EVERYTHING AIAI engineering, made visual
Visual edition planned
Phase 08 · Lesson 14BuildPython45 min15 lessons in phase

Evaluation — FID, CLIP Score, Human Preference

Every generative model leaderboard cites FID, CLIP score, and a win rate from a human-preference arena. Each number has a failure mode a determined researcher can game. If you do not know the failure modes, you cannot tell a real improvement from a gaming run.

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:

Part of Phase 08Generative AI. Use the previous / next cards below to keep browsing the phase.