ECE 5995: Deep Learning:
Fundamentals & Applications (Cr. 4.) Prereq:
Numerical Methods and Matlab or Senior/Graduate Standing. Introduction to the
theory, architecture and application of artificial neural systems. Supervised, unsupervised
and reinforcement learning in a single- and multiple-layer neural networks.
Self-organizing maps. Learning capacity and generalization. Gradient-based
learning methods and deep learning networks. Application to image recognition,
pattern classification, nonlinear modeling and forecasting.
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