Beyond Bias Audits: Bringing Equity to the Machine Learning Pipeline

Beyond Bias Audits: Bringing Equity to the Machine Learning Pipeline

Centre de recherches mathématiques - CRM via YouTube Direct link

Introduction

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1 of 14

Introduction

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Classroom Contents

Beyond Bias Audits: Bringing Equity to the Machine Learning Pipeline

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  1. 1 Introduction
  2. 2 Machine Learning in Healthcare
  3. 3 Technical Data Challenges
  4. 4 Healthcare is not Equitable
  5. 5 How to Decomposition Sources of Discrimination
  6. 6 Predicting Hospital Mortality from ICU Notes
  7. 7 Bias Variance Noise
  8. 8 Visual Example
  9. 9 Disease Subtyping
  10. 10 Modeling Clinical Data
  11. 11 Learning Latent Variables
  12. 12 When to ask for conditions
  13. 13 Heart failure observational data
  14. 14 Wrapup

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