人工智能於專案管理之應用
Applications of Artificial Intelligence in Project Management
| 節 | 週四 |
|---|---|
5 13:20–14:10 | 人工智能於專案管理之應用 EB118（光復） 3 節連堂 |
6 14:20–15:10 | |
7 15:30–16:20 |
* 根據陽明交大上課時間表所列
This course aims at teaching student to develop and apply AI techniques in solving problems in the civil engineering and construction management. After completing the course, students are expected to gain skills and knowledge of selecting an appropriate AI model for their concerned problem, including: • Data collection and processing • Develop an advanced AI model to resolve a specific problem • Assess the performance of an AI model • Establish an interface for their AI model
None
無備註
Students will be provided notes and other documents before the weekly class begins.
Homework and Quiz: 40% Mid-term report: 20% Final Report: 40%
教師未提供此項資料
| 週次 | 主題 |
|---|---|
| 第 1 週 | • Course Introduction • Artificial Intelligence 2022/09/15 |
| 第 2 週 | • Genetic Algorithm + Coding by Guest Lecturer (online) 2022/09/22 |
| 第 3 週 | • Particle Swarm Optimization + Coding 2022/09/29 |
| 第 4 週 | • Forensic-based Optimization + Coding by Guest Lecturer (on-class) 2022/10/06 |
| 第 5 週 | • Optimization performance comparison with hypothesis test 2022/10/13 |
| 第 6 週 | • Optimization problems in Civil Engineering and Construction management 2022/10/20 |
| 第 7 週 | • Machine learning + Linear Regression 2022/10/27 |
| 第 8 週 | • Locally weighted and Logistic regression 2022/11/03 |
| 第 9 週 | • Neural Network (1) 2022/11/10 |
| 第 10 週 | • Neural Network (2) 2022/11/17 |
| 第 11 週 | • Data processing, Cross-validation, and Evaluation index 2022/11/24 |
| 第 12 週 | • Prediction problems in Civil Engineering and Construction management by Guest Lecturer (tentatively on-class) 2022/12/01 |
| 第 13 週 | • Mid-term report 2022/12/08 |
| 第 14 週 | • Ensemble models and Hybrid models – Idea (1) 2022/12/15 |
| 第 15 週 | • Ensemble models and Hybrid models – Practice (2) 2022/12/22 |
| 第 16 週 | • Final-report (1) 2022/12/29 |
| 第 17 週 | • Final-report (1) 2023/01/05 |
| 第 18 週 | Q/A 2023/01/12 |
Artificial Intelligence: A Modern Approach, Global Edition by Peter Norvig (Author), Stuart Russell (Author) - ISBN 978-1292401133.
- 地點
- Engineering Building II - E215
- 時間
- Monday: 9:00~12:00 Tuesday: 9:00~12:00
- 聯絡方式
- mtcao@nycu.edu.tw