Intro to ML Engineering for Production

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concept drift is like your changing ice cream preferences, and data drift is like changes in the ice cream shop's flavors. 😄🍦

Deployment Patterns:

  1. Shadow mode: Human & ML will work side by side independently
  1. Canary mode: Expose a small amount of traffic to ML (like 5%)
  1. Blue-Green: Easy rollback and routing
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Model Development

It involves a cyclic process of iteration of:
  1. Model
  1. Hyperparameter and
  1. Data
With constant eye on the performance.
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Establish a baseline of accuracy.
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