人工智慧與光電應用

臺北科技大學 115-1 學期課程，課號 362572。

• 學期：115-1
• 授課教師：伊柏文
• 學分：3
• 選修
• 上課時段：週五 5、6、7 節

課程大綱

1. 人工智慧簡介及基本概念 2. 各種人工智慧技術介紹 3. 人工智慧工具和框架 4. 人工智慧在光電領域的應用 1. Introduction and basic concepts of artificial intelligence 2. Introduction to various artificial intelligence technologies 3. Artificial intelligence tools and frameworks 4. Application of artificial intelligence in the field of optoelectronics

課程進度

1-3 Introduction and basic concepts of artificial intelligence 4-5 Intelligent systems 6-7 Introduction to Machine learning 7-8 Introduction to Deep Learning 9-11 Computer vision 12-13. Generative AI 14 . AI agent and Agentic AI 15. Recent trends of AI 16 Application of artificial intelligence in the field of optoelectronics 17-18 Final Project

評量方式

Homeworks: 40% Labs / Mini Projects: 20 % Class Participation and Attendance: 10% Final project and report: 30%

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 References : 1. Goodfellow, I., Bengio, Y. & Courville, A.: Deep Learning. 2016, MIT. 2. Anirudh Koul, Siddha Ganju, Meher Kasam: Practical Deep Learning for Cloud, Mobile, and Edge: Real-World AI & Computer-Vision Projects Using Python, Keras & TensorFlow 1st Edition