fast.ai — Practical Deep Learning
The most acclaimed free ML course in the world. Taught top-down with real code from day one. Used by engineers now at OpenAI, Google DeepMind, and top labs.
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Learn Machine Learning for Free
From zero to building real models — the best free courses, datasets, and hands-on platforms used by ML engineers at Google, Meta, and top startups.
Google Machine Learning Crash Course
Google's own free ML course with video lectures, interactive exercises, and real TensorFlow examples. Structured for beginners with zero ML background.
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Kaggle Learn
Free micro-courses in Python, ML, deep learning, SQL, and data visualization — with hands-on notebooks you run in the browser. No setup required.
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DeepLearning.AI Short Courses
Andrew Ng's free short courses on LLMs, prompt engineering, RAG, fine-tuning, and more. The most up-to-date practical AI curriculum available.
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Hugging Face NLP Course
The definitive free course for working with transformers, LLMs, and modern NLP. Uses the Hugging Face ecosystem — the industry standard for AI development.
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3Blue1Brown — Neural Networks Series
Visually stunning animated explanations of how neural networks and backpropagation actually work. Builds deep intuition before you touch any code.
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Stanford CS229 — Machine Learning
Stanford's legendary ML course taught by Andrew Ng — full lecture notes, problem sets, and videos available free online. The gold standard ML curriculum.
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StatQuest with Josh Starmer
Complex ML and statistics concepts broken down with simple, visual explanations and real examples. Exceptional for building the math intuition behind ML.
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