場域應用與服務設計 Syllabus 2026 Fall

張耀仁教授

課程規定

1. 所有主題皆以 AI 輔助，不需自行撰寫底層程式。
2. 為了教學與示範、便於助教支援、確保功能與介面一致、評分與範例可重現，本課程限定使用 Claude AI。有特殊原因必須使用其他 AI 者，需在選課前與老師商量。

課程進度

日期	主題
9/15	Introduction
9/22	Introduction
9/29	Prompts
10/6	Visualization
10/13	Analog IC Design
10/20	Robot: 3D Models
10/27、11/3	Robot: Navigation for Robots and BLV (Blind and Low Vision)
11/10	期中考，暫停上課
11/17	Robot: 環境安全檢測與評估視覺化
11/24、12/1	RL
12/8、12/15、12/22	World Model for AGI

各週教材

9/15 Introduction

• AI 導論

9/22 Introduction

• AI is the new development and prototyping environment
• IEEE AI Policy
• Use AI Professionally (Yagi Uda Antenna)
• Prompt in English (中文版)

9/29 Prompts

• Negative testing and mutation testing
• Prompts for scientific accuracy
• Science (optional)

10/6 Visualization

• Results-to-LaTeX Macros
• AI for PCB Design

10/13 Analog IC Design

• AI Approach to OP741 Design
• Analog IC Design (OP741, diff pair, Placement & Routing)

10/20 Robot: 3D Models

• 3D Models (images of places)
• 3D Models of Navigation

10/27   Robot: Navigation for Robots and BLV 

• Voronoi-based Navigation

11/3 Robot: 環境安全檢測與評估視覺化

• 經典應用
• Hazard detection cycu (環境危害偵測) 
• 校園意外事件預測與模擬 Korean
• Home Hazard chain identification and animation (居家危害鏈偵測與危害視覺化)
• Start a research (AI assisted) https://ieeexplore.ieee.org/document/11745951

11/10 期中考，暫停上課一次

11/17 Drones (FT)

11/24 Machine Learning for Asset Management

• Financial analysis 1 （correction）
• Back Test (correction), revised
• Roles
• Financial Skills (correction), revised

12/1 Reinforcement Learning

• RL
• RL 2

12/8, 12/15, 12/22 End of Class

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Backup 閱讀

• Programming in the AI era (ppt)
• AI Architecture and Challenges (ppt)
• 合成物件

World Model for Artificial General Intelligence (AGI)

• Outline
• Case Example
• World Models vs. LLM/VLM