CENG 783 - Deep Learning - Spring 2017

Instructor: Sinan Kalkan



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.

Announcements

Assignments

Lecture Notes