Neural Networks syllabus

TU BSc CSIT Semester 6. 8 units over 45 teaching hours, 3 credit hours. Each bar shows the unit’s share of teaching time.

  1. Unit 1Introduction to Neural Network4 hrs · note
  2. Unit 2Rosenblatt’s Perceptron3 hrs · note
  3. Unit 3Model Building through Regression5 hrs · note
  4. Unit 4The Least-Mean-Square Algorithm5 hrs
  5. Unit 5Multilayer Perceptron8 hrs
  6. Unit 6Kernel Methods and Radial-Basis Function Networks7 hrs · note
  7. Unit 7Self-Organizing Maps6 hrs · note
  8. Unit 8Dynamic Driven Recurrent Networks7 hrs · note