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Courses - Fall 2023
ENEB
Cyber-Physical Systems Engineering
ENEB346
(Perm Req)
Linear Algebra for Machine Learning Applications
Credits: 3
Grad Meth: Reg
Prerequisite: MATH140.
Restriction: Must be in the Cyber-Physical Systems Engineering program and must receive permission from the Cyber-Physical Systems Engineering program.
Foundations of linear algebra for machine learning and data science applications with emphasis on implementing machine learning data science algorithms in a computer programming environment with linear algebra software tools and libraries as this course aims to provide a hands-on experience and learning environment for students. Students will learn the fundamental concepts in linear algebra that are directly relevant to machine learning and big data modeling and computations. These include vector and matrix operations, determinants, factorization methods, principal component analysis, eigenvalues, and singular value decomposition.