Master GANs from Scratch: Implement 11 Game-Changing Models

سرفصل های دوره

From Theory to Application: The Ultimate Beginner’s Guide to Mastering GANs Hands-On with PyTorch

1 - Introduction

1 -Introduction

2 - Generative Adversarial Networks

1 -Paper review

2 -Implementation from scratch Generator and Discriminator

3 -Implementation from scratch Training loop

4 -Implementation from scratch Better gradient signal for the Generator

5 -Implementation from scratch Helpers

6 -Implementation from scratch Main

7 -Implementation from scratch Results

8 -Final code walk-through

3 - Conditional Generative Adversarial Nets

1 -Paper review

2 -Implementation from scratch Generator and Discriminator

3 -Implementation from scratch Helpers

4 -Implementation from scratch Schedulers

5 -Implementation from scratch Results

6 -Final code walk-through

4 - Unsupervised Representation Learning with Deep Convolutional Generative Adversar

1 -Paper review

2 -Implementation from scratch Generator

3 -Implementation from scratch Discriminator

4 -Implementation from scratch Dataset part1

5 -Implementation from scratch Dataset part2

6 -Implementation from scratch DataLoader

7 -Implementation from scratch Weight initialization

8 -Implementation from scratch Training loop

9 -Implementation from scratch Main

10 -Implementation from scratch Results after 1 epoch

11 -Implementation from scratch Results after 5 epoch

12 -Final code walk-through

5 - Improved Techniques for Training GANs

1 -Paper review

2 -Paper review results

3 -Paper review semi-supervised learning

4 -Implementation from scratch Generator

5 -Implementation from scratch Discriminator

6 -Implementation from scratch Training loop part1

7 -Implementation from scratch Training loop part2

8 -Implementation from scratch The Log-Sum-Exp Trick

9 -Implementation from scratch Training loop part3

10 -Implementation from scratch Training loop part4

11 -Implementation from scratch Testing

12 -Implementation from scratch Helpers

13 -Implementation from scratch Main part1

14 -Implementation from scratch Main part2

15 -Implementation from scratch Results

16 -Final code walk-through

6 - Least Squares Generative Adversarial Networks

1 -Paper review

2 -Implementation from scratch Generator

3 -Implementation from scratch Discriminator

4 -Implementation from scratch Training loop

5 -Implementation from scratch Helpers part1

6 -Implementation from scratch Helpers part2

7 -Implementation from scratch Helpers part3

8 -Implementation from scratch Helpers part4

9 -Implementation from scratch Results part1

10 -Implementation from scratch Results part2

11 -Final code walk-through

7 - Image-to-Image Translation with Conditional Adversarial Networks

1 -Paper review

2 -Implementation from scratch Generator part1

3 -Implementation from scratch Generator part2

4 -Implementation from scratch PatchGAN

5 -Implementation from scratch PatchGAN part2

6 -Implementation from scratch Training loop

7 -Implementation from scratch Dataset

8 -Implementation from scratch Dataloader

9 -Implementation from scratch Weight initialization

10 -Implementation from scratch Main part1

11 -Implementation from scratch Main part2

12 -Implementation from scratch Results

13 -Final code walk-through

8 - Wasserstein GAN

1 -Paper review

2 -Implementation from scratch Generator

3 -Implementation from scratch Discriminator

4 -Implementation from scratch Training loop part1

5 -Implementation from scratch Training loop part2

6 -Implementation from scratch Main

7 -Implementation from scratch Results

8 -Final code walk-through

9 - Improved Training of Wasserstein GANs

1 -Paper review

2 -Implementation from scratch Generator part1

3 -Implementation from scratch Generator part2

4 -Implementation from scratch Discriminator part1

5 -Implementation from scratch Discriminator part2

6 -Implementation from scratch Training loop

7 -Implementation from scratch Main

8 -Implementation from scratch Results

9 -Final code walk-through

10 - Adversarially Learned Inference

1 -Paper review

2 -Implementation from scratch Generator Inference Network

3 -Implementation from scratch Generator Generation Network

4 -Implementation from scratch Discriminator

5 -Implementation from scratch Training loop

6 -Implementation from scratch Helpers

7 -Implementation from scratch Main

8 -Implementation from scratch Results

9 -Final code walk-through

11 - Adversarial Feature Learning

1 -Paper review

2 -Implementation from scratch Generator Generation Network

3 -Implementation from scratch Generator Inference Network

4 -Implementation from scratch Discriminator

5 -Implementation from scratch Training loop

6 -Implementation from scratch Main

7 -Implementation from scratch Results

8 -Final code walk-through

12 - Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks

1 -Paper review

2 -Implementation from scratch Generator part1

3 -Implementation from scratch Generator part2

4 -Implementation from scratch Generator part3

5 -Implementation from scratch Discriminator

6 -Implementation from scratch Training loop part1

7 -Implementation from scratch Training loop part2

8 -Implementation from scratch Dataset part1

9 -Implementation from scratch Dataset part2

10 -Implementation from scratch Buffer

11 -Implementation from scratch Main

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تولید کننده: Udemy