GSAS: Diffusion Generative Modeling: Making Pictures from Noise with Math

Vasily Ilin
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PDL C-401

How does ChatGPT make pictures? Turns out it's a lot of SDEs, probability and a bit of optimization. I will introduce the basic building blocks of the algorithm, such as reversing the OU process, and will show some examples using the MNIST dataset of handwritten digits.