Continual Learning - FSDL 2022

Continual Learning - FSDL 2022

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Overview

1 of 14

1 of 14

Overview

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Continual Learning - FSDL 2022

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

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