Denoising and Variational Autoencoders

Denoising and Variational Autoencoders

Serrano.Academy via YouTube Direct link

Denoising autoencoders

3 of 24

3 of 24

Denoising autoencoders

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Denoising and Variational Autoencoders

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  1. 1 Intro:
  2. 2 Dimensionality reduction
  3. 3 Denoising autoencoders
  4. 4 Variational autoencoders
  5. 5 Training autoencoders
  6. 6 Introduction
  7. 7 Generative models
  8. 8 Variational autoencoders
  9. 9 Dataset of images
  10. 10 Denoising autoencoders
  11. 11 Linear methods
  12. 12 A friendly introduction to deep learning and neural networks
  13. 13 Mapping the real numbers to the interval 0,1
  14. 14 Sigmoid function
  15. 15 Perceptron
  16. 16 Correct noise
  17. 17 Autoencoders as generators
  18. 18 Latent space
  19. 19 Training a neural network - loss function
  20. 20 Training an autoencoder
  21. 21 Training autoencoders
  22. 22 Reconstruction loss Mean squared error
  23. 23 Reconstruction loss log-loss
  24. 24 Training a variational auto encoder

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