Date | Topic | Readings | Assignments & Exams |
Aug 26 | Introduction & Course Overview |
AIMA Chapter 1 | |
Aug 28 | AI Representation | AIMA Chapter 2 | |
Sep 2 | Search: Problem Formulation | AIMA 3.1-3.3 | |
Sep 4 | Search: Uninformed Search | AIMA 3.4 | |
Sep 9 | Search: Informed Search | AIMA 3.5-3.6 | Assignment 1 out |
Sep 11 | Local Search | AIMA 4.1 | |
Sep 16 | Adversarial Search: Minimax | AIMA 5.1-5.2 | |
Sep 18 | Adversarial Search: Alpha-Beta Pruning | AIMA 5.3 | Assignment 1 due (Sunday Sep 21, 11:59pm) |
Sep 23 | CSP: Problem Formulation and Inference | AIMA 6.1-6.2 | |
Sep 25 | CSP: Backtracking and Local Search | AIMA 6.3-6.5 | |
Sep 30 | Logic: Propositional Logic Syntax and Semantics | AIMA 7.2-7.4 | Assignment 2 out |
Oct 2 | Logic: Propositional Theorem Proving | AIMA 7.5-7.6 | |
Oct 7 | Logic: First Order Logic Syntax and Semantics | AIMA 8.2-8.3 | |
Oct 9 | Logic: First Order Logic Inference | AIMA 9.1-9.5 | |
Oct 14 | No class (October break) | ||
Oct 16 | Midterm Review | Assignment 2 due (Sunday Oct 19, 11:59pm) | |
Oct 21 | No class (Evening midterm exam) | Midterm exam (Tuesday Oct 21, 8-10pm, LILY 1105/SMTH 108) | |
Oct 23 | Probability and Uncertainty | AIMA 12.2-12.6 | |
Oct 28 | Bayesian Networks: Representation and Semantics | AIMA 13.1-13.2 | |
Oct 30 | Bayesian Networks: Independence | Assignment 3 out | |
Nov 4 | Bayesian Networks: Inference | AIMA 13.3-13.4 | |
Nov 6 | MDP: Problem Formulation | AIMA 17.1 | |
Nov 11 | MDP: Value Iteration | AIMA 17.2.1 | |
Nov 13 | MDP: Policy Iteration | AIMA 17.2.2 | Assignment 3 due (Sunday Nov 17, 11:59pm) |
Nov 18 | Reinforcement Learning: Problem Formulation | AIMA 22.1-22.2 | |
Nov 20 | Reinforcement Learning: Q-Learning | AIMA 22.3 | Assignment 4 out |
Nov 25 | Supervised Learning: Overview | AIMA 19.1-19.2 | |
Nov 27 | No class (Thanksgiving break) | ||
Dec 2 | Supervised Learning: Model Search and Evaluation | AIMA 19.4 | |
Dec 4 | Special Topics | Assignment 4 due (Sunday Dec 7, 11:59pm) | |
Dec 9 | Special Topics | ||
Dec 11 | Final review | Final exam (TBD) |
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