EVERYTHING AIAI engineering, made visual
Visual edition planned
Phase 19 · Lesson 73BuildPython1.5 h85 lessons in phase

Perplexity and Calibration

If your model says 90 percent confident on a thousand answers and gets six hundred right, it is not well calibrated. Calibration is half of trustworthy eval. The other half is perplexity, which tells you whether the model thinks the held-out text is plausible at all.

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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