Statistical Learning II -- Foundations of AI

3 Credits

Considers methods and theoretical advances underlying modern Artificial Intelligence building upon STA4241, focusing on optimization, Bayesian inference, probabilistic graphical models, neural networks, deep learning architectures, generative models, reinforcement learning, and interpretability. Equal emphasis is placed on theory, computation, and applications.