人工智能於專案管理之應用
Applications of Artificial Intelligence in Project Management
| 節 | 週五 |
|---|---|
2 09:00–09:50 | 人工智能於專案管理之應用 EB118（光復） 3 節連堂 |
3 10:10–11:00 | |
4 11:10–12:00 |
* 根據陽明交大上課時間表所列
This course aims to teach students to develop and apply AI techniques in solving problems in civil engineering and construction management. After completing the course, students are expected to gain skills and knowledge in 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
None
無備註
1. Students will be provided with notes and other documents before the weekly class begins. 2. An unannounced quiz will be given in each week's class.
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 | • Holiday. No class 2026-02-27(五) |
| 第 2 週 | • Course Introduction • Data processing 2026-03-06(五) |
| 第 3 週 | • K-nearest neighbors algorithm • K-means clustering 2026-03-13(五) |
| 第 4 週 | • Linear Regression and Regularization L1/ L2 • LASSO, Ridge, and Stepwise Regression • Over-fitting / Under-fitting 2026-03-20(五) |
| 第 5 週 | • Cross-validation & Model Evaluation index • Locally weighted and Logistic regression 2026-03-27(五) |
| 第 6 週 | • Holiday. No class 2026-04-03(五) |
| 第 7 週 | • Neural Network - Backpropagation Method 2026-04-10(五) |
| 第 8 週 | • Classification and Regression Tree (CART) • Support Vector Machines 2026-04-17(五) |
| 第 9 週 | • Prediction problems in Civil Engineering and Construction Management • Instruction on selecting the final project topic 2026-04-24(五) |
| 第 10 週 | • Holiday. No class 2026-05-01(五) |
| 第 11 週 | • Mid-term report 2026-05-08(五) |
| 第 12 週 | • Ensemble models: Bagging / Boosting / Stacking 2026-05-15(五) |
| 第 13 週 | • Hybrid models • Time series 2026-05-22(五) |
| 第 14 週 | • Deep learning 2026-05-29(五) |
| 第 15 週 | • Team Project - Final Report (1) 2026-06-05(五) |
| 第 16 週 | • Team Project - Final Report (2) • Machine learning competition • Awards 2026-06-12(五) |
Artificial Intelligence: A Modern Approach, Global Edition by Peter Norvig (Author), Stuart Russell (Author) - ISBN 978-1292401133.
- 地點
- Engineering Building II - R215
- 時間
- Tuesday: 10:00~12:00
- 聯絡方式
- mtcao@nycu.edu.tw