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How Diffusion Models Work

California, United States

The Non-degree in How Diffusion Models Work at DeepLearning.AI is a program for international students taught in English.

πŸ“– Introduction

DeepLearning.AI is an online education platform founded in 2017 by Andrew Ng, a leading AI expert and co-founder of Coursera. As a private organization, DeepLearning.AI specializes in AI and machine learning education, offering high-quality courses, specializations, and professional certifications in collaboration with top institutions and industry leaders. The platform is known for its practical, hands-on approach to teaching AI concepts and its focus on making cutting-edge AI knowledge accessible to learners worldwide.

πŸ“š About the Program

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.

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.

🏫 About the University

DeepLearning.AI is dedicated to advancing artificial intelligence education and empowering individuals to build careers in AI and machine learning. The platform offers a range of courses, including the renowned "Deep Learning Specialization" and "AI for Everyone," designed to cater to beginners, professionals, and researchers. By collaborating with leading experts and institutions, DeepLearning.AI provides industry-relevant content that bridges the gap between theoretical knowledge and real-world applications. Through its online courses, research initiatives, and community-driven projects, DeepLearning.AI plays a crucial role in shaping the future of AI education and innovation.

πŸ’° Fees

Application Fee

$0 USD

$0 USD

Tuition Fee

$120 USD

$120 USD

per year

βœ… Entry Requirements

The minimum age is 18 and the maximum age is 50.

English Fluent is required.

Minimum education level Bachelor's degree

All students from all countries are eligible to apply to this program.

πŸ“¬ Admissions Process


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