CourseTransformers: From Attention to Trained, Served and Interpreted Models · Module 13: Beyond Text · part 97 of 111
Part 97 · Module 13: Beyond Text

Lesson 2: Boxes, masked patches and CLIP on test cards

21 min read·13 Oct 2026
Module 13 · Lesson 2 · About 60 minutes · Needs: Lesson 1 (patches as tokens, a small ViT); Module 7, Lesson 1 (the encoder's full mask); Module 8, Lesson 2 (objectives as what is read and what is scored)

The situation

Sol 447 at Aurora Station. Lesson 1's vision transformer names the shape on a camera test card. Isla Duarte wants more: where each shape is, so a robot arm can reach it; an encoder that learns from unlabelled cards; and classes she can ask for in words.

The running example is test card 1601, "three green triangles", from the held-out test set.

The rest of this course is yours to keep

This course is bought on its own, once, and stays readable afterwards, including the parts added to it later.