Flashcards
11,105 cards in 101 decks, written from the same source as the concepts. Space to flip, arrows to move, K and R to sort what you know from what you do not. Progress lives in your browser.
Generative Modelling Beyond Transformers
Diffusion, flows, adversarial games and state space models, and the theory that connects them.
Diffusion Models
Forward noising, denoising objectives, samplers, classifier-free guidance and latent diffusion.
Variational & Flow Models
The ELBO, reparameterisation, normalising flows, flow matching and rectified transport.
Adversarial Generative Models
The minimax game, mode collapse, Wasserstein critics, and what FID does and does not measure.
State Space Models
S4, Mamba, selective scan, the recurrence-convolution duality, and where linear-time sequence models pay off.
Energy-Based & Score Models
Unnormalised densities, score matching, Langevin dynamics, and the SDE view that unifies the generative families.