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Chapter VI

Generative Models

Models that produce new data — images, sound, text — and the very different ideas behind compressing, competing, denoising and predicting the next token.

In this chapter

■□□ Foundations ■■□ Practitioner ■■■ Research
  1. § 1 Autoencoders In preparation Level: Practitioner
  2. § 2 Generative Adversarial Networks In preparation Level: Research
  3. § 3 Diffusion Models In preparation Level: Research
  4. § 4 Language Models In preparation Level: Research

Topics: Autoencoders · GANs · Diffusion · Language models · Formats: Derivations · PyTorch · Papers