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Tools and tests for metric monitoring
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Classroom Contents
Continual Learning - FSDL 2022
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- 1 Overview
- 2 How to think about continual learning
- 3 Periodic retraining
- 4 Iterating on your retraining strategy
- 5 Metrics for monitoring ML models
- 6 Tools and tests for metric monitoring
- 7 Retraining strategy: logging
- 8 Retraining strategy: data curation
- 9 Retraining strategy: training triggers
- 10 Retraining strategy: dataset formation
- 11 Retraining strategy: offline testing
- 12 Retraining strategy: online testing
- 13 A concrete continual learning workflow
- 14 Take-aways
