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Generative AI - Contains pytorch implementation of GANs

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Generative Adverserial Network

This repo provides explanations with references for loss function used in different types of GAN which is a critical part of neural network for its progress.

Also it provides end to end explanation for entire code

Contents

S.NO Topic Name Usage Link
1 Warm_up contains basic codes to caculate loss function in pytorch and basic python here
2 GAN
3 DC GAN
4 Vanilla GAN Generate Handwritten Digits
5 Conditional GAN Generate Specific Digits
6 Progressive GAN HUman faces with progressive GAN
7 Artistic Style Transfer GAN
8 Couples GAN
9 Super Resolution GAN
10 Pix2Pix GAN
11 Cycle GAN
12 Vid2Vid GAN

Results

WarmUp

  • python neural network

Result

  • pytorch neural network Result

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