EVERYTHING AIAI engineering, made visual
Visual edition planned
Phase 19 · Lesson 63BuildPython1.5 h85 lessons in phase

Multimodal Evaluation

Training is half the loop. The other half is measurement. This lesson builds three evaluation surfaces from primitives: image-caption retrieval reported as R@1, R@5, R@10; visual question answering reported as exact match accuracy; and image captioning reported as BLEU-4. Each metric is a function over the model's outputs and a synthetic eval suite that runs in seconds.

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 19Capstone Projects. Use the previous / next cards below to keep browsing the phase.