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AI/ML for Interview

12 sessions covering how LLMs actually work, prompt engineering, RAG, agentic systems, and production AI design — the same foundations that underpin every project in our learning paths.

Sessions 1–3 are fully free to read. Later sessions unlock the quiz and project once you're subscribed — no billing, just an email.

  1. 1. How LLMs Actually Work
  2. 2. Prompt Engineering & the LLM API Surface
  3. 3. Embeddings & RAG
  4. 4. Context & Memory Management
  5. 5. Tool Use & Single-Agent Loops
  6. 6. Multi-Agent Systems & Role-Play
  7. 7. Guardrails, Evals & Observability for Agentic Systems
  8. 8. Model Selection & Fine-Tuning Trade-offs
  9. 9. Production AI System Design
  10. 10. AI Security & Responsible AI
  11. 11. Capstone Build
  12. 12. Mock Interview & Portfolio Narrative