人工智能导论, 2025
南京大学，智能科学与技术学院
授课教师: Lan-Zhe Guo (郭兰哲)
联系方式: guolz@nju.edu.cn. 欢迎大家随时对课程提出问题或建议😀😀
上课地点: 9:00-12:00 AM, 南雍楼西209
参考书籍: 《人工智能：现代方法》（第四版）
课程QQ群: 285851583
每周开放办公室交流，可以交流课程、学业、生活等各方面的问题，提前约时间即可~
Course Calendar
| Week | Date | Lecture | Textbook | Further Reading | Homework | Project |
|---|---|---|---|---|---|---|
| 1 | Friday Aug 29 | 1. Introduction Slides |
AIMA 1.1-1.3 |
1. Computing Machinery and Intelligence by Alan Turing 2. 自动定理证明兴衰纪 |
- | Project 0 [optional]
|
| 2 | Friday Sep 05 | 2. Uniformed Search Slides |
AIMA 3.1-3.4 |
Homework 1 Due: 10.12 |
Project 1 Due: 09.21 |
|
| 3 | Friday Sep 12 |
3. Informed Search Slides |
AIMA 3.5-3.6 |
1. Beyond A*: Better Planning with Transformers via Search Dynamics Bootstrapping 2. Visual Planning: Let's Think Only with Images |
||
| 4 | Friday Sep 19 | 4. Game Search Slides |
AIMA 5.1-5.4 |
1. AlphaGo: Mastering the game of Go with deep neural networks and tree search 2. AlphaZero: Mastering the game of Go without human knowledge |
Project 2 Due: 10.09 |
|
| 5 | Friday Sep 26 | 5. Reinforcement Learning I Slides |
- |
1. OpenAI Gym | - |
Project 3 Due: 11.03 |
| 6 | Friday Oct 03 |
国庆调休，祝大家国庆快乐😃 | ||||
| 7 | Friday Oct 10 | 6. Reinforcement Learning II Slides |
- |
1. 动手学强化学习 | - | |
| 8 | Friday Oct 17 | 7. Machine Learning: Preliminary Slides |
AIMA 19.1-19.2, 19.4 |
- | - | |