MLOps Academy · Lesson

Log Predictions for Later Analysis

Capture features and outputs to a prediction store.

You Cannot Debug What You Did Not Save

If you never store what your model saw and said, you cannot diagnose it later. Prediction logging is the foundation of all analysis. 📝

What a Prediction Log Holds

A useful prediction log captures the input features, the model output, the model version, and a timestamp for every request.

All lessons in this course

  1. The Four Pillars of ML Observability
  2. Log Predictions for Later Analysis
  3. Slice Metrics by Segment and Cohort
  4. Explain Predictions with SHAP
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