人工智慧
Artificial Intelligence
| 節 | 週一 |
|---|---|
5 13:20–14:10 | 人工智慧 ED302（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
The goal of the class is to give grads a general idea of AI, including its origin, significance, impact and future. Lectures will cover mainly three (maybe four if time allows) important topics. They are Search Strategies, Knowledge Representation (typically propositional and first-order logic) and Learning (plus network-based reasoning if time allows).
資料結構,程式設計 不需要先修人工智慧概論
無備註
lectures (notes, tech papers)
作業部份: 1~2 term projects 考試部份: quiz, midterm & final exam 評量部份: term projects 20% quiz 20& midterm exam 30% final exam 30%
1. Introduction to AI
甲、 History 乙、 Some successful AI examples 丙、 What impact it brings
2. Search
甲、 Systematic/uninformed search i. BFS ii. DFS iii. Iterative deepening iv. Bi-directional search v. ect. 乙、 Informed search i. Best-first ii. Greedy iii. A* iv. etc.
3. Logic Representation
甲、 Propositional logic 乙、 First-order logic i. Unification ii. Resolution
4. Learning
甲、 Supervised learning i. Decision tree ii. Perceptrons 乙、 Unsupervised learning i. Conceptual clustering
| 週次 | 主題 |
|---|---|
| 第 1 週 | 2025-02-17(一) |
| 第 2 週 | 2025-02-24(一) |
| 第 3 週 | 2025-03-03(一) |
| 第 4 週 | 2025-03-10(一) |
| 第 5 週 | 2025-03-17(一) |
| 第 6 週 | 2025-03-24(一) |
| 第 7 週 | 2025-03-31(一) |
| 第 8 週 | 2025-04-07(一) |
| 第 9 週 | 2025-04-14(一) |
| 第 10 週 | 2025-04-21(一) |
| 第 11 週 | 2025-04-28(一) |
| 第 12 週 | 2025-05-05(一) |
| 第 13 週 | 2025-05-12(一) |
| 第 14 週 | 2025-05-19(一) |
| 第 15 週 | 2025-05-26(一) |
| 第 16 週 | 2025-06-02(一) |
| 第 17 週 | 2025-06-09(一) |
| 第 18 週 | 2025-06-16(一) |
Artificial Intelligence: A Modern Approach by Russell & Norvig
- 地點
- EC332C
- 時間
- by appointment
- 聯絡方式
- by e-mail