lukasmasuch/best-of-ml-python 2025.09.04

Update: 2025.09.04

on GitHub

📈 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.

• scipy (🥇51 · ⭐ 14K · 📈) - Ecosystem of open-source software for mathematics, science, and.. BSD-3
• PySpark (🥇45 · ⭐ 42K · 📈) - Apache Spark Python API. Apache-2
• litellm (🥇45 · ⭐ 28K · 📈) - Python SDK, Proxy Server (LLM Gateway) to call 100+.. MIT o t h e r s
• Milvus (🥇43 · ⭐ 37K · 📈) - Milvus is a high-performance, cloud-native vector database built.. Apache-2
• Annoy (🥈35 · ⭐ 14K · 💀) - Approximate Nearest Neighbors in C++/Python optimized for memory.. Apache-2
• DEAP (🥈34 · ⭐ 6.2K · 📈) - Distributed Evolutionary Algorithms in Python. ❗️LGPL-3.0
• StatsForecast (🥇34 · ⭐ 4.5K · 📈) - Lightning fast forecasting with statistical and.. Apache-2
• tsfresh (🥈32 · ⭐ 8.9K · 📈) - Automatic extraction of relevant features from time series:. MIT
• ridgeplot (🥉25 · ⭐ 240 · 📈) - Beautiful ridgeline plots in Python. MIT
• UForm (🥉22 · ⭐ 1.2K · 📈) - Pocket-Sized Multimodal AI for content understanding and.. 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.

• deepface (🥇39 · ⭐ 20K · 📉) - A Lightweight Face Recognition and Facial Attribute Analysis (Age,.. MIT
• dask.distributed (🥇38 · ⭐ 1.6K · 📉) - A distributed task scheduler for Dask. BSD-3
• Albumentations (🥈37 · ⭐ 15K · 📉) - Fast and flexible image augmentation library. Paper.. MIT
• flair (🥇37 · ⭐ 14K · 📉) - A very simple framework for state-of-the-art Natural Language.. MIT
• Graphviz (🥈36 · ⭐ 1.7K · 📉) - Simple Python interface for Graphviz. MIT
• ipyleaflet (🥉33 · ⭐ 1.5K · 📉) - A Jupyter - Leaflet.js bridge. MIT
• category_encoders (🥈31 · ⭐ 2.5K · 📉) - A library of sklearn compatible categorical variable.. BSD-3
• explainerdashboard (🥈29 · ⭐ 2.4K · 📉) - Quickly build Explainable AI dashboards that show the.. MIT
• gokart (🥉23 · ⭐ 330 · 📉) - Gokart solves reproducibility, task dependencies, constraints of good.. MIT
• Orbit (🥉21 · ⭐ 2K · 📉) - A Python package for Bayesian forecasting with object-oriented.. Apache-2