Hanoi University of Science and Technology
School of Electrical Engineering
Neural network and its application in DSP
2017-2018

Course Instructor:
Dr. Thanh-Hai Tran
Office: Room 1005, B1 Building
MICA International Research Insitute
Hanoi University of Science and Technology

Class time and location:
Lectures: Wednesday 10:15-11:50 in 404, TC Building

Course description:


References:

• Mạng neuron và ứng dụng trong xử lý tín hiệu số - Nhà xuất bản Bách Khoa, PGS. TSKH Trần Hoài Linh
  
• Neural network design - 
• Neural Networks - 
• Lectures on Machine learning practical
  

Grading Policy:

• Mid term evaluation (25%) 
• Final evaluation (75%)

Syllabus, Lectures
These slides base mainly on Neural Network Design Book

Lectures	Description	Slide
Neural network
1	Introduction to Neural networks and applications	Slide 1
2	Mathematic models of neuron and neural network architectures	Slide 2
3	Illustrative examples	Slide 3
4	Perceptron network	Slide 4
5	Objective function Optimization	Slide 5
6	Training Perceptron network	Slide 6
7	Multilayer Perceptron	Slide 7
8	Overfitting	Slide 8
9	Recurrent Neural Network	Slide 9
10	CNN - DNN	Slide 10