Academic Catalog


Course Code: 5710569
METU Credit (Theoretical-Laboratory hours/week): 3(3-0)
ECTS Credit: 8.0
Department: Computer Engineering
Language of Instruction: English
Level of Study: Graduate
Course Coordinator: Assoc.Prof.Dr. EROL AHN
Offered Semester: Fall or Spring Semesters.

Course Content

Learning and generalization. The basic perceptron and linear separability. Multilayer perceptrons and the backpropagation algorithm. The Hopfield model and its dynamics. Bidirectional associative memory. Recurrent networks. Unsupervised learning and self-organizing maps. The counter- propagation network. Boltzman machine and simulated annealing. Recent advances.