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a first-principles season

Generative Modelling

How machines turn random noise into text, digits and images, built one idea at a time with the maths and code for every model. Each episode ends on the question the next one answers.

0 of 9 watched▶ start with episode 01

how to use this folder

Open any episode page to watch it: space plays, ←/→ skip 5 s, M mutes. Every playground runs in the browser with no install. Every model is plain numpy in ../code/, with backprop written by hand. To render an MP4: python src/make.py 9 --render. Your progress is saved in this browser only.