AI深度學習應用與智慧型控制

臺北科技大學 115-1 學期課程，課號 363725。

課程大綱

This course introduces the fundamental principles and basic applications of Artificial Intelligence (AI) Deep Learning (DL), and the theory and practical implementation of intelligent fuzzy control. The course combines theory and practice to make students understand AI DL, intelligent control, and their applications.

課程進度

Week 1: Introduction to Artificial Intelligence and Fuzzy Control Week 2: Review of control system dynamics Week 3: Fuzzy sets / Fuzzy relations / Fuzzy operation Week 4: Legal holiday Week 5: Fuzzy implications Week 6: workshop I/II - membership function Fuzzy control simulation Week 7: Fuzzy logic control and controller design Week 8: Legal holiday Week 9: Fuzzy controller design Week 10: Legal holiday Week 11: Writing Exam Week 12: Introduction to Deep Learning and Machine Learning Week 13: Convolutional Neural Networks (CNN) and CNN model Week 14: Image Preprocessing, Deep Learning Model Adjustment Week 15: Deep Learning and Image Recognition Week 16: project presentation and demonstration wk17-18 auxiliary learning

評量方式

Midterm report:30% Final project (reports, demonstration and presentation):35% Final writing exam:30% class performance: 5% * might be adjusted according to student learning situation

教材

【遵守智慧財產權觀念，請使用正版教科書，不得使用非法影印教科書】 使用外文原文書：是 textbook: Deep learning / Ian Goodfellow, Yoshua Bengio and Aaron Courville, 2016, ISBN：9780262035613 reference book: 1 A Course in Fuzzy Systems and Control, by Li-Xin Wang, published by Prentice Hall 2. class notes