Course Schedule and Catalog
Course Catalog - 2024-2025
INDE 577 - DATA SCI & MACHINE LEARNING
Long Title: DATA SCIENCE AND MACHINE LEARNING
Department: Industrial Engineering
Grade Mode: Standard Letter
Language of Instruction: Taught in English
Course Type: Lecture
Credit Hours: 3
Restrictions:
Must be enrolled in one of the following Level(s):
Graduate
Must be enrolled in one of the following Degree(s):
Master of Computer Science
Master of Comp Sci & Eng
Master of Statistics
Master of Electrical Comp Eng
Master of Eng Mgmt & Leadershp
Master of Industrial Eng
Master of Mechanical Eng
Master of Comp & Appl Math
Master of Data Science
Description: Fundamentals of data science and machine learning. Topics include: introduction to scikit-learn, Keras and tensorflow2, linear and logistic regression, clustering, support vector machines, random forest trees, neural networks, deep learning, natural language processing. Recommended Prerequisite(s): Three semesters of calculus recommended. A background in some programming language would be extremely useful.