CS188 Fall 2025
UC Berkley 的人工智能导论，Fall 2025 版本
前 24 节课程视频 Lecture 选择 Fall 2018 版本（据说质量更高一些）
其他的内容均选择 Fall 2025 版本（有公开版本的作业可以提交批改）
作业提交平台 Gradescope，使用邀请码 4VK322，选择学校为 UC Berkley 即可参与，不需要学生身份
Lecture Notes 基本上是对课程自带 Note + PPT 的概括，从某种悲观的角度来看，就是翻译原来的英文讲义（自身理解难以超出书本）
Discussion 就不看了
HWs&PROJs 是作业/项目实现，着重在 Project 的实现
📅 CS188 Fall 2025 Calendar
CS 188 Fall 2025 | Introduction to Artificial Intelligence at UC Berkeley
| Wk. | Date | Lecture (pptx) | Readings | Discussion | HW | Project |
|---|---|---|---|---|---|---|
| 1 |
Thu Aug 28 | 1. Intro Slides / Video / Recording |
AIMA 1-2
1.1 |
No Discussion | HW0 [optional]
(due Tue Sep 02) Part A / No Part B |
Project 0 (optional)
(due Fri Aug 29) |
| 2 |
Tue Sep 02 | 2. Uninformed Search Slides / Video / Recording |
AIMA 3.1-3.4
1.2-1.3 |
No Discussion | HW1
(due Thu Sep 11) Part A / Part B |
Project 1
(due Fri Sep 12) |
|
Thu Sep 04 | 3. A* Search and Heuristics Slides / Video / Recording |
AIMA 3.5-3.6
1.4-1.5 |
||||
| 3 |
Tue Sep 09 | 4. CSPs I Slides / Video / Recording |
AIMA 6.1
2.1-2.4 CSP Demo |
1. Search Discussion: Worksheet / Solutions / Video Exam Prep: Worksheet / Solutions / Video |
HW2
(due Thu Sep 18) Part A / Part B |
|
|
Thu Sep 11 | 5. CSPs II Slides / Video / Recording |
AIMA 6.2-6.5
2.4-2.6 |
||||
| 4 |
Tue Sep 16 | 6. Game Trees I Slides / Video / Recording |
AIMA 5.2-5.5
3.1-3.2 |
2. CSPs Discussion: Worksheet / Solutions / Video Exam Prep: Worksheet / Solutions / Video |
HW3
(due Thu Sep 25) Part A / Part B |
Project 2
(due Fri Sep 26) |
|
Thu Sep 18 | 7. Game Trees II Slides / Video / Recording |
AIMA 5.2-5.5, 16.1-16.3
3.3-3.6 |
||||
| 5 |
Tue Sep 23 | 8. MDPs I Slides / Video / Recording |
AIMA 17.1-17.2
4.1-4.2 |
3. Game Trees Discussion: Worksheet / Solutions / Video Exam Prep: Worksheet / Solutions / Video |
HW4
(due Thu Oct 02) Part A / Part B |
|
|
Thu Sep 25 | 9. MDPs II Slides / Video / Recording |
AIMA 17.1-17.2
4.3-4.5 |
||||
| 6 |
Tue Sep 30 | 10. RL I Slides / Video / Recording |
AIMA 22
5.1-5.3 |
4. MDPs Discussion: Worksheet / Solutions / Video Exam Prep: Worksheet / Solutions / Video |
HW5
(due Thu Oct 09) Part A / Part B |
Project 3
(due Fri Oct 10) |
|
Thu Oct 02 | 11. RL II Slides / Video / Recording |
AIMA 22
5.4-5.5 |
||||
| 7 |
Tue Oct 07 | 12. Probability Slides / Video / Recording |
AIMA 12.1-12.5
6.1-6.2 |
5. RL Discussion: Worksheet / Solutions / Video Exam Prep: Worksheet / Solutions / Video |
HW6
(due Thu Oct 16) Part A / Part B |
|
|
Thu Oct 09 | 13. Bayes Nets: Representation Slides / Video / Recording |
AIMA 13.1-13.3
6.3-6.4 |
||||
| 8 |
Tue Oct 14 | 14. Bayes Nets: Independence Slides / Video / Recording |
AIMA 13.2
6.5 |
6. Probability and Bayes Nets Discussion: Worksheet / Solutions / Video |
Project 4
(due Fri Nov 07) |
|
|
Thu Oct 16 | 15. Bayes Nets: Inference Slides / Video / Recording |
AIMA 13.3
6.6 |
||||
| 9 |
Tue Oct 21 | 16. Bayes Nets: Sampling Slides / Video / Recording |
AIMA 13.3-13.4
6.7-6.8 |
No Discussion | HW7
(due Thu Oct 30) Part A / Part B / Solutions |
|
|
Wed Oct 22 | Midterm (Wed Oct 22, 7–9pm PT) |
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|
Thu Oct 23 | 17. Decision Networks and VPI Slides / Video / Recording |
AIMA 16.5-16.6
7.1-7.3 |
||||
| 10 |
Tue Oct 28 | 18. HMMs Slides / Video / Recording |
AIMA 14.3, 14.5
8.1-8.3 |
7. BN Inference and Sampling Discussion: Worksheet / Solutions / Video Exam Prep: Worksheet / Solutions / Video |
HW8
(due Thu Nov 06) Part A / Part B |
|
|
Thu Oct 30 | 19. Particle Filtering Slides / Video / Recording |
AIMA 14.3
8.4-8.5 |
||||
| 11 |
Tue Nov 04 | 20. ML I: Naive Bayes Slides / Video / Recording |
AIMA 20.1-20.2
9.1-9.2 |
8. VPI and HMMs Discussion: Worksheet / Solutions / Video Exam Prep: Worksheet / Solutions / Video |
HW9
(due Thu Nov 13) Part A / Part B |
|
|
Thu Nov 06 | 21. ML II: Perceptrons Slides / Video / Recording |
AIMA 19.6
9.3-9.5, 9.7, 9.8 |
||||
| 12 |
Tue Nov 11 | No Lecture (Veterans Day) |
9. Particle Filtering and Naive Bayes Discussion: Worksheet / Solutions / Video Exam Prep: Worksheet / Solutions / Video |
HW10
(due Thu Nov 20) Part A / Part B |
Project 5
(due Fri Nov 21) |
|
|
Thu Nov 13 | 22. ML III: Neural Networks Slides / Video / Recording |
AIMA 19.7
9.6, 9.9 |
||||
| 13 |
Tue Nov 18 | 23. ML IV: Applications & Decision Trees Slides / Video / Recording |
AIMA 19.3 | 10. ML Discussion: Worksheet / Solutions / Video Exam Prep: Worksheet / Solutions / Video |
||
|
Thu Nov 20 | 24. ML V: Transformers Slides / Recording |
AIMA 24.4-24.5 | ||||
| 14 |
Tue Nov 25 | 25. Applications: AI for Healthcare Slides / Recording |
No Discussion | |||
|
Thu Nov 27 | No Lecture (Thanksgiving Break) |
|||||
| 15 |
Tue Dec 02 | 26. Applications: AI for Equality and Course Wrap-up Slides / Recording |
11. ML 2 Discussion: Worksheet / Solutions / Video Exam Prep: Worksheet / Solutions / Video |
|||
|
Thu Dec 04 | No Lecture |
|||||
| 16 |
Tue Dec 09 | RRR Week |
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|
Thu Dec 11 | ||||||
| 17 |
Tue Dec 16 | |||||
|
Thu Dec 18 | Final Exam (Thu Dec 18, 11:30am–2:30pm PT) |