Production Monitoring

What to watch after deployment, detecting covariate shift, and retraining triggers.

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Question Tags Difficulty Success

1. Same Inputs, New Rules

data driftconcept drift +1

Medium —

2. What is covariate shift?

Machine LearningProduction Monitoring

Medium —

3. What should be monitored after model deployment?

Machine LearningProduction Monitoring

Medium —

4. The Understudy Model

shadow deploymentcanary deployment +2

Medium —

Learning Resources

CMU 10-714, Deep Learning Systems

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