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VAE-toy-and-talk

VAE implementation in python

Requirements

Python 3

Tensorflow 1.0 or higher

Keras

Files

vae-simple.py is an easy-to-read version of VAE.

vae.py is a modified version of vae.py with more experiment settings.

exps_diff_latent.py and exps_multiple.py are used for summarizing the experiment results and plotting.

Corresponding talk on VAE

I have added both pdf file and LaTeX source file of the slides, including:

  • Explainnation of VAE & variational inference & variational lower bound
  • Toy VAE numerical experiments on MINST

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Variational Auto-Encoder (VAE) toy implementation in python: codes & slides

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