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CS 188 Fall 2022
Announcements
RRR Week Announcements
- Final exam logistics are posted at https://inst.eecs.berkeley.edu/~cs188/fa22/exam.
- If you need an alternate time, remote exam, or accommodations (e.g. DSP), please fill out the logistics form by Sunday, December 11, 11:59 PM PT.
- We will try and make a more detailed post about scope once the exam is finalized later this week. We’ll only be lightly testing content that was covered after the strike started.
- For 1 extra credit point on the final, fill out the course evaluations, and upload proof to Gradescope. Evaluations close on Sunday, December 11, 11:59 PM PT.
- Instructor office hours this week: Monday through Thursday, 5-6:30pm PT, online.
- We’ll work out a solution to the missing weeks of discussion attendance after the final exam is over, so please hold any questions about discussion attendance until then.
Calendar
| Wk. | Date | Lecture | Readings | Discussion | Homework | Project |
|---|---|---|---|---|---|---|
| 0 | Thu Aug 25 | 0. Intro to AI Slides / Recording | Ch. 1, 2 | No discussion | Project 0
(due Tue, Aug 30) | |
| 1 | Tue Aug 30 | 1. Uninformed Search Slides / Recording | Ch. 3.1–3.4 Note 1 | 1. Uninformed Search Worksheet / Solutions / Video Exam Prep / Solutions / Video |
HW0 (optional)
(due Fri, Sep 02) Electronic | Project 1
(due Fri, Sep 09) |
| Thu Sep 01 | 2. Informed Search Slides / Recording | Ch. 3.5–3.6 Note 2 | ||||
| 2 | Tue Sep 06 | 3. CSPs I Slides / Recording | Ch. 6.1 CSP Demo Note 3 | 2. Informed Search Worksheet / Solutions / Video Exam Prep / Solutions / Video |
HW1
(due Fri, Sep 09) Electronic Written (TeX) | |
| Thu Sep 08 | 4. CSPs II Slides / Recording | Ch. 6.2–6.5 Note 4 | ||||
| 3 | Tue Sep 13 | 5. Search with Other Agents I Slides / Recording | Ch. 5.2–5.5 Note 5 | 3. CSPs Worksheet / Solutions / Video Exam Prep / Solutions / Video |
HW2
(due Fri, Sep 16) Electronic Written (TeX) | Project 2
(due Thu, Sep 22) |
| Thu Sep 15 | 6. Search with Other Agents II Slides / Recording | Ch. 5.2–5.5, 16.1–16.3 Note 6 | ||||
| 4 | Tue Sep 20 | 7. MDPs I Slides / Recording | Ch. 17.1–17.3 Note 7 | 4. Adversarial Search Worksheet / Solutions / Video Exam Prep / Solutions / Video |
HW3
(due Fri, Sep 23) Electronic Written (TeX) | |
| Thu Sep 22 | 8. MDPs II Slides / Recording | Ch. 17.1–17.3 Note 8 | ||||
| 5 | Tue Sep 27 | 9. RL I Slides / Recording | Ch. 21 Note 9 | 5. MDPs Worksheet / Solutions / Video Exam Prep / Solutions / Video |
HW4
(due Fri, Sep 30) Electronic Written (TeX) | Project 3
(due Tue, Oct 4) |
| Thu Sep 29 | 10. RL II Slides / Recording | Ch. 21 Note 10 | ||||
| 6 | Tue Oct 04 | 11. Probability Slides / Recording | Ch. 13.1–13.5 Note 11 | 6. Midterm Review RL / Games / CSP Search / MDP Solutions (RL) / Solutions (Games) / Solutions (CSP) Solutions (Search) / Solutions (MDP) |
HW5
(due Fri, Oct 07) Electronic Written (TeX) | |
| Thu Oct 06 | 12. BN: Representation Slides / Recording | Ch. 14.1–14.2, 14.4 Note 12 | ||||
| 7 | Tue Oct 11 | No lecture | No discussion | |||
| Tue Oct 11 | ||||||
| Thu Oct 13 | 13. BN: Independence Slides / Recording | Ch. 14.3 Note 13 | ||||
| 8 | Tue Oct 18 | 14. BN: Inference Slides / Recording | Ch. 14.4 Note 14 | 7. Bayes' Nets Worksheet / Solutions / Video Exam Prep / Solutions / Video |
HW6
(due Fri, Oct 21) Electronic Written (TeX) | Project 4
(due Tue, Nov 08) |
| Thu Oct 20 | 15. BN: Sampling Slides / Recording | Ch. 14.4–14.5 Note 15 | ||||
| 9 | Tue Oct 25 | 16. Decision Networks & VPI Slides / Recording | Ch. 16.5–16.6 Note 16 | 8. Bayes' Nets, VPIs Worksheet / Solutions / Video Exam Prep / Solutions / Video |
HW7
(due Fri, Oct 28) Electronic Written (TeX) | |
| Thu Oct 27 | 17. Hidden Markov Models Slides / Recording | Ch. 15.2, 15.5 Note 17 | ||||
| 10 | Tue Nov 01 | 18. Particle Filtering Slides / Recording | Ch. 15.2, 15.6 Note 18 | 9. HMMs, Particle Filtering Worksheet / Solutions / Video Exam Prep / Solutions / Video |
HW8
(due Fri, Nov 04) Electronic Written (TeX) | |
| Thu Nov 03 | 19. ML: Naive Bayes Slides / Recording | Ch. 20.1–20.2.2 Note 19 | ||||
| 11 | Tue Nov 08 | 20. ML: Naive Bayes & Perceptrons Slides / Recording | Ch. 18.6.3 Note 20 | 10. Naive Bayes, Perceptron Worksheet / Solutions / Video Exam Prep / Solutions / Video |
HW9
(due Tue, Nov 29) Electronic Written (TeX) | |
| Thu Nov 10 | 21. ML: Logistic Regression & Optimization Slides / Recording | Ch. 18.8 Note 21 | ||||
| 12 | Tue Nov 15 | 22. ML: Optimization & Neural Networks Slides / Recording | Note 22 | 11. Optimization, Neural Nets (no sections, old worksheets only) Worksheet / Solutions / Video Exam Prep / Solutions / Video |
HW10
(due never (optional)) | Project 5
(due Thu, Dec 01) |
| Thu Nov 17 | 23. ML: Neural Networks Slides / Recording | |||||
| 13 | Tue Nov 22 | No lecture (Thanksgiving) | No Discussion | |||
| Thu Nov 24 | No lecture (Thanksgiving) | |||||
| 14 | Tue Nov 29 | 24. Applications & Conclusion Slides / Recording | 12. Final Review (no sections, old worksheets only) Worksheets: Search / CSP / Games / RL Bayes' Nets / HMMs / ML Solutions: Search / CSP / Games / RL Bayes' Nets / HMMs / ML Recordings: Games / RL / HMMs |
|||
| Thu Dec 01 | 25. Review Recording | |||||
| 15 | Tue Dec 06 | No lecture (RRR Week) | No Discussion | |||
| Thu Dec 08 | No lecture (RRR Week) | |||||
| 16 | Tue Dec 13 | No lecture (Finals Week) | No Discussion | |||
| Thu Dec 15 | Final Exam (11:30am–2:30pm PT) |