awesome-machine-learning
josephmisiti/awesome-machine-learning
A comprehensive, language-categorized curated index of machine learning frameworks, libraries, tools, and educational resources.
Overview
This repository serves as a massive directory of machine learning software organized primarily by programming language, covering everything from general-purpose ML libraries to computer vision, NLP, and reinforcement learning frameworks. It also links to external guides, books, courses, and datasets for practitioners at all levels.
Capabilities
- ▸Categorization of ML resources by programming language
- ▸Index of frameworks for computer vision, NLP, and deep learning
- ▸References to curated lists of books, courses, events, and blogs
Best for
Discovering libraries and frameworks for machine learning projects across various programming languages, Finding open-source tools for specific tasks such as computer vision, NLP, or deep learning, Locating free educational materials like books, courses, and blog posts related to data science and ML
Works with
実タスクにどれだけ役立つか(機能の豊富さ・用途の明確さ)。 — AIによるcapabilities/use-cases解析
実装・指示の品質。 — AIによるSKILL.md/README解析
リポジトリがどれだけ活発に保守されているか。 — GitHub 最終push日時の新しさ
ドキュメントの充実度・分かりやすさ。 — README/独自要約の情報量
危険・不審な挙動が無いか。 — AIによるセキュリティレビュー
ありふれたラッパーではない独自性。 — AIによる独自性判定
コミュニティの採用度。 — GitHub Stars/Forks(対数スケール)
対応AIエージェントの広さ。 — AIによる対応エージェント判定
ライセンス不明/制限あり(Red)のSkillは総合スコアに0.85倍の補正を適用します。 ランキングはこのScoreのみで決まり、広告で変わりません。 算出方法の詳細 →
Security considerations
The repository contains external links; users should exercise caution when downloading and executing third-party code libraries.
Categories
Summary and analysis are original content generated by AI Skills Rank. The skill's source text is not reproduced here — view it on the linked repository.