CENG 501 - Deep Learning - Spring 2024
Catalog Description
Introduction to Machine Learning; Deep hierarchies and learning mechanisms in humans; Artificial neural networks; Deep vs. shallow architectures; Representation in terms of basis functions; Representation learning; Independent component analysis; Sparse representations; Convolutional neural networks; Restricted Boltzmann Machines; Deep Belief networks; Applications to pattern recognition, speech recognition and natural language processing.
Syllabus
You can access the syllabus here.
Lectures
Announcements
- This course is NOT offered in the 2024 Spring term.