Learning One-Hidden-Layer Neural Networks with Landscape Design

Learning One-Hidden-Layer Neural Networks with Landscape Design

Simons Institute via YouTube Direct link

Optimization in Machine Learning: New Interfaces?

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3 of 9

Optimization in Machine Learning: New Interfaces?

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Classroom Contents

Learning One-Hidden-Layer Neural Networks with Landscape Design

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  1. 1 Intro
  2. 2 Interfaces Between Users and Optimizers?
  3. 3 Optimization in Machine Learning: New Interfaces?
  4. 4 Possible Paradigm for Optimization Theory in ML?
  5. 5 This Talk: New Objective for Learning One-hidden-layer Neural Networks
  6. 6 The Straightforward Objective Fails
  7. 7 An Analytic Formula
  8. 8 Provable Non-convex Optimization Algorithms?
  9. 9 Conclusion

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