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The Impartial Judge: Inside a Production ML Evaluation Harness

intermediateMachine Learning Basics

The Impartial Judge: Inside a Production ML Evaluation Harness

A developer's walkthrough of a real ML eval harness — F1, macro averaging, OOS recall, warmup, and p50/p95/p99 latency — and the design decisions behind each.

April 16, 202612 min read
#evaluation#metrics#f1-score
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