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Toy Demos for gluon.probability

Transformations with learnable parameters

GAN/RealNVP demonstrates how to build a deep generative model with learnable tranformations. https://github.com/xidulu/mystery_demo/blob/master/GAN.ipynb

https://github.com/xidulu/mystery_demo/blob/master/real_nvp.ipynb

Semi-supervised VAE

https://github.com/xidulu/mystery_demo/blob/master/SS-VAE.ipynb

Black-box/Auto-differentiation VI for Probabilistic PCA

https://github.com/xidulu/mystery_demo/blob/master/PPCA.ipynb

Bayesian Neural Network with local-parameterization trick

https://github.com/xidulu/mystery_demo/blob/master/SS-VAE.ipynb

Exclusive KL v.s. Inclusive KL

https://nbviewer.jupyter.org/github/xidulu/mystery_demo/blob/master/KL_demo.ipynb