ML//GAN

- Generative Adversarial Network: two nets playing a minimax game.

Generative Adversarial Network: two nets playing a minimax game.

Generator tries to create realistic samples, discriminator tries to tell real from fake.

Training is notoriously unstable — mode collapse, vanishing gradients, oscillation.

Dominated image generation 2014-2021, then diffusion models took over.