Dec 12, 2024  
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CSCI152 HM - Neural Networks

Credit(s): 3

Instructor(s): Staff

Description: Modeling, simulation, and analysis of artificial neural networks and their relation to biological networks. Design and optimization of discrete and continuous neural networks. Back propagation and other gradient descent methods. Hopfield and Boltzmann networks. Unsupervised learning. Self-organizing feature maps. Applications chosen from function approximation, signal processing, control, computer graphics, pattern recognition, time-series analysis. Relationship to fuzzy logic, genetic algorithms, and artificial life.

Prerequisite(s): CSCI070 HM  and MATH073 HM  and (MATH056 HM  or MATH062 HM  or BIOL154 HM  or MATH151 CM/PO/PZ/SC)