Scaling Up Bayesian Inference for Big and Complex Data

Scaling Up Bayesian Inference for Big and Complex Data

Simons Institute via YouTube Direct link

Intro

1 of 17

1 of 17

Intro

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Scaling Up Bayesian Inference for Big and Complex Data

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  1. 1 Intro
  2. 2 Machine Learning vs Deep Learning
  3. 3 Mixing Mixing Rate Problems
  4. 4 MCMC Games
  5. 5 Given Time
  6. 6 Big N Problems
  7. 7 Subsets
  8. 8 Stochastic approximation
  9. 9 Sparse linear program
  10. 10 Theoretical guarantees
  11. 11 Biometrika
  12. 12 MCMC
  13. 13 Logistic Regression
  14. 14 Gaussian Process Models
  15. 15 Popular Algorithms
  16. 16 Why Algorithms Fail
  17. 17 Are You Changing the Way

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