generativedeep-learning
Generative adversarial networks
Generator vs discriminator minimax game — the technique that kicked off modern generative modelling.
Уровни глубины
L0Intro~2ч
Reads "generator fools discriminator" intuition.
L1Basics~12ч
Trains DCGAN on MNIST; knows the value function V(D, G).
L2Working~20ч
Debugs mode collapse; uses WGAN-GP, spectral normalisation; conditional GAN.
L3Advanced~30ч
StyleGAN family, BigGAN; Nash-equilibrium analysis; FID / precision-recall metrics.
L4Research~60ч
GANs as energy-based / distribution-matching models; theoretical convergence.