MLOps Academy · Lesson

Serve the Production Model

Load the staged model into your FastAPI service.

From Registry to API

The promoted model is sitting in the registry. Now you load it into a FastAPI service so real requests can get predictions. 🌐

Reference It by Alias

Build a model URI that points at the champion alias. Your code never hardcodes a version, so promotions just work.

MODEL_URI = "models:/churn-classifier@champion"

All lessons in this course

  1. Train and Log to the Registry
  2. Promote the Best Model to Production
  3. Serve the Production Model
  4. Trace a Prediction Round-Trip
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