Guelph University
School of Engineering
ENG6600: Advanced Machine Learning

Topics To Be Covered (Tentative Schedule):

Topic #0 ``ML Tools: Python and ML Frameworks''.

Topic #1 ``Overview of Machine Learning''.

Topic #2``Data Preparation''.

Topic #3 ``Optimization Techniques for Machine Learning''.

Topic #4 ``Evaluation Techniques''.

Topic #5a ``Supervised Machine Learning (Regression Algorithms)".

Topic #5b ``Supervised Machine Learning: Introduction to Classification''.

Topic #5c ``Supervised Machine Learning (Classification Algorithms)".

Topic #6 ``Unsupervised Machine Learning Techniques''.

Topic #7 ``Ensemble Based Machine Learning Techniques''.

Topic #8 ``Deep Networks''.

Topic #9 ``Machine Learning Applications''.

Topic #10 ``Course Review''.