Protecting Your Machine Learning Against Drift - An Introduction

Protecting Your Machine Learning Against Drift - An Introduction

EuroPython Conference via YouTube Direct link

Offline Drift detection

5 of 12

5 of 12

Offline Drift detection

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Protecting Your Machine Learning Against Drift - An Introduction

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  1. 1 Intro
  2. 2 We will look at
  3. 3 What is drift?
  4. 4 Statistical Hypothesis Testing
  5. 5 Offline Drift detection
  6. 6 Online Drift detectors - desired properties
  7. 7 Windowing Strategies
  8. 8 Disjoint Window Detectors
  9. 9 Overlapping Window Detectors
  10. 10 Adaptive Window Detectors
  11. 11 Test Statistics
  12. 12 Summary and demo

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