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.
All 12 sessions are free to read in full — every tab, no account, no email required. Each one gives you the question as an interviewer asks it, the beats they listen for, and the answer that hits all of them.
- 1. How LLMs Actually Work
- 2. Prompt Engineering & the LLM API Surface
- 3. Embeddings & RAG
- 4. Context & Memory Management
- 5. Tool Use & Single-Agent Loops
- 6. Multi-Agent Systems & Role-Play
- 7. Guardrails, Evals & Observability for Agentic Systems
- 8. Model Selection & Fine-Tuning Trade-offs
- 9. Production AI System Design
- 10. AI Security & Responsible AI
- 11. Capstone Build
- 12. Mock Interview & Portfolio Narrative