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From Autoencoders to Variational Autoencoders - Improving the Encoder

From Autoencoders to Variational Autoencoders - Improving the Encoder

Valerio Velardo - The Sound of AI via YouTube Direct link

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Intro

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From Autoencoders to Variational Autoencoders - Improving the Encoder

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  1. 1 Intro
  2. 2 Issues with vanilla AEs
  3. 3 From AEs to VAEs
  4. 4 Encoder mapping: AEs vs VAEs
  5. 5 Univariate normal distribution
  6. 6 Multivariate normal distrivution
  7. 7 Usage of multivariate normal distribution in VAEs
  8. 8 How multivariate normal distribution solves discontinuities in VAEs

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