Computer Science · Fall 2026, Winter 2027, Spring 2027, & Summer 2027
SDSU CS 652 — Foundations of Deep Learning
Foundations of deep learning systems and how they adapt to real-world applications. DL Optimization, DL Generalization, Neural Tangent Kernels, Robustness for DL, Deep Generative Models, Self-supervised DL, Transformers, Domain adaptation and generalization, Explainable DL, and Meta-Learning. Project-oriented implementing advanced algorithms.
Course requirements
Prerequisites: CS 553 or CS 549 or CS 559 or CS 561 or consent of instructor.
- CS 553 or CS 549 or CS 559 or CS 561 or consent of instructor.