#gan

• 16 Jun 2026 · Study

  Generative AI · DCGAN

  The DCGAN architecture guidelines (strided convolutions, batch norm, ReLU/LeakyReLU, no pooling or fully connected hidden layers) built in PyTorch, with the tensor shapes traced from noise to a 32×32 image.

• 8 Jun 2026 · Study

  Generative AI · GANs

  A generator and a discriminator trained against each other; the minimax game written out, a small GAN learning a 2-D ring of Gaussians, and the mode-collapse failure it can fall into.

• 28 Mar 2026 · Projects

  Built this: Modern DCGAN reproducibility study

  A DCGAN (Radford et al., 2015) reproduction that keeps the all-convolutional architecture but swaps in LSGAN loss, spectral normalisation and label smoothing, plus an analysis toolkit for filters and feature maps.