Hidden Beauty Behind Generative AI: Variational Inference and ELBO

Hidden Beauty Behind Generative AI: Variational Inference and ELBO

Artem Kirsanov via YouTube Direct link

09:36 Training Objective

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09:36 Training Objective

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Hidden Beauty Behind Generative AI: Variational Inference and ELBO

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  1. 1 00:00 Introduction
  2. 2 01:19 Setting up the problem
  3. 3 03:38 Latent Variable formalism
  4. 4 05:14 Parametrizing Distributions
  5. 5 09:36 Training Objective
  6. 6 15:52 Shortform
  7. 7 16:57 Importance Sampling
  8. 8 20:26 Variational Distribution
  9. 9 23:26 ELBO: Evidence lower bound
  10. 10 30:22 Conclusion

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