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Digit Fantasies by a Deep Generative Model
Instructions:
- Dream mode: check 'dream' to let the model fantasize digits.
- Alternatively, you can wiggle the sliders yourselves to wander through z-space and observe the effects in x-space.
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(Latent space) z |
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(Observed space) x |
References:
- D.P. Kingma, M. Welling (2013). Auto-Encoding Variational Bayes
- D.J. Rezende, S. Mohamed, D. Wierstra (2014). Stochastic Backpropagation and Approximate Inference in Deep Generative Models
- D.P. Kingma, D.J. Rezende, S. Mohamed, M. Welling (2014). Semi-Supervised Learning with Deep Generative Models
Also see the old demo, and Vincent Dumoulin's cool TFD demo.
Video's
MNIST
SVHN