📈 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.

• nltk (🥇45 · ⭐ 13K · 📈) - Suite of libraries and programs for symbolic and statistical natural.. Apache-2
• Optuna (🥇43 · ⭐ 10K · 📈) - A hyperparameter optimization framework. MIT
• Netron (🥇37 · ⭐ 27K · 📈) - Visualizer for neural network, deep learning and machine.. MIT
• Datasette (🥇36 · ⭐ 9.2K · 📈) - An open source multi-tool for exploring and publishing data. Apache-2
• Autograd (🥇36 · ⭐ 6.9K · 📈) - Efficiently computes derivatives of NumPy code. MIT
• bt (🥇31 · ⭐ 2.2K · 📈) - bt - flexible backtesting for Python. MIT
• python-soundfile (🥉29 · ⭐ 700 · 📈) - SoundFile is an audio library based on libsndfile, CFFI,.. BSD-3
• miceforest (🥇26 · ⭐ 330 · 📈) - Multiple Imputation with LightGBM in Python. MIT
• dabl (🥉20 · ⭐ 720 · 💤) - Data Analysis Baseline Library. BSD-3
• MXBoard (🥉20 · ⭐ 320 · 💀) - Logging MXNet data for visualization in TensorBoard. Apache-2

📉 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.

• tensorflow-probability (🥇35 · ⭐ 4.2K · 📉) - Probabilistic reasoning and statistical analysis in.. Apache-2
• Graphviz (🥈34 · ⭐ 1.6K · 📉) - Simple Python interface for Graphviz. MIT
• SpeechRecognition (🥈33 · ⭐ 8.3K · 📉) - Speech recognition module for Python, supporting.. BSD-3
• OpenNMT (🥈32 · ⭐ 6.7K · 📉) - Open Source Neural Machine Translation and (Large) Language.. MIT
• tensorflow-hub (🥈32 · ⭐ 3.5K · 📉) - A library for transfer learning by reusing parts of.. Apache-2
• TF Model Optimization (🥈28 · ⭐ 1.5K · 📉) - A toolkit to optimize ML models for deployment for.. Apache-2
• data-validation (🥉26 · ⭐ 760 · 📉) - Library for exploring and validating machine learning.. Apache-2
• TF Recommenders (🥉24 · ⭐ 1.8K · 📉) - TensorFlow Recommenders is a library for building.. Apache-2
• pandas-ai (🥉23 · ⭐ 13K · 📉) - Chat with your database (SQL, CSV, pandas, polars,.. ❗Unlicensed
• TensorFrames (🥉16 · ⭐ 720 · 💀) - Tensorflow wrapper for DataFrames on Apache Spark. Apache-2

➕ Added Projects

Projects that were recently added to this best-of list.

• Runhouse (🥉24 · ⭐ 960 · ➕) - Orchestrate heterogeneous ML workloads in Python, like PyTorch.. Apache-2