Generative Adversarial Networks (GANs): Complete Guide

سرفصل های دوره

Deep Learning and Computer Vision to implement projects using one of the most revolutionary technologies in the world!

1. Introduction

1. Course content

2. Introduction to GANs

3. How GANs work

4. Course materials.html

2. DCGAN and WGAN

1.1 Source code - Google Colab.html

1. DCGAN - intuition

2. MNIST dataset

3. Building the generator

4. Building the discriminator

5. Loss (error) calculation

6. Training

7. Visualizing the results

8. HOMEWORK and solution.html

9.1 Source code - Google Colab.html

9. WGAN - intuition 1

10. WGAN - intuition 2

11. WGAN-GP - intuition

12. Preparing the environment

13. Wassertein loss

14. Gradient penalty

15. Training 1

16. Training 2 and visualization

17. HOMEWORK and solution.html

3. cGAN - Pix2Pix and CycleGAN

1. cGAN - intuition

2.1 Source code - Google Colab.html

2. Pix2Pix - intuition

3. Map dataset

4. Preprocessing the images 1

5. Preprocessing the images 2

6. Loading the data

7. Building the generator 1

8. Building the generator 2

9. Building the generator 3

10. Building the discriminator 1

11. Building the discriminator 2

12. Generating the images

13. Training 1

14. Training 2 and results

15.1 Source code - Google Colab.html

15. Pretrained Pix2Pix with PyTorch

16. Facades dataset

17. Visualizing the results

18. Drawing to photo 1

19. Drawing to photo 2

20. Night to day

21. HOMEWORK and solution.html

4. Additional content 1 Artificial neural networks

1. Biological fundamentals

2. Single layer perceptron

3. Multilayer perceptron sum and activation functions

4. Multilayer perceptron error calculation

5. Gradient descent

6. Delta parameter

7. Updating weights with backpropagation

8. Bias, error, stochastic gradient descent, and more parameters

5. Additional content 2 Convolution neural networks

1. Introduction to convolutional neural networks

2. Convolutional operator

3. Pooling

4. Flattening

5. Dense neural network

6. Final remarks

1. Final remarks

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تولید کننده: Udemy-Training