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Learn AI & machine learning from zero

8 phases, 98 topics and 371 hand-picked free resources: the best videos, interactive explainers, books and courses for each topic, in the order that makes sense.

Open the roadmap
  1. 0Your toolkit
  2. 1Math foundations
  3. 2Classical ML, built by you
  4. 3Deep learning foundations
  5. 4Transformers and LLMs
  6. 5AI engineering
  7. 6Systems and scale
  8. 7Generative models and reinforcement learning

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Every fact is checked against an official or named source and linked. Every article shows when it was published and last updated. If something changes or I get it wrong, I fix it and say so.