Topics

AI Engineering

Build production-grade LLM applications: prompts, RAG, fine-tuning, evals, cost — from Chip Huyen's AI Engineering.

10lessons·355min total

Foundation Models: What Changed and Why

Beginner·25 min

Prompt Engineering: From Few-Shot to Chain of Thought

Beginner·30 min

Retrieval-Augmented Generation: Architecture & Failure Modes

Intermediate·40 min

Embeddings & Vector Search: When Cosine Lies

Intermediate·35 min

LLM Evaluation: Beyond "Looks Good"

Intermediate·40 min

Cost & Latency: Token Economics in Production

Intermediate·30 min

Fine-Tuning: When SFT, LoRA, or Nothing

Advanced·45 min

Agents & Tool Use: Loops, Plans, Failures

Advanced·40 min

Prompt Injection & LLM Security

Advanced·35 min

LLM Observability: Tracing, Logging, Drift

Advanced·35 min