Skip to Content
Using Stable Diffusion with Python
book

Using Stable Diffusion with Python

by Andrew Zhu (Shudong Zhu)
June 2024
Intermediate to advanced
352 pages
8h 8m
English
Packt Publishing
Content preview from Using Stable Diffusion with Python

4

Understanding the Theory Behind Diffusion Models

This chapter will dive into the theory that powers diffusion models and see the internal workings of the system. How could a neural network model generate such realistic images? Curious minds would like to lift the cover and see the internal workings.

We are going to touch on the foundation of the diffusion model, aiming to figure out how it works internally and pave the foundation to implement a workable pipeline in the next chapter.

By comprehending the intricacies of diffusion models, we not only enhance our understanding of the advanced Stable Diffusion (also known as latent diffusion models (LDMs)) but also gain the ability to navigate the source code of the Diffusers package more effectively. ...

Become an O’Reilly member and get unlimited access to this title plus top books and audiobooks from O’Reilly and nearly 200 top publishers, thousands of courses curated by job role, 150+ live events each month,
and much more.

Read now

Unlock full access

More than 5,000 organizations count on O’Reilly

AirBnbBlueOriginElectronic ArtsHomeDepotNasdaqRakutenTata Consultancy Services

QuotationMarkO’Reilly covers everything we've got, with content to help us build a world-class technology community, upgrade the capabilities and competencies of our teams, and improve overall team performance as well as their engagement.
Julian F.
Head of Cybersecurity
QuotationMarkI wanted to learn C and C++, but it didn't click for me until I picked up an O'Reilly book. When I went on the O’Reilly platform, I was astonished to find all the books there, plus live events and sandboxes so you could play around with the technology.
Addison B.
Field Engineer
QuotationMarkI’ve been on the O’Reilly platform for more than eight years. I use a couple of learning platforms, but I'm on O'Reilly more than anybody else. When you're there, you start learning. I'm never disappointed.
Amir M.
Data Platform Tech Lead
QuotationMarkI'm always learning. So when I got on to O'Reilly, I was like a kid in a candy store. There are playlists. There are answers. There's on-demand training. It's worth its weight in gold, in terms of what it allows me to do.
Mark W.
Embedded Software Engineer

You might also like

Python Concurrency with asyncio

Python Concurrency with asyncio

Matthew Fowler
Data Structures & Algorithms in Python

Data Structures & Algorithms in Python

John Canning, Alan Broder, Robert Lafore

Publisher Resources

ISBN: 9781835086377