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
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 2025-02-21(五) |
| 第 2 週 | • Machine Learning • Data processing 2025-02-28(五) |
| 第 3 週 | • K-nearest neighbors algorithm • K-means clustering 2025-03-07(五) |
| 第 4 週 | • Linear Regression and Regularization L1/ L2 • LASSO, Ridge and Stepwise Regression 2025-03-14(五) |
| 第 5 週 | • Cross-validation • Model Evaluation index • Over-fitting / Under-fitting 2025-03-21(五) |
| 第 6 週 | • Locally weighted and Logistic regression 2025-03-28(五) |
| 第 7 週 | • Neural Network - Backpropagation Method 2025-04-04(五) |
| 第 8 週 | • Classification and Regression Tree (CART) 2025-04-11(五) |
| 第 9 週 | • Prediction problems in Civil Engineering and Construction Management by Guest Lecturer (tentatively on-class) • Instruction on selecting final project topic 2025-04-18(五) |
| 第 10 週 | • Mid-term report (1) 2025-04-25(五) |
| 第 11 週 | • Ensemble models and Hybrid models - Bagging / Boosting / Stacking 2025-05-02(五) |
| 第 12 週 | • Ensemble models and Hybrid models - XGBoost / Random Forest 2025-05-09(五) |
| 第 13 週 | • Time series 2025-05-16(五) |
| 第 14 週 | • deep learning • Classification and object detection problem 2025-05-23(五) |
| 第 15 週 | • Team Project - Final Report (1) 2025-05-30(五) |
| 第 16 週 | • Team Project - Final Report (2) • Machine learning competition • Awards 2025-06-06(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: 9:00~17:00
- 聯絡方式
- mtcao@nycu.edu.tw