---
title: "Learn Generative AI with PyTorch"
id: "15059"
type: "page"
slug: "learngenerativeaiwithpytorch"
published_at: "2026-07-19T22:02:12+00:00"
modified_at: "2026-07-19T22:16:57+00:00"
url: "https://preppers-paradise.com/library/learngenerativeaiwithpytorch/"
markdown_url: "https://preppers-paradise.com/library/learngenerativeaiwithpytorch.md"
excerpt: "This book provides a practical guide to building generative artificial intelligence models using the PyTorch framework. Readers will learn to implement and train various advanced deep learning architectures, including Generative Adversarial Networks (GANs), Variational Autoencoders (VAEs), Recurrent"
taxonomy_category:
  - "AI & Machine Learning"
  - "Books"
  - "Free Teaser"
taxonomy_post_tag:
  - "deep learning"
  - "gans"
  - "generative ai"
  - "image generation"
  - "machine learning"
  - "natural language processing"
  - "pytorch"
  - "text generation"
  - "transformers"
  - "variational autoencoders"
---

# Learn Generative AI with PyTorch

This book provides a practical guide to building generative artificial intelligence models using the PyTorch framework. Readers will learn to implement and train various advanced deep learning architectures, including Generative Adversarial Networks (GANs), Variational Autoencoders (VAEs), Recurrent Neural Networks (RNNs), and Transformer models, from the ground up. The content covers applying these models to create realistic images, generate human-like text, translate languages, and even compose music, equipping individuals with hands-on skills in cutting-edge AI development.

This page is free — overview and chapter list only.
Full book: $2.99 USDC · Per chapter: $0.25 USDC
[Buy / open complete book](/library/complete/learngenerativeaiwithpytorch/) · [Complete book Markdown](/library/complete/learngenerativeaiwithpytorch.md)

## Chapters

1. [Learn Generative Ai With Pytorch](/library/learngenerativeaiwithpytorch/01-learn-generative-ai-with-pytorch/) (Free teaser)
1. [About The Cover Illustration](/library/learngenerativeaiwithpytorch/02-about-the-cover-illustration/) ($0.25)
1. [Introduction To Generative Ai](/library/learngenerativeaiwithpytorch/03-introduction-to-generative-ai/) ($0.25)
1. [211 Creating Pytorch Tensors](/library/learngenerativeaiwithpytorch/04-211-creating-pytorch-tensors/) ($0.25)
1. [Exercise 21](/library/learngenerativeaiwithpytorch/05-exercise-21/) ($0.25)
1. [Exercise 22](/library/learngenerativeaiwithpytorch/06-exercise-22/) ($0.25)
1. [212 Index And Slice Pytorch Tensors](/library/learngenerativeaiwithpytorch/07-212-index-and-slice-pytorch-tensors/) ($0.25)
1. [222 Preprocessing Data](/library/learngenerativeaiwithpytorch/08-222-preprocessing-data/) ($0.25)
1. [232 Building And Training A Binary Classification Model](/library/learngenerativeaiwithpytorch/09-232-building-and-training-a-binary-classification-model/) ($0.25)
1. [233 Testing The Binary Classification Model](/library/learngenerativeaiwithpytorch/10-233-testing-the-binary-classification-model/) ($0.25)
1. [242 Building And Training A Multicategory Classification Mod](/library/learngenerativeaiwithpytorch/11-242-building-and-training-a-multicategory-classification-mod/) ($0.25)
1. [Fixing The Random State In Pytorch](/library/learngenerativeaiwithpytorch/12-fixing-the-random-state-in-pytorch/) ($0.25)
1. [322 Preparing The Training Dataset](/library/learngenerativeaiwithpytorch/13-322-preparing-the-training-dataset/) ($0.25)
1. [331 The Discriminator Network](/library/learngenerativeaiwithpytorch/14-331-the-discriminator-network/) ($0.25)
1. [Image Generation](/library/learngenerativeaiwithpytorch/15-image-generation/) ($0.25)
1. [Image Generation With Generative Adversarial Networks](/library/learngenerativeaiwithpytorch/16-image-generation-with-generative-adversarial-networks/) ($0.25)
1. [511 Downloading The Eyeglasses Dataset](/library/learngenerativeaiwithpytorch/17-511-downloading-the-eyeglasses-dataset/) ($0.25)
1. [Other Ways To Stabilize Gan Training](/library/learngenerativeaiwithpytorch/18-other-ways-to-stabilize-gan-training/) ($0.25)
1. [53 Create A Cgan](/library/learngenerativeaiwithpytorch/19-53-create-a-cgan/) ($0.25)
1. [533 Weight Initialization And The Gradient Penalty Function](/library/learngenerativeaiwithpytorch/20-533-weight-initialization-and-the-gradient-penalty-function/) ($0.25)
1. [541 Adding Labels To Inputs](/library/learngenerativeaiwithpytorch/21-541-adding-labels-to-inputs/) ($0.25)
1. [55 Selecting Characteristics In Generated Images](/library/learngenerativeaiwithpytorch/22-55-selecting-characteristics-in-generated-images/) ($0.25)
1. [551 Selecting Images With Or Without Eyeglasses](/library/learngenerativeaiwithpytorch/23-551-selecting-images-with-or-without-eyeglasses/) ($0.25)
1. [Listing 510 Label Arithmetic In Cgan](/library/learngenerativeaiwithpytorch/24-listing-510-label-arithmetic-in-cgan/) ($0.25)
1. [Exercise 51](/library/learngenerativeaiwithpytorch/25-exercise-51/) ($0.25)
1. [553 Selecting Two Characteristics Simultaneously](/library/learngenerativeaiwithpytorch/26-553-selecting-two-characteristics-simultaneously/) ($0.25)
1. [Exercise 54](/library/learngenerativeaiwithpytorch/27-exercise-54/) ($0.25)
1. [This Chapter Covers](/library/learngenerativeaiwithpytorch/28-this-chapter-covers/) ($0.25)
1. [612 Cycle Consistency Loss](/library/learngenerativeaiwithpytorch/29-612-cycle-consistency-loss/) ($0.25)
1. [621 Downloading The Celebrity Faces Dataset](/library/learngenerativeaiwithpytorch/30-621-downloading-the-celebrity-faces-dataset/) ($0.25)
1. [631 Creating Two Discriminators](/library/learngenerativeaiwithpytorch/31-631-creating-two-discriminators/) ($0.25)
1. [1011 Tokenizing English And French Phrases](/library/learngenerativeaiwithpytorch/32-1011-tokenizing-english-and-french-phrases/) ($0.25)
1. [The Output From The Preceding Code Snippet Is](/library/learngenerativeaiwithpytorch/33-the-output-from-the-preceding-code-snippet-is/) ($0.25)
1. [Listing 102 Mapping English Tokens To Indexes](/library/learngenerativeaiwithpytorch/34-listing-102-mapping-english-tokens-to-indexes/) ($0.25)
1. [The Output Of The Preceding Code Snippet Is](/library/learngenerativeaiwithpytorch/35-the-output-of-the-preceding-code-snippet-is/) ($0.25)
1. [Exercise 101](/library/learngenerativeaiwithpytorch/36-exercise-101/) ($0.25)
1. [The Output From The Preceding Code Block Is](/library/learngenerativeaiwithpytorch/37-the-output-from-the-preceding-code-block-is/) ($0.25)
1. [Exercise 102](/library/learngenerativeaiwithpytorch/38-exercise-102/) ($0.25)
1. [1012 Sequence Padding And Batch Creation](/library/learngenerativeaiwithpytorch/39-1012-sequence-padding-and-batch-creation/) ($0.25)
1. [Listing 104 Creating A Batch Class In The Local Module](/library/learngenerativeaiwithpytorch/40-listing-104-creating-a-batch-class-in-the-local-module/) ($0.25)
1. [1021 Word Embedding](/library/learngenerativeaiwithpytorch/41-1021-word-embedding/) ($0.25)
1. [1022 Positional Encoding](/library/learngenerativeaiwithpytorch/42-1022-positional-encoding/) ($0.25)
1. [1031 Loss Function And The Optimizer](/library/learngenerativeaiwithpytorch/43-1031-loss-function-and-the-optimizer/) ($0.25)
1. [The Output Is](/library/learngenerativeaiwithpytorch/44-the-output-is/) ($0.25)
1. [1111 The Architecture Of Gpt 2](/library/learngenerativeaiwithpytorch/45-1111-the-architecture-of-gpt-2/) ($0.25)
1. [1112 Word Embedding And Positional Encoding In Gpt 2](/library/learngenerativeaiwithpytorch/46-1112-word-embedding-and-positional-encoding-in-gpt-2/) ($0.25)
1. [1113 Causal Self Attention In Gpt 2](/library/learngenerativeaiwithpytorch/47-1113-causal-self-attention-in-gpt-2/) ($0.25)
1. [Exercise 111](/library/learngenerativeaiwithpytorch/48-exercise-111/) ($0.25)
1. [Exercise 112](/library/learngenerativeaiwithpytorch/49-exercise-112/) ($0.25)
1. [1121 Bpe Tokenization](/library/learngenerativeaiwithpytorch/50-1121-bpe-tokenization/) ($0.25)
1. [1122 The Gaussian Error Linear Unit Activation Function](/library/learngenerativeaiwithpytorch/51-1122-the-gaussian-error-linear-unit-activation-function/) ($0.25)
1. [1123 Causal Self Attention](/library/learngenerativeaiwithpytorch/52-1123-causal-self-attention/) ($0.25)
1. [1124 Constructing The Gpt 2Xl Model](/library/learngenerativeaiwithpytorch/53-1124-constructing-the-gpt-2xl-model/) ($0.25)
1. [1131 Loading Up Pretrained Parameters In Gpt 2Xl](/library/learngenerativeaiwithpytorch/54-1131-loading-up-pretrained-parameters-in-gpt-2xl/) ($0.25)
1. [Listing 124 Mapping Tokens To Indexes](/library/learngenerativeaiwithpytorch/55-listing-124-mapping-tokens-to-indexes/) ($0.25)
1. [Listing 125 Building A Gpt Model](/library/learngenerativeaiwithpytorch/56-listing-125-building-a-gpt-model/) ($0.25)
1. [132 A Blueprint For Music Generation](/library/learngenerativeaiwithpytorch/57-132-a-blueprint-for-music-generation/) ($0.25)
1. [1331 Downloading The Training Data](/library/learngenerativeaiwithpytorch/58-1331-downloading-the-training-data/) ($0.25)
1. [134 Building A Musegan](/library/learngenerativeaiwithpytorch/59-134-building-a-musegan/) ($0.25)
1. [1341 A Critic In Musegan](/library/learngenerativeaiwithpytorch/60-1341-a-critic-in-musegan/) ($0.25)
1. [Exercise 132](/library/learngenerativeaiwithpytorch/61-exercise-132/) ($0.25)
1. [Summary](/library/learngenerativeaiwithpytorch/62-summary/) ($0.25)
1. [This Chapter Covers 2](/library/learngenerativeaiwithpytorch/63-this-chapter-covers-2/) ($0.25)
1. [141 Introduction To The Music Transformer](/library/learngenerativeaiwithpytorch/64-141-introduction-to-the-music-transformer/) ($0.25)
1. [1413 Training The Music Transformer](/library/learngenerativeaiwithpytorch/65-1413-training-the-music-transformer/) ($0.25)
1. [1422 Tokenizing Midi Files](/library/learngenerativeaiwithpytorch/66-1422-tokenizing-midi-files/) ($0.25)
1. [144 Training And Using The Music Transformer](/library/learngenerativeaiwithpytorch/67-144-training-and-using-the-music-transformer/) ($0.25)
1. [1442 Music Generation With The Trained Transformer](/library/learngenerativeaiwithpytorch/68-1442-music-generation-with-the-trained-transformer/) ($0.25)
1. [Appendix A Installing Python Jupyter Notebook And Pytorch](/library/learngenerativeaiwithpytorch/69-appendix-a-installing-python-jupyter-notebook-and-pytorch/) ($0.25)
1. [Learn Generative Ai With Pytorch 2](/library/learngenerativeaiwithpytorch/70-learn-generative-ai-with-pytorch-2/) ($0.25)