How to Escape Saddle Points Efficiently? by Praneeth Netrapalli

How to Escape Saddle Points Efficiently? by Praneeth Netrapalli

International Centre for Theoretical Sciences via YouTube Direct link

Three dimensional quadratic case

10 of 15

10 of 15

Three dimensional quadratic case

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How to Escape Saddle Points Efficiently? by Praneeth Netrapalli

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  1. 1 Intro
  2. 2 Non-convex optimization
  3. 3 Two major observations
  4. 4 State of the art
  5. 5 Summary of results
  6. 6 Setting
  7. 7 Perturbed gradient descent
  8. 8 Key question
  9. 9 Two dimensional quadratic case
  10. 10 Three dimensional quadratic case
  11. 11 General case
  12. 12 Two key ingredients of the proof
  13. 13 Proof idea
  14. 14 Putting everything together
  15. 15 Open questions

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