Artificial Intelligence in Computer Science Adv. Cert.

Artificial Intelligence in Computer Science, advanced certificate, typical course sequence

Course Sem. Cr. Hrs.
First Year
CSCI-630 3
CSCI-635
Introduction to Machine Learning
This course offers an introduction to supervised machine learning theories and algorithms, and their application to classification and regression tasks. Topics include: Mathematical background of machine learning (e.g. statistical analysis and visualization of data), neural models (e.g. Convolutional Neural Networks, Recurrent Neural Networks), probabilistic graphical models (e.g. Bayesian networks, Markov models), and reinforcement learning. Programming assignments are required. (Prerequisites: CSCI-331 or CSCI-630 or equivalent course.) Lecture 3 (Fall, Spring).
3
 
Elective
3
Second Year
 
Elective
3
Total Credit Hours
12