pytorch/text">torchtext</a></b> (🥈34 ·  ⭐ 3.4K · 📈) - Models, data loaders and abstractions for language.. <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>
+- <b><a href="https://github.com/lmcinnes/umap">UMAP</a></b> (🥈33 ·  ⭐ 6.8K · 📈) - Uniform Manifold Approximation and Projection. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code>
+- <b><a href="https://github.com/madmaze/pytesseract">Tesseract</a></b> (🥈33 ·  ⭐ 5.3K · 📈) - Python-tesseract is an optical character recognition (OCR).. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code>
+- <b><a href="https://github.com/anhaidgroup/deepmatcher">DeepMatcher</a></b> (🥉22 ·  ⭐ 4.9K · 💀) - Python package for performing Entity and Text Matching using.. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code>
+- <b><a href="https://github.com/edublancas/sklearn-evaluation">sklearn-evaluation</a></b> (🥉17 ·  ⭐ 360 · 💀) - Machine learning model evaluation made easy: plots,.. <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>
 
 ## 📉 Trending Down
 
 _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._
 
-- <b><a href="https://github.com/apache/spark">PySpark</a></b> (🥈38 ·  ⭐ 38K · 📉) - Apache Spark Python API. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code> <code><img src="https://git.io/JLy1N" style="display:inline;" width="13" height="13"></code>
-- <b><a href="https://github.com/apache/flink">PyFlink</a></b> (🥈33 ·  ⭐ 23K · 📉) - Apache Flink Python API. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code>
-- <b><a href="https://github.com/deepinsight/insightface">InsightFace</a></b> (🥈31 ·  ⭐ 20K · 📉) - State-of-the-art 2D and 3D Face Analysis Project. <code>❗Unlicensed</code> <code><img src="https://git.io/JLy1X" style="display:inline;" width="13" height="13"></code>
-- <b><a href="https://github.com/pytorch/text">torchtext</a></b> (🥈29 ·  ⭐ 3.4K · 📉) - Models, data loaders and abstractions for language.. <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>
-- <b><a href="https://github.com/tensorflow/agents">TF-Agents</a></b> (🥇29 ·  ⭐ 2.7K · 📉) - TF-Agents: A reliable, scalable and easy to use.. <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>
-- <b><a href="https://github.com/lmcinnes/umap">UMAP</a></b> (🥉28 ·  ⭐ 6.7K · 📉) - Uniform Manifold Approximation and Projection. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code>
-- <b><a href="https://github.com/madmaze/pytesseract">Tesseract</a></b> (🥈28 ·  ⭐ 5.3K · 📉) - Python-tesseract is an optical character recognition (OCR).. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code>
-- <b><a href="https://github.com/rspeer/python-ftfy">ftfy</a></b> (🥈28 ·  ⭐ 3.6K · 📉) - Fixes mojibake and other glitches in Unicode text, after the fact. <code>❗Unlicensed</code>
-- <b><a href="https://github.com/anhaidgroup/deepmatcher">DeepMatcher</a></b> (🥉17 ·  ⭐ 520 · 💀) - Python package for performing Entity and Text Matching using.. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code>
-- <b><a href="https://github.com/edublancas/sklearn-evaluation">sklearn-evaluation</a></b> (🥉10 ·  ⭐ 3 · 💤) - Machine learning model evaluation made easy: plots,.. <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>
+- <b><a href="https://github.com/h2oai/h2o-3">H2O-3</a></b> (🥈33 ·  ⭐ 6.6K · 📉) - H2O is an Open Source, Distributed, Fast & Scalable Machine.. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code>
+- <b><a href="https://github.com/rasbt/mlxtend">MLxtend</a></b> (🥈32 ·  ⭐ 4.7K · 📉) - A library of extension and helper modules for Pythons.. <code>❗Unlicensed</code> <code><img src="https://git.io/JLy1F" style="display:inline;" width="13" height="13"></code>
+- <b><a href="https://github.com/bukosabino/ta">ta</a></b> (🥈28 ·  ⭐ 3.9K · 📉) - Technical Analysis Library using Pandas and Numpy. <code><a href="http://bit.ly/34MBwT8">MIT</a></code>
+- <b><a href="https://github.com/openai/baselines">baselines</a></b> (🥈26 ·  ⭐ 15K · 💀) - OpenAI Baselines: high-quality implementations of reinforcement.. <code><a href="http://bit.ly/34MBwT8">MIT</a></code>
+- <b><a href="https://github.com/luispedro/mahotas">mahotas</a></b> (🥉25 ·  ⭐ 820 · 📉) - Computer Vision in Python. <code>❗Unlicensed</code>
+- <b><a href="https://github.com/dmlc/gluon-nlp">GluonNLP</a></b> (🥉24 ·  ⭐ 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>
+- <b><a href="https://github.com/TeamHG-Memex/sklearn-crfsuite">sklearn-crfsuite</a></b> (🥉22 ·  ⭐ 420 · 💀) - scikit-learn inspired API for CRFsuite. <code>❗Unlicensed</code> <code><img src="https://git.io/JLy1F" style="display:inline;" width="13" height="13"></code>
+- <b><a href="https://github.com/AnotherSamWilson/miceforest">miceforest</a></b> (🥉20 ·  ⭐ 280 · 📉) - Multiple Imputation with LightGBM in Python. <code><a href="http://bit.ly/34MBwT8">MIT</a></code>
+- <b><a href="https://github.com/EpistasisLab/scikit-rebate">scikit-rebate</a></b> (🥉16 ·  ⭐ 390 · 💀) - A scikit-learn-compatible Python implementation of.. <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>
+- <b><a href="https://github.com/firmai/deltapy">deltapy</a></b> (🥉9 ·  ⭐ 520 · 💀) - DeltaPy - Tabular Data Augmentation (by @firmai). <code>❗Unlicensed</code>
+
+## ➕ Added Projects
+
+_Projects that were recently added to this best-of list._
+
+- <b><a href="https://github.com/HMUNACHI/nanodl">nanodl</a></b> (🥉11 ·  ⭐ 11 · 🐣) - A Jax-based library for designing and training transformer models.. <code><a href="http://bit.ly/34MBwT8">MIT</a></code> <code><img src="https://jax.readthedocs.io/en/latest/_static/favicon.png" style="display:inline;" width="13" height="13"></code>