ECE 271A. Statistical Learning I (4 units)
Link to catalog page: https://catalog.ucsd.edu/courses/ECE.html#ece271a
Description
Bayesian decision theory; parameter estimation; maximum likelihood; the bias-variance trade-off; Bayesian estimation; the predictive distribution; conjugate and noninformative priors; dimensionality and dimensionality reduction; principal component analysis; Fisher’s linear discriminant analysis; density estimation; parametric vs. kernel-based methods; expectation-maximization; applications. Recommended preparation: ECE 109. Prerequisites: graduate standing.
Prerequisite courses
ECE 271A has no prerequisite courses.
Successor courses
ECE 271A is a prerequisite of the following 7 courses: