Introduction to Diffusion Models

Introduction to Diffusion Models


11 Lessons


Certificate of Completion

AI Explanations
AI Explanations
Introduction to Diffusion Models
5 Playgrounds
37 Illustrations

Takeaway Skills

An understanding of the fundamental concepts and principles underlying diffusion models

Working knowledge of theoretical concepts associated with diffusion models

Hands-on experience in leveraging state-of-the-art diffusion models available to perform various tasks using the Diffusers library

Working knowledge of how diffusion models work, their needs, and benefits

Hands-on experience in image generation, neural network training, and sampling

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Course Overview

In this course, you’ll gain practical insight into the theoretical concepts associated with diffusion models, complemented by hands-on expertise in creating images from noise and training neural networks for effective image sampling. You’ll start with the introduction to generative models, specifically focusing on how diffusion models fall under this category. You’ll dive deep into the intricacies of diffusion models, exploring their workings, architecture, and the theoretical foundations supporting them. ...Show More


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