ModelRefs / Become an AI Engineer — AI Learning Pathway

Become an AI Engineer — AI Learning Pathway

End-to-end career roadmap for AI engineers. Be production-ready for an AI engineering role. A 80-hour intermediate path.

Overview

End-to-end career roadmap for AI engineers.

What you will be able to do

  • Master prompting, RAG, and agents
  • Ship LLM features to production
  • Apply evaluation and observability
  • Pass AI engineer interviews

Pathway phases

  • Foundations — LLMs, prompting, embeddings.
  • Systems — RAG and agents.
  • Production — Eval, ops, cost.

Continue your research

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Frequently asked questions

What will I learn in Become an AI Engineer?

Master prompting, RAG, and agents Ship LLM features to production Apply evaluation and observability

How long does Become an AI Engineer take?

Approximately 80 hours across 3 phases.

What projects are included?

Production RAG App • Agent SaaS Feature • Eval Platform • Portfolio + Writeups