CSC 8852 - Advanced Topics of Deep Learning

4 Credit Hours
Prerequisites: CSC 4851, CSC 6851, or CSC 8851.
Description
Deep learning has experienced a fast development with many new research frontiers emerging from academia and industry, such as adversarial robustness of deep neural networks, defending adversarial attacks, explainable artificial intelligence, deep learning at edge, attention-based architectures for CV and NLP, to name a few. In this course, we will cover these advanced topics in deep learning, discuss the latest research in the field and provide €œreal-world € examples for analysis.