Generative Models

VAEs and posterior collapse, diffusion (DDPM), normalizing flows, and GAN basics.

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Question Tags Difficulty Success

1. What characterises posterior collapse in a VAE?

Machine LearningGenerative Models

Medium —

2. What Comes Out Of The Noise Schedule

diffusionddpm +1

Medium —

3. The ELBO Went Up And The Model Got Worse

vaeelbo +1

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4. Volume Costs Density

normalizing-flowschange-of-variables +1

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5. Guided Past The Conditional

diffusionclassifier-free-guidance +1

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Learning Resources

The Little Book of Deep Learning (free)