Advanced ML Topics

Modeling the hidden factors that shape observed data through energy: latent variables and HMMs, the Boltzmann distribution and restricted Boltzmann machines, contrastive divergence, deep Boltzmann machines, and how these energy-based ideas underlie modern deep generative models.