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Variational Autoencoder

Variational Autoencoder

Generative model with probabilistic encoder-decoder structure

→ Encodes data to latent distribution, decodes back → Regularized latent space enables smooth generation → Alternative to generative-adversarial-network

*References

VAE Paper - Kingma & Welling
Understanding Variational Autoencoders #ml-notes

Vanishing Gradient

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Variational Autoencoder *References