Learning and Generalization in Over-parametrized Neural Networks - Going Beyond Kernels

Learning and Generalization in Over-parametrized Neural Networks - Going Beyond Kernels

Simons Institute via YouTube Direct link

Complexity

12 of 19

12 of 19

Complexity

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Classroom Contents

Learning and Generalization in Over-parametrized Neural Networks - Going Beyond Kernels

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  1. 1 Introduction
  2. 2 Tangent Kernel
  3. 3 Theorem
  4. 4 Intuition
  5. 5 Takeaway
  6. 6 Why Neural Networks
  7. 7 Results
  8. 8 Learning Network
  9. 9 Concept Class
  10. 10 Learning Algorithms
  11. 11 Generalization Theorem
  12. 12 Complexity
  13. 13 Extensions
  14. 14 Intuitions
  15. 15 Higher Level Intuition
  16. 16 Key Message
  17. 17 Feed Better
  18. 18 Neural Network
  19. 19 Future Direction

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