COMPENG 4SL4 - Fundamentals of Machine Learning

4 unit(s)

Fundamental principles and algorithms of machine learning: linear and logistic regression, nearest neighbours, decision trees, neural networks, support vector machines, ensemble methods; clustering and principal component analysis; basics of reinforcement learning.
Three lectures, one tutorial, one lab every other week, first term
Prerequisite(s): COMPENG 2SI4 or COMPENG 2SI3, STATS 3Y03 or HTHSCI 2G03, and ELECENG 3TQ3 or ELECENG 3TQ4
Antirequisite(s): CHEMENG 4H03, COMPSCI 4ML3, STATS 3DS3