I have written the following notes while I was the Graduate Student Instructor (GSI) at the University of Michigan (for EECS445). These notes were written as 'stand-alone' since Chris Bishop's book can be over-whelming to intro level Machine Learning students. If you have any feedback on those notes, please email me at: sami@haija.org