FSAN 817 - Large Scale Machine Learning

Credit(s): 3

LARGE SCALE MACHINE LEARNING
Component: Lecture
Introduction to the analysis and processing of massive high-dimensional data. Massive data sets generally involve growth not only in the number of individuals represented but also in the number of descriptive parameters of the individuals, leading to exponential growth in the number of hypothesis considered. New approaches to address these problems exploit sparsity prior concepts from optimization theory, signal processing, statistics, and machine learning.
Repeatable for Credit: N Allowed Units: 3 Multiple Term Enrollment: N Grading Basis: Student Option
Crosslisted: Crosslisted with ELEG 817. PREREQ: ELEG 815.