Class Central is learner-supported. When you buy through links on our site, we may earn an affiliate commission.

YouTube

Diffusion Models - Paper Explanation - Math Explained

Outlier via YouTube

Overview

Save Big on Coursera Plus. 7,000+ courses at $160 off. Limited Time Only!
Explore the inner workings of Diffusion Models in this comprehensive 33-minute video lecture. Gain a deep understanding of these generative models, which have been the foundation for state-of-the-art works like DALLE and Imagen. Begin with an introduction to the fundamental concepts, then delve into the detailed architecture and mathematical derivations explained in an intuitive manner. Examine various algorithms, improvements, and results from different papers, comparing them to other methods. Follow along with time-stamped sections covering theory, architecture, math, algorithms, improvements, and results. Access additional resources, including relevant research papers and a written tutorial, to further enhance your knowledge of Diffusion Models and their applications in artificial intelligence.

Syllabus

Introduction
Idea & Theory
Architecture
Math Derivation
Algorithms
Improvements
Results
Summary

Taught by

Outlier

Reviews

Start your review of Diffusion Models - Paper Explanation - Math Explained

Never Stop Learning.

Get personalized course recommendations, track subjects and courses with reminders, and more.

Someone learning on their laptop while sitting on the floor.