Benign Overfitting in Linear Prediction

Benign Overfitting in Linear Prediction

Simons Institute via YouTube Direct link

Intro

1 of 12

1 of 12

Intro

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Benign Overfitting in Linear Prediction

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  1. 1 Intro
  2. 2 Overfitting in Deep Networks
  3. 3 Interpolating Prediction Rules
  4. 4 Definitions
  5. 5 Interpolating Linear Regression
  6. 6 Notions of Effective Rank
  7. 7 Benign Overfitting: A Characterization
  8. 8 Benign Overfitting: Proof Ideas
  9. 9 What kinds of eigenvalues?
  10. 10 Implications for deep learning
  11. 11 Implications for adversarial examples
  12. 12 Benign Overfitting in Linear Regression

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