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AI Engineering from Scratch

AI Engineering from Scratch is an open-source curriculum covering AI engineering from mathematical foundations through machine learning, deep learning, LLMs, agents, and production systems. It contains 511 lessons across 20 phases, with implementations in Python, TypeScript, Rust, and Julia; lessons produce reusable prompts, skills, agents, or MCP servers. The curriculum is MIT-licensed and maintained by Rohit Ghumare and the community.

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