ML Foundations · 47 / 48

Monitoring ML in Production

Learning Roadmap

Start here (free video course): Evidently, "ML Observability Course" → https://learn.evidentlyai.com/ml-observability-course

Goal: Learn to detect data drift, concept drift, and prediction drift and set alert thresholds, so you catch a silently degrading model before the business does.

Do:

  1. Work through Module 2, "ML monitoring metrics" (data drift, prediction drift, model quality) ⬆️

  2. Note the thresholds and signals you would actually alert on

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