EVERYTHING AIAI engineering, made visual
Visual edition planned
Phase 19 · Lesson 71BuildPython1.5 h85 lessons in phase

Classical Metrics

BLEU, ROUGE-L, F1, exact-match, accuracy. Five metrics that still account for most published LLM eval numbers. Implement each from first principles so you know what the number means.

Visual edition planned

This lesson isn’t interactive yet.

It is part of the curriculum and will get the same treatment as Phase 1 — a visual cover, hands-on labs, derivations with numeric checks and a quiz. Until then, the original lesson is the best place to read it:

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