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Generative AI with Python and PyTorch

You're reading from Generative AI with Python and PyTorch Navigating the AI frontier with LLMs, Stable Diffusion, and next-gen AI applications

Product type Paperback

Published in Mar 2025

Publisher Packt

ISBN-13 9781835884447

Length 450 pages

Edition 2nd Edition

Languages

Python

Tools

PyTorch

Concepts

Artificial Intelligence

Authors (2):

Joseph Babcock

Raghav Bali

View More author details

Table of Contents (18) Chapters

Preface

1. Introduction to Generative AI: Drawing Data from Models

2. Building Blocks of Deep Neural Networks FREE CHAPTER

3. The Rise of Methods for Text Generation

4. NLP 2.0: Using Transformers to Generate Text

5. LLM Foundations

6. Open-Source LLMs

7. Prompt Engineering

8. LLM Toolbox

9. LLM Optimization Techniques

10. Emerging Applications in Generative AI

11. Neural Networks Using VAEs

12. Image Generation with GANs

13. Style Transfer with GANs

14. Deepfakes with GANs

15. Diffusion Models and AI Art

16. Other Books You May Enjoy

17. Index

Index

Symbols

3D morphable model 358

68-coordinate (68-point system) 360

A

Adaptive Gradient (AdaGrad) 54

Adaptive Momentum Estimation (ADAM) 54

additive PEFT 233

prompting tuning technique 233, 234

advanced prompting techniques

chain of thought 183

ReAct 185, 186

self-consistency 186

tree of thought 184

adversarial loss 337

adversarial prompting 188

defence mechanisms 190

jailbreaks 189

prompt injection and leakage 189, 190

AI Winter 32

AlexNet

architecture 47, 48

other CNN innovations 45, 46

Artificial General Intelligence (AGI) 257

attention mechanism 94-96

autoencoders 263

B

backpropagation

implementing 36-39

limitations 40-42

backpropagation through time (BPTT) 50, 75

Bag of Words (BoW) 64

metric, defining 65, 66

vocabulary, defining 65

Batch Inference 237

Bayes’ theorem 8, 9

beam search 80, 81

Bernoulli MLP layer

creating...

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Authors (2)

Joseph Babcock

Joseph Babcock

Joseph Babcock has spent over a decade working with big data and AI in the e-commerce, digital streaming, and quantitative finance domains. Throughout his career, he has worked on recommender systems, petabyte-scale cloud data pipelines, A/B testing, causal inference, and time series analysis. He completed his PhD studies at Johns Hopkins University, applying machine learning to drug discovery and genomics.

See other products by Joseph Babcock

Raghav Bali

Raghav Bali

Raghav Bali is a Staff Data Scientist at Delivery Hero, a leading food delivery service headquartered in Berlin, Germany. With 12+ years of expertise, he specializes in research and development of enterprise-level solutions leveraging Machine Learning, Deep Learning, Natural Language Processing, and Recommendation Engines for practical business applications. Besides his professional endeavors, Raghav is an esteemed mentor and an accomplished public speaker. He has contributed to multiple peer-reviewed papers and authored multiple well received books. Additionally, he holds co-inventor credits on multiple patents in healthcare, machine learning, deep learning, and natural language processing.

See other products by Raghav Bali

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