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Courses chevron_right Deep Learning chevron_right Premium

Deep Learning Course

Stable Diffusion Masterclass - Theory, Code & Application

Introducing Theory Mathematically Focused Coding Focused Project Based

Pytorch Hugging Face Jupyter Discord

Level: Advanced

Instructor: Mandy

$79.99 $99.99 20% Off - Limited Offer

Course thumbnail for Stable Diffusion Masterclass - Theory, Code & Application

Course Includes

31 Video Lectures

172 Lines of Code

Watch Duration: 5.5 Hours

8 Inline Math Snippets

96 Pages of Lecture Notes

49 Inline Code Snippets

Reading Time: 5 Hours

144 Custom Visual Graphics

282 Quiz Questions

Updated and Maintained

Stable Diffusion Masterclass.

In this course, we learn the theory behind Stable Diffusion and get hands on experience with code and applications.

What you'll learn ...

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Learn what diffusion models are and where they fall in the field of Deep Learning

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Understand how latent diffusion models revolutionized the field of generative AI art

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Understand Stable Diffusion and all of its components

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Gain an intuitive understanding for how neural networks can be used to generate any image

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Learn how exactly a latent diffusion model is trained by denoising images

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Gain an understanding for using text as guidance for image generation

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Learn how autoencoders and text encoders are used during training and inference

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Understand the main U-Net component of Stable Diffusion

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Understand how to improve generated images with classifier-free guidance

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Gain an understanding for the inference process and all inference parameters

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Learn how to perform image-to-image generation and how it works

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Understand inpainting, outpainting, and masking

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Learn how to train a diffusion model using Textual Inversion & LoRA techniques

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Experience how to work with popular apps to both train diffusion models & generate images

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Learn how to work with diffusion models in code

Stable Diffusion Masterclass Syllabus.

Learn the fundamental concepts and how to apply them.

Stable Diffusion Masterclass - Theory, Code & Application

$79.99 $99.99 20% Off - Limited Offer

Enrolled

Course Includes

Stable Diffusion Masterclass.

What you'll learn ...

Stable Diffusion Masterclass Syllabus.

Part 1 - INTRODUCTION TO DIFFUSION MODELS

Section 1 - Latent Diffusion Models & Training Process

Lesson #1

Stable Diffusion Masterclass - Course Overview

Lesson #2

Introduction to Latent Diffusion Models

Lesson #3

Components of Stable Diffusion

Lesson #4

Intuitive Intro to Image Generation with Latent Diffusion Models

Lesson #5

Training a Diffusion Model

Section 2 - Diffusion Model Components & Inference

Lesson #6

Text as Guidance for Diffusion Models - CLIP Text Encoder

Lesson #7

Autoencoders for Image-to-Latent Compression for Diffusion Models

Lesson #8

U-Net - Diffusion Model Architecture

Lesson #9

Classifier-Free Guidance - Improving Image Quality

Lesson #10

Inference with a Diffusion Model

Part 2 - DIFFUSION MODELS CODE & APPLICATIONS

Section 1 - Image Generation with Stable Diffusion

Lesson #11

Inference Parameter Tuning Automatic1111 Demo - Generating Images with Stable Diffusion

Lesson #12

Image To Image - Generating Images from Existing Images

Lesson #13

Image to Image Automatic1111 Demo - Generating Images with Stable Diffusion

Lesson #14

Masking - Image to Image Generation

Lesson #15

Inpainting & Outpainting - Image to Image Generation

Lesson #16

Masking, Inpainting, & Outpainting Automatic1111 Demo - Generating Images with Stable Diffusion

Section 2 - Training a Diffusion Model

Lesson #17

Textual Inversion - Creating Images of Personalized Subjects & Styles

Lesson #18

Textual Inversion Preprocessing Automatic1111 Demo - Generating Personalized Images with Stable Diffusion

Lesson #19

Textual Inversion Training Demo with Automatic1111 - Generating Personalized Images with Stable Diffusion

Lesson #20

Creating & Training LoRA Models - Fine-tuning Stable Diffusion

Lesson #21

LoRA Preprocessing Demo with Kohya - Generating Personalized Images with Stable Diffusion

Lesson #22

LoRA Training Config Demo with Kohya - Generating Personalized Images with Stable Diffusion

Lesson #23

LoRA Training Demo with Kohya - Generating Personalized Images with Stable Diffusion

Section 3 - HuggingFace Diffusers Library

Lesson #24

HuggingFace Diffusers Library - Using Stable Diffusion in Code

Lesson #25

HuggingFace Diffusers Library - Custom Inference Pipeline Setup

Lesson #26

HuggingFace Diffusers Library - Custom Inference Pipeline Denoising Loop

Lesson #27

HuggingFace Diffusers Library - Image-to-Image Generation + SDXL Refiner

Lesson #28

HuggingFace Diffusers Library - Inpainting + SDXL Refiner

Lesson #29

HuggingFace Diffusers Library - Inference with Textual Inversion Embeddings

Lesson #30

HuggingFace Diffusers Library - Inference with Trained LoRA Model

Lesson #31

Stable Diffusion Masterclass - Course Conclusion