Engineering Applications of Machine Learning and Data Analytics
ECE 503 or equivalent
Introduction to Machine Learning, 3rd Ed., Ethem Alpaydin, The MIT Press, 2014. (ISBN: 978-0262028189)
150 minutes lecture per week
Machine learning deals with the automated classification, identification, and/or characterizations of an unknown system and its parameters. There is an overwhelming number of application-driven fields that can benefit from machine learning techniques. This course will introduce you to machine learning and develop core principles that allow you to determine which algorithm to use, or design a novel approach to solving to engineering task at hand. This course will also use software technology to supplement the theory learned in the class with applications using real-world data.