九十八學年度下學期
資訊工程系
類神經網路導論 開課班級 : 資工系三、四年級
任課教師 : 黃貞瑛 (jihwang@csie.fju.edu.tw) 教師辦公室 : SF 628
成績評量 :
全學期上課出席率以任課教師點名為依據,
若出席未及點名次數之1/2,則期末考扣考,學期總成績以零分計;
出席情形達點名次數之1/2,則以下列方式計算:
(20%) 作業(程式或習題) (20%) 小考、隨堂測驗 (25%) 期中考試 (25%) 期末考試 (10%) 課程出席參與度
成績評量方式有可能因應課程之必要而作部分調整,會於課堂上公佈
教科書 : Neural Network Design, by Hagan, Demuth, and Beale, PWS Publishing, 1996. (新 月圖書代理)
課程目的 :
The goal of this course is to introduce the basic neural network architectures and learning rules. The emphasis of the course is placed on the mathematical analysis of these networks, methods of training them and their applications to practical engineering problems in such areas as pattern recognition, signal processing and control systems.
課程大綱 : Lecture selected from the following (as time permits) 1. Introduction
2. Neuron Model and Network Architectures 3. An Illustrative Example
4. Perceptron Learning Rule 5. Supervised Hebbian Learning 6. Widrow Hoff Learning 7. Backpropagation
先修課程 : 程式語言、微積分、線性代數