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How Diffusion Models Work

In How Diffusion Models Work, you will gain a deep familiarity with the diffusion process and the models which carry it out. More than simply pulling in a pre-built model or using an API, this course will teach you to build a diffusion model from scratch. In this course you will: 1. Explore the cutting-edge world of diffusion-based generative AI and create your own diffusion model from scratch. 2. Gain deep familiarity with the diffusion process and the models driving it, going beyond pre-built models and APIs. 3. Acquire practical coding skills by working through labs on sampling, training diffusion models, building neural networks for noise prediction, and adding context for personalized image generation. At the end of the course, you will have a model that can serve as a starting point for your own exploration of diffusion models for your applications. This one-hour course, taught by Sharon Zhou will expand your generative AI capabilities to include building, training, and optimizing diffusion models. Hands-on examples make the concepts easy to understand and build upon. Built-in Jupyter notebooks allow you to seamlessly experiment with the code and labs presented in the course.

状态:Generative AI
状态:Artificial Neural Networks
中级项目小时

精选评论

SK

4.0评论日期:Oct 6, 2023

Course entails the basic Concepts of DDPM and DDIM Diffusion Models

MN

4.0评论日期:Dec 10, 2024

No assignment or real assessment to start from scratch. It's just a review of a premade model.

BD

5.0评论日期:May 7, 2024

Excellent content..! Small though Complete in itself..!!

TN

5.0评论日期:Nov 24, 2023

Janet Zhou was able to explain simply, not waste too much time on details, yet give opportunity to go much deeper into code. I would like to see a next level course on same topics.

AB

4.0评论日期:Aug 4, 2024

Well, It was quite engaging and fun. I got to learn new things and also dive further into such fields.

SB

5.0评论日期:Feb 11, 2025

really to the point and great insights! highly recommend!

PB

5.0评论日期:Oct 14, 2023

Very Good for getting the starting feel of Diffusion Models

IK

5.0评论日期:Sep 12, 2023

Very clean code while going into implementation detail

SW

5.0评论日期:Apr 8, 2024

It seems like there is a problem with the caption not matching the video slightly.

XP

5.0评论日期:Oct 21, 2023

Quick to-the-point insight into the workings of Diffusion nets, unet.

GL

5.0评论日期:Mar 9, 2024

Excellent course. The instructor clearly explained the basics of diffusion models and brought us through a full fun example of generating images with those models :)

GM

5.0评论日期:Oct 16, 2023

An amazing and excellent course for Stable Diffusion Models and how it works from scratch.

所有审阅

显示:20/41

Łukasz Nierzwicki
5.0
评论日期:Dec 28, 2023
Tom Nora
5.0
评论日期:Nov 25, 2023
Guangyao Li
5.0
评论日期:Mar 9, 2024
Gopinathan Munappy
5.0
评论日期:Oct 16, 2023
Suesarn WILAINUCH
5.0
评论日期:Apr 8, 2024
Xavier Seb Potier
5.0
评论日期:Oct 22, 2023
Palash Jyoti Borah
5.0
评论日期:Oct 14, 2023
Shashvat Bharti
5.0
评论日期:Feb 12, 2025
Bhaveshkumar Dharmani
5.0
评论日期:May 8, 2024
Maxarram Muqimova Boymirzayevna
5.0
评论日期:Dec 4, 2023
Imry Kissos
5.0
评论日期:Sep 13, 2023
Randy Westra
5.0
评论日期:Jan 5, 2024
aaids
5.0
评论日期:Mar 3, 2025
Heer Arooj
5.0
评论日期:Sep 26, 2023
Daniel Alejandro Angulo Ángeles
5.0
评论日期:Sep 17, 2024
Alfred Dauda
5.0
评论日期:Jul 11, 2025
sesame
5.0
评论日期:Jun 9, 2024
Joseph Ajanth Rajan (Raja)
5.0
评论日期:Jun 30, 2024
Ali Özçelik
5.0
评论日期:Mar 24, 2024
Hamna Abid
5.0
评论日期:Dec 6, 2024