Machine Learning: A signal Processing Perspective

Course Number: ECE283     Edit
Focus Area: Advanced Topics
Units: 4
Quarter (typical): Spring
Faculty Responsible:
Course Co-requisits:
Course Pre-requisits:
Short Description:
Machine learning algorithms from a signal processing viewpoint; unsupervised learning (K-means, deterministic annealing, EM algorithm); supervised learning (Support Vector Machines, neural networks); regression; Bayesian inference and tracking using Markov chain Monte Carlo and sequential Monte Carlo (particle filter) techniques.
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