On Gradient-Based Optimization - Accelerated, Distributed, Asynchronous and Stochastic

On Gradient-Based Optimization - Accelerated, Distributed, Asynchronous and Stochastic

Simons Institute via YouTube Direct link

Intro

1 of 16

1 of 16

Intro

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On Gradient-Based Optimization - Accelerated, Distributed, Asynchronous and Stochastic

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  1. 1 Intro
  2. 2 What is variational
  3. 3 Gradientbased optimization
  4. 4 Covariant operator
  5. 5 Discretization
  6. 6 Summary
  7. 7 Gradient Flow
  8. 8 Hamiltonian Formulation
  9. 9 Gradient Descent
  10. 10 Diffusions
  11. 11 Assumptions
  12. 12 Gradient Descent Structure
  13. 13 Avoiding Saddle Points
  14. 14 Differential geometry
  15. 15 Nonconvex optimization
  16. 16 Stochastic gradient control

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