Online Course Catalog
ECE 449 OG - Machine Learning
Fall 2022
| Title | Section | CRN | Type | Hours | Times | Days | Location | Instructor |
|---|---|---|---|---|---|---|---|---|
| Machine Learning | OG | 77677 | ONL | 3 | 1230 - 1345 | W F | Shenlong Wang Liangyan Gui |
Course Description
This course covers principles and applications of machine learning. Main paradigms and techniques, including discriminative and generative methods, reinforcement learning: linear regression, logistic regression, support vector machines, deep nets, structured methods, dimensionality reduction, k-means, Gaussian mixtures, expectation maximization, Markov decision processes, and Q-learning. Application areas such as natural language and text understanding, speech recognition, computer vision, data mining, and adaptive computer systems, among others.
Credit Hours
4 hours
Prerequisites
Subject Area
- Electrical and Computer Engineering