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Nov 23, 2024
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EECE 8740 - Neural Networks Credit Hours: (3) Cross listing (Same as COMP 7740 -COMP 8740 ) Description (Same as COMP 7740-8740). Learning algorithms for multilayer perceptrons, least-mean squares, back-propagation and its variants, cascade-correlation, other supervised learning algorithms; unsupervised methods, including Hebbian, competitive and reinforcement learning; applications to associative memories, combinatorial optimization, component analysis, function approximation, pattern classification; theory of neurodynamics, including equilibrium, stability, and computational power.
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