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Learning roadmap

AI Engineer

Go from ML foundations to shipping production AI — models, prompt engineering, RAG, and LLM applications.

  • Intermediate → Advanced
  • 4 stages
  • 17 topics
“Ship AI that users trust”

4 stages

Structured learning path

17 topics

Curated and hands-on

Projects included

Apply your skills with real projects

Roadmap at a glance

A clear path from fundamentals to advanced, with practical skills at each stage.

  1. 1

    ML Foundations

    4 topics

    Python tooling and classical ML building blocks.

  2. 2

    Deep Learning

    4 topics

    Neural nets, embeddings, and training workflows.

  3. 3

    LLMs & RAG

    5 topics

    Prompting, retrieval, and grounding model answers.

  4. 4

    Production AI

    4 topics

    Serve, monitor, and iterate on AI products.

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