Stage 4 · Mastery & Industry
Evaluation & Benchmarks
How to measure models and AI systems honestly — and how benchmarks mislead.
2 lessons1 ready
- 01 How to Evaluate LLMs: Benchmarks, Arenas and Contamination What MMLU, SWE-bench and Chatbot Arena measure, and how to read leaderboards critically. Intermediate 20 min ✓
- 02 Building Evals for Your Own AI App Golden sets, LLM-as-judge, regression tests and online monitoring. Advanced 20 min ✎ In progress
Matching units in the new course
Each unit has goals, algorithms, must-read papers, a project and a self-test.
U83 AI Engineering: Evals, Cost & Shipping Your own eval sets, LLM judges, observability, model gateways, cost control and product design. 8 h3 algorithms1 papers U90 Evaluation & Benchmarks Major benchmarks, arenas, data contamination and the limits of capability evaluation. 6 h2 algorithms2 paperslesson ready