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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