Free 30-min lesson: check if your model's 0.8 really means 80%

bgoncalves · x · 2026-11-03

Bruno Gonçalves (Data For Science) is running a free 30-minute lesson on LLM probability calibration — whether a stated 0.8 is actually right 80% of the time, the precondition for thresholding without a human in the loop. Using 113 labeled yes/no answers, it covers: reliability diagrams, computing ECE and Brier score in 10 lines of numpy, and turning probabilities into operating points with auto/confirm/human bands based on false-allow vs false-block costs. Notebook and threshold-table template included.

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