人工智慧概論
Intro. to Artificial Intelligence
| 節 | 週二 |
|---|---|
5 13:20–14:10 | 人工智慧概論 EC122（光復） 2 節連堂 |
6 14:20–15:10 |
* 根據陽明交大上課時間表所列
Welcome to the Introduction to Artificial Intelligence! In recent years, we have witnessed tremendous progress in artificial intelligence (AI). For example, chatGPT can answer sophisticated questions specified by users. Stable diffusion can generate novel images that expert designers may be unable to draw. It seems that existing algorithms can do lots of incredible things. Have we solved the ultimate pursuit of AI? Are these amazing artifacts AI? What are the new challenges in AI? Please sign up for this course if interested in diving into this field! The intended learning outcomes of this course are - List existing definitions of artificial intelligence - Identify problems in the field of artificial intelligence - Explain selected algorithms for the identified problems - Apply the learned algorithms to solve problems - Develop your solution for a problem - Identify new challenges in artificial intelligence
Prerequisites: Programming, Linear Algebra, Algorithm, and Probability
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Homework: 60% - 5 programming assignments (12% each) - HW1: Supervised learning for face detection - HW2: A* search for route planning - HW3: Adversarial search in Pacman - HW4: Reinforcement learning - HW5: Bayesian Network for car tracking Final Project: 40% - A 15-minute recorded presentation - Top-rated groups will be selected for the AI workshop
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| 週次 | 主題 |
|---|---|
| 第 1 週 | Introduction to Artificial Intelligence 2023-02-14(二) |
| 第 2 週 | Machine Learning I 2023-02-21(二) |
| 第 3 週 | Machine Learning II 2023-02-28(二) |
| 第 4 週 | Machine Learning III 2023-03-07(二) |
| 第 5 週 | Problem Solving by Searching 2023-03-14(二) |
| 第 6 週 | Adversarial Search 2023-03-21(二) |
| 第 7 週 | Markov Decision Process 2023-03-28(二) |
| 第 8 週 | Reinforcement Learning 2023-04-04(二) |
| 第 9 週 | Constraint Satisfaction Problems 2023-04-11(二) |
| 第 10 週 | Bayesian Networks 2023-04-18(二) |
| 第 11 週 | Knowledge, Reasoning, and Planning 2023-04-25(二) |
| 第 12 週 | 3D Computer Vision & Robot Navigation 2023-05-02(二) |
| 第 13 週 | Self-Driving Systems 2023-05-09(二) |
| 第 14 週 | Robot Manipulation 2023-05-16(二) |
| 第 15 週 | AI Applications: Guest Speaker 2023-05-23(二) |
| 第 16 週 | AI Applications: Guest Speaker 2023-05-30(二) |
| 第 17 週 | 2023-06-06(二) |
| 第 18 週 | 2023-06-13(二) |
Slides, papers, and online resources Artificial Intelligence: A Modern Approach (4th Ed., 2003) by Russell & Norvig
- 地點
- EC336
- 時間
- By appointment
- 聯絡方式
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