QDS 5311 Machine Learning and Deep Learning

This course will cover the classic topics in traditional machine learning, including linear and logistic regression, classification and regression trees, random forests, Bayesian inference and Bayesian graphical networks, and support vector machines. Students will also be introduced to the basic concepts of neural network models and deep learning methods.