Make Your First GAN With PyTorch 1st Edition by Tariq Rashid ISBN 9798624728158 8624728150

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Product details:

ISBN 10: 8624728150
ISBN 13: 9798624728158
Author: Tariq Rashid

Make Your First GAN With PyTorch 1st Edition Table of contents:

Chapter 1: PyTorch Fundamentals

• Tensors and Computation Graphs

• Building a Simple Neural Network

• GPU Acceleration with CUDA

Chapter 2: Developing Your First GAN

• GAN Architecture & Concept Breakdown

• Coding a Simple GAN from Scratch

• Training on a Basic Pattern Dataset

Chapter 3: MNIST Digit GAN

• Data Loading & Preprocessing

• Generator and Discriminator Design

• Training and Evaluating MNIST GAN

Chapter 4: GAN Failure & Remedies

• Common Issues (Mode Collapse, Divergence)

• Techniques for Training Stability

• Tips for Smoother GAN Optimization

Chapter 5: Face Generation (CelebA Dataset)

• Downloading & Preparing CelebA

• Training a GAN for Color Face Generation

• Visualizing and Assessing Generated Images

Chapter 6: Advanced GAN Structures

• Convolutional GANs (DCGAN-style)

• Conditional GANs (cGANs)

• Refinements for Higher Image Quality

Appendices

• Ideal Loss Values in GANs

• Sampling from Probability Distributions

• How Convolutions Work

• Why Gradient Descent Can Fail with GANs

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Tags: Tariq Rashid, First GAN, PyTorch