CSCE 527/5262 - Neural Networks and Genetic Algorithms (3 cr.)

Description
Basic concepts of artificial neural networks, supervised learning networks, Back-propagation learning, Hebbian learning. Unsupervised learning networks, Self Organizing Map networks. Deep learning, Convolutional neural networks, restricted Boltzmann machines, and deep belief networks. Evolutionary computation, genetic algorithms, and some applications.