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Learning path

AI Product Manager

Scope, evaluate and ship AI products responsibly and effectively.

L2 · IntermediatetoL4 · Expert3 courses~6 h

What you’ll be able to do

  • Speak precisely about what AI systems can and cannot do.
  • Judge when RAG, an agent or a plain workflow fits a product problem.
  • Scope evaluation and guardrails into a product plan.

Your course sequence

Work through these courses in order. Each lesson links straight into the reader.

  1. 1
    AI FoundationsAbsolute Beginner~1 h

    Understand what AI is and how machines learn, no math or code required.

  2. 2
    LLM FoundationsIntermediate~2 h

    How large language models turn text into tokens, attention, and predictions.

  3. 3
    Applied LLM Systems: RAG, Agents & MCPAdvanced~3 h

    Build systems around a model: retrieve knowledge, call tools, and run agent loops.