100 Days of MLOps· day 18 of 100
DAY 18MLOps

Handling Imbalanced & Messy Data

Day 18 of 100 Days of MLOps. Fraud is rare, disease is rare, luxury homes are rare — and on imbalanced data a lazy model that predicts 'no' every time can score 90% accuracy while catching zero of the cases that matter. See the trap with real numbers, then fix it with the right metrics and class_weight='balanced'. Runs 100% locally on any OS.

Jul 9, 2026 9 min read1.8k words

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