In this video, Dr. Ardavan (Ahmad) Borzou will discuss the diffusion model in physics and AI.
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Chapters:
00:00 - Introduction
01:28 - Simplified concept of AI image generation
02:44 - Langevin equation: particle moving in liquid
04:09 - Diffusion equation
04:30 - Fokker Planck equation
05:27 - Markovian property of diffusion equation
06:16 - The Jarzynski’s equality
07:53 - AI diffusion models: how they work
10:48 - Other AI applications of diffusion models: Weather forecasting by Google DeeMind
11:28 - Hands-on problems-solving data science workshops
11:56 - Recipe for discovering new science
12:22 - How to improve AI diffusion models
13:54 - Description of the mathematics