Date | Topic | Readings | Assignments & Exams |
Aug 23 | Introduction & Course Overview |
AIMA Chapter 1 | |
Aug 25 | AI Representation | AIMA Chapter 2 | |
Aug 30 | Search: Problem Formulation | AIMA 3.1-3.2 | |
Sep 1 | Search: Uninformed Search | AIMA 3.3-3.4 | |
Sep 6 | Search: Informed Search | AIMA 3.5-3.6 | Assignment 1 out |
Sep 8 | Local Search | AIMA 4.1 | |
Sep 13 | Adversarial Search: Minimax | AIMA 5.1-5.2 | |
Sep 15 | Adversarial Search: Alpha-Beta Pruning | AIMA 5.3 | |
Sep 20 | CSP: Problem Formulation and Inference | AIMA 6.1-6.2 | Assignment 1 due (Friday Sep 23, 11:59pm) |
Sep 22 | CSP: Backtracking and Local Search | AIMA 6.3-6.5 | |
Sep 27 | Logic: Propositional Logic Syntax and Semantics | AIMA 7.2-7.4 | |
Sep 29 | Logic: Propositional Theorem Proving | AIMA 7.5-7.6 | Assignment 2 out |
Oct 4 | Logic: First Order Logic Syntax and Semantics | AIMA 8.2-8.3 | |
Oct 6 | Logic: First Order Logic Inference | AIMA 9.1-9.5 | |
Oct 11 | No class (October break) | ||
Oct 13 | Probability and Uncertainty | AIMA 13.2-13.6 | Assignment 2 due (Sunday Oct 16, 11:59pm) |
Oct 18 | Midterm Review | ||
Oct 20 | No class (Evening midterm exam) | Midterm exam (Thursday Oct 20, 8-10pm, PHYS 112) | |
Oct 25 | Bayesian Networks: Representation and Semantics | AIMA 14.1-14.2 | |
Oct 27 | Bayesian Networks: Independence | ||
Nov 1 | Bayesian Networks: Inference | AIMA 14.4-14.5 | Assignment 3 out |
Nov 3 | MDP: Problem Formulation | AIMA 17.1 | |
Nov 8 | MDP: Value Iteration | AIMA 17.2 | |
Nov 10 | MDP: Policy Iteration | AIMA 17.3 | |
Nov 15 | Reinforcement Learning: Problem Formulation | AIMA 21.1-21.2 | Assignment 3 due (Wednesday Nov 16, 11:59pm) |
Nov 17 | Reinforcement Learning: Q-Learning | AIMA 21.3 | Assignment 4 out |
Nov 22 | Supervised Learning: Overview | AIMA 18.2-18.3 | |
Nov 24 | No class (Thanksgiving break) | ||
Nov 29 | Supervised Learning: Model Search and Evaluation | AIMA 18.4 | |
Dec 1 | Special Topics | ||
Dec 6 | Special Topics | Assignment 4 due (Wednesday Dec 7, 11:59pm) | |
Dec 8 | Final review | Final exam (Friday Dec 16, 8-10am, PHYS 112) |
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