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