Introduction to machine learning techniques that are not neural network based techniques. Overview includes:
– Description of supervised and unsupervised learning methods
– Development and implementation of leading algorithms for unsupervised learning
– Development and implementation of leading algorithm for supervised learning
– Mathematical optimization frameworks required for learning
Additional lectures can be found at:
faculty.washington.edu/kutz/
