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The Information Bottleneck Theory of Deep Neural Networks

The Information Bottleneck Theory of Deep Neural Networks

Simons Institute via YouTube Direct link

Information Plan

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Information Plan

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Classroom Contents

The Information Bottleneck Theory of Deep Neural Networks

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  1. 1 Intro
  2. 2 Statistical Learning Theory
  3. 3 Neural Network Applications
  4. 4 Information Theory
  5. 5 Soft Partitioning
  6. 6 Information Plan
  7. 7 Stochastic Gradient Descent
  8. 8 Average Per Layer
  9. 9 Classical Theory
  10. 10 Dimensionality
  11. 11 Confidence
  12. 12 Factorization
  13. 13 Cardinality
  14. 14 The Ultimate Bound

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