“Artificial Intelligence: A Modern Approach” Third Edition, Russell R & Norvig P, Prentice Hall, 2010 (R&N).The abbreviation NIE stands for the following edition of the same book:
“Artificial Intelligence: A Modern Approach” Third Edition, Pearson New International Edition, Russell R & Norvig P, Pearson, 2014.
Date | Title | Recommended reading |
---|---|---|
Week 1 | ||
Tues 14/01/20 | 1. Intelligent Agents | R&N Chapter 2 or NIE Chapter (2) "Intelligent Agents" |
Thurs 16/01/20 | 2. Problem Solving by Searching | R&N Sections 3.1-3.3 or NIE Chapter (3) "Solving Problems by Searching", Sections 1-3 |
Fri 17/01/20 | 3. Search Strategies | R&N Sections 3.3, 3.4, 3.7 or NIE Chapter (3) "Solving Problems by Searching", Sections 3, 4, 7 |
Week 2 | ||
Tues 21/01/20 | 4. Adversarial Search | R&N Sections 5.1-5.4 or NIE Chapter (5) "Adversarial Search", Sections 1-4 |
Thurs 23/01/20 | 5. Informed Search and Exploration for Agents | R&N Sections 3.5-3.6 or NIE Chapter (3) "Solving Problems by Searching", Sections 5-6 |
Fri 24/01/20 | 6. Logical Agents: Knowledge Bases and the Wumpus World | R&N Sections 7.1-7.5 or NIE Chapter (6) "Logical Agents", Sections 1-5 |
Week 3 | ||
Tues 28/01/20 | 7. Effective Propositional Inference | R&N Sections 7.5-7.7 or NIE Chapter (6) "Logical Agents", Sections 5-7 |
Thurs 30/01/20 | 8. Smart Searching using Constraints | R&N Sections 6.1-6.3 or NIE Chapter (7) "Constraint Satisfaction Problems", Sections 1-3 |
Fri 31/01/20 | 9. Introduction to Coursework 1 | Coursework 1 |
Week 4 | ||
Tue 04/02/20 | 10. First Order Logic | R&N Chapter 8 or NIE Chapter (8) "First-Order Logic" |
Thurs 06/02/20 | 11. Unification and Generalized Modus Ponens | R&N Sections 9.1-9.2 or NIE Chapter (9) "Inference in First-Order Logic", Sections 1-2 |
Fri 07/02/20 | 12. Forward and Backward chaining, Resolution |
R&N Sections 9.3-9.6 or NIE Chapter (9) "Inference in First-Order Logic", Sections 3-6 |
Week 5 | ||
Tue 11/02/20 | 13. Resolution-based Inference |
R&N Sections 9.3-9.6 or NIE Chapter (9) "Inference in First-Order Logic", Sections 3-6 |
Thurs 13/02/20 | 14. Situation Calculus | R&N Section 10.3 from the 2nd Edition |
Fri 14/02/20 | 15. Question & Answer session | |
F L W | ||
Tues 18/02/20 | No Lecture | |
Thurs 20/02/20 | No Lecture | |
Fri 21/02/20 | No Lecture | |
Week 6 | ||
Tue 25/02/20 | 16. Introduction to Planning (2x2) | R&N Sections 10.1 or NIE Chapter (10) "Classical Planning", Section 1 |
Thurs 27/02/20 | 17. State-space Search and Partial-order Planning (2x2) | R&N Sections 10.2, 10.4 and
from the 2nd Edition
Section 11.3 or NIE Chapter (10) "Classical Planning", Sections 2, 4 |
Fri 28/02/20 | 18. Planning and Acting in the Real World I (2x2) | R&N Sections 11.3, 4.3 or NIE Chapter (11) "Planning and Acting in the Real World", Section 3 and Chapter (4) "Beyond Classical Search", Section 3. |
Week 7 | ||
Tues 03/03/20 | 19. Planning and Acting in the Real World II (2x2) | R&N Section 11.2 or NIE Chapter (11) "Planning and Acting in the Real World", Section 2 |
Thurs 05/03/20 | 20. Acting under Uncertainty (2x2) | R&N Sections 13.1-13.2 or NIE Chapter (13) "Quantifying Uncertainty", Sections 1, 2 |
Fri 06/03/20 | 21. Introduction to Coursework 2 (2x2) | Coursework 2 |
Week 8 | ||
Tue 10/03/20 | — Deadline for Coursework 1, at 15:00 | |
Tues 10/03/20 | 22. Probabilities and Bayes' Rule (2x2) | R&N Sections 13.3-13.5 or NIE Chapter (13) "Quantifying Uncertainty", Sections 3-5 |
Thurs 12/03/20 | 23. Probabilistic Reasoning with Bayesian Networks (2x2) | R&N Sections 14.1-14.3 or NIE Chapter (14) "Probabilistic Reasoning", Sections 1-3 |
Fri 13/03/20 | 24. Exact Inference in Bayesian Networks (2x2) | R&N Section 14.4 or NIE Chapter (14) "Probabilistic Reasoning", Section 4 |
Week 9 | ||
Tues 17/03/20 | 25. Approximate Inference in Bayesian Networks (2x2) | R&N Section 14.5 or NIE Chapter (14) "Probabilistic Reasoning", Section 5 |
Thurs 19/03/20 | 26. Time and Uncertainty I (2x2) | R&N Section 15.1-15.2 or NIE Chapter (15) "Probabilistic Reasoning over Time", Sections 1, 2 |
Fri 20/03/20 | 27. Time and Uncertainty II (2x2) | R&N Section 15.2-15.3 or NIE Chapter (15) "Probabilistic Reasoning over Time", Sections 2, 3 |
Week 10 | ||
Tues 24/03/20 | 28. Dynamic Bayesian Networks (2x2) | R&N Section 15.5 or NIE Chapter (15) "Probabilistic Reasoning over Time", Section 5 |
Thurs 26/03/20 | — Deadline for Coursework 2, at 15:00 (changed to 2nd April) | |
Thurs 26/03/20 | 29. Decision Making under Uncertainty (2x2) | R&N Sections 16.1-16.3, 16.5 or NIE Chapter (16) "Making Simple Decisions", Sections 1-3, 5 |
Fri 27/03/20 | 30. Markov Decision Processes (2x2) | R&N Sections 17.1-17.3 or NIE Chapter (17) "Making Complex Decisions", Sections 1-3 |
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