lukasmasuch/best-of-ml-python

๐Ÿ† A ranked list of awesome machine learning Python libraries. Updated weekly.

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What it does

This project is a regularly updated, ranked directory of the 920 best free AI and machine learning software libraries available for builders to use, covering everything from chatbots and image recognition to data analysis and visualization tools. Each library is scored and ranked based on its popularity, activity, and overall health, making it easy to quickly identify which tools are worth trusting.

Why it matters for PMs

For PMs and founders evaluating AI-powered features, this is essentially a curated shortlist of the most battle-tested building blocks available โ€” saving significant research time when deciding what technology to build on. With over 23,000 developers starring this resource, it also serves as a real-time signal of where the AI development community is placing its bets, which can inform product strategy and competitive analysis.

Early Signal Score21

Early stage โ€” limited signal data

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23.2k
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3.1k
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56

Score updated Feb 18, 2026

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