場域應用與服務設計 Syllabus 2026 Fall

 張耀仁教授

1. 這些主題都以 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，本課程限定使用業界主流的 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。

9/15 Introduction

課程說明

課程須知

AI 導論

AI is the new development and prototyping environment

AI Tool Decision 

cowork vs. chat

py & bash execution tool use & container

cowork vs openclaw

IEEE AI Policy

9/22, 9/29  Prompts

Prompts for scientific accuracy

Science optional

Prompt Engineering Guide

合成物件

When AI fails

10/6- Visualization

演算法視覺化

AI for PCB Design

10/13 Reasoning for Complex Problems

Dog Retrieving Ball

Reasoning with AI for Complex Constrained Problems: Dinner Scheduling 

10/20, 10/27 Dinner Operation

pre-training vs. learning

Animation for dinner scheduling

Debugging the Dinner-Scheduling Solver

11/3 Circuit Optimization

Optimize Circuit Design Using A*

11/10 - 期中考暫停上課一次

11/17, 11/24  RF IC Design (LNA), Part I

極紫外光（EUV）光源, IEEE Spectrum: The Tiny Star Explosions Powering Moore’s Law

Case Study: Apple C1 Modem LNA 

 12/1/2026 RF IC Design (LNA), Part II

• ToC
• Circuit Design and Visualization
• Common issues in AI use for chip design

 12/8/2026 RF IC Design (LNA), Part III

• EM Performance 
• Open Problems in RF IC Design, slides
• RF IC Circuit Optimization (LNA)

12/15/2026 Analog IC Design (2-stage amp, AB, Diff Pair)

• Circuit Design Optimization (2-stage amp, AB, Diff Pair)

12/22/2026 Analog IC P&R (of op741)

• IC Placement & Routing slides
• Analog IC Design (P&R op741)

12/29/2026 RF IC Design (RF PA Driver), Part I

• Recap of Circuit Design slides
• Introduction to RF Amplifier (projector friendly)
  
• Numerical Methods behind the RF Driver-Advanced level, English only (projector friendly, popular science, zh)

1/5/2027 RF IC Design (RF PA Driver), Part II

• RF PA Driver IC Design Roadmap slides(entry level, entry level & proj friendly)
• TSMC N3E/N4P RF PA Driver Design, TSMC N4P Stacked-FET RF Driver Topology,  (2-stage RF PA Driver)-Load-Pull
• Doherty RF PA Design
• Basin Transition in ASAP7
• GaN RF PA Driver Physics Models

End of Class

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backup

12/1 RL

RL

12/8 RL

RL 2

12/15, 12/22  World Model for Artificial General Intelligence (AGI)

Outline

Case Example

JEPA Bionic Arm

JEPA Navigator Robot

World Models vs. LLM/VLM

閱讀：Programming in the AI era (ppt)
閱讀：AI Architecture and Challenges (ppt)

12/29, 1/5 Machine Learning for Asset Management

Financial analysis

Portfolio Management, roles

Financial Skills

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