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cs294-158's Introduction

CS294-158-SP19

My Pytorch implementation of Berkeley Deep Unsupervised Learning from Spring 2019
Only notable results have been included

Homework 1 Results

Exercise 1.2

MADE network on 2d data:

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PixelCNN results

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Homework 2 Results

Original Data, note colors

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Autoregressive Flow results

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Autoregressive Flow Latent Space

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Simple Real NVP Results

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Simple Real NVP Latent and Generated Samples

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Simple Real NVP Latent Colored

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Homework 3 Results

Model Training Curves.

Note that scalar variance data set 1 KL is almost 0 img

Results on Data set 1

Note how mean of vector variance model is centered at 0 img

Latent Space of Data set 1 Models

Top: Data colored. Note, how the latent of vector variance is completely scrambled, no data is stored. Reconstructions are similar. This shows latent is not used. This is due to the data being able to be completely modeled by the decoder with no help of the latent. img

Results on Data set 1

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Latent Space of Data set 1 Models

This time both models behave the same due to the multivariate diagonal covariance gaussian being insufficient to model the data alone. img

IWAE Training

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IWAE Results

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IWAE Latent space

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SVHN Training Curve

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SVHN Training Curve

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SVHN Results

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SVHN Interpolations

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WGAN Training Curves

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WGAN Results

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