AI by Hand ✍️

AI by Hand ✍️

Linear Probe

Fine-Tuning series: 5 of 8

Prof. Tom Yeh's avatar
Prof. Tom Yeh
Apr 24, 2026
∙ Paid

Fine-Tuning Series:

  1. Weight Update

  2. Pretrain vs Fine-Tune

  3. Full Fine-Tuning

  4. Freezing Layers

  5. Linear Probe

  6. Feature Extraction + Head

  7. Adapter Layers

  8. LoRA

In Freezing Layers, we kept the foundational prerequisites fixed and refreshed only the advanced course on top — W3. But even refreshing one course is still a whole course. W3 is a full 40 × 40 matrix — 1600 weights to update — weeks of lectures, assignments, and exams to work through. What if we don't re-take any existing course at all, and instead pick up a single new one-credit certificate — the kind you can finish in a month?

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