| Week | Dates | Days and Topics | Readings | Homework
|
|---|
| 0
| Sep. 3 - Sep. 4
| Day 1: Introduction to AI
| None
|
| Day 2: Uninformed search
| pp 1&2, 1.2
|
| 1
| Sep. 7 - Sep. 11
| Day 3: Uniformed search cont'd, Turing Test
| 3.1.1, 3.1.3, 3.2.1, 3.2.3, 3.2.4.
| Turing
review
|
| Day 4: Heuristic Search
| 1.1.5, 4.0, 4.1.1, 4.2.1, 4.2.2.
|
| Day 5: Properties of heuristic functions
| 4.3.0, 4.3.1, 4.3.2, 4.3.3.
|
| Day 6: Reducing size of state space, Game Playing
| 4.4 - 4.6
| Uninformed search
|
| 2
| Sep. 14 - Sep. 18
| Day 7: Introduction to logic, Formalization
| pp 35-44
|
| Day 8: Propositional logic
| 2.0, 2.1
|
| Day 9: First-order logic
| 2.2, 2.3.1
|
| Day 10: Proofs and translation into FOL
| None
|
| 3
| Sep. 21 - Sep. 25
| Day 11: Automated therorem provers, Resolution
| 14.2.3
|
| Day 12: Unification
| 2.3.2
| Heuristic
Search
|
| Day 13: Resolution Strategies, Converting into clause form
| 14.2.4, 14.2.1, 14.2.2
| AlphaBeta
|
| Day 14: Introduction to Planning, STRIPS
| 8.4
|
| 4
| Sep. 28 - Oct. 2
| Day 15: Review of Alpha/Beta Search
| None
|
| Day 16: Theorem provers
in planning, The frame problem
| None
| Game Search
Review
|
| Day 17: The Urban Challenge, ...
|
| Proofs
|
| Day 18: STRIPS review, Partial order planning, Hierarchical
planning
|
| 5
| Oct. 5 - Oct. 9
| Day 19: Knowledge representation, Semantic networks, Frames
| pp 223 - 226, 7.0, 7.1.1, 7.1.2, 7.1.5
| Team Preferences
Informed Consent
|
| Day 20: Scripts, Commonsense reasoning
| 7.1.3, 7.1.4, 7.2.
|
| Day 21: Reasoning under uncertainty
| 5.2.4, 5.3
| Presentation
proposal
|
| Day 22: Certainty factors, Chinese Room
| Review
|
| 6
| Oct. 12 - Oct. 14
| Day 23: Expert Systems
| 8.0, 8.1, 8.2, 9.2.1.
|
| Day 24: Introduction to Machine Learning,
Inductive learning
| 10.0, 10.1
|
| 7
| Oct. 19 - Oct. 23
| Day 25: Learning Decision Trees, Learning by discovery
| 10.3
|
| Day 26: Introduction to Case-Based Reasoning
| 8.3.3
| Reasoning
|
Day 27: Case-Based Reasoning in more detail,
Copycat
| 7.3.2
|
| Day 28: Copycat
|
| Position paper
|
| 8
| Oct. 26 - Oct. 30
| Day 29: Human learning by implanting chips
Genetic algorithms
| 12.0, 12.1
|
| Day 30: Game server Q/A. Time permitting: Finish GAs.
|
| Day 31: Student
presentations of current work
|
| Presentation and review
|
| Day 32: Student
presentations of current work
|
| Presentation and
review
|
| 9
| Nov. 2 - Nov. 6
| Day 33: Cellular automata, Swarm Intelligence
| 12.3.0, 12.3.1
|
| Day 34: Student
presentations of current work
|
| Presentation and
review
|
| Day 35: Introduction to Neural Networks, Perceptrons,
Multi-layer Feedforward Networks
| 11.0, 11.1, 11.2, 11.3
|
| Day 36: Student
presentations of current work
|
| Presentation and
review
|
| 10
| Nov. 9 - Nov. 13
| Day 37: Deep Blue
|
| Day 38: Student
presentations of current work
|
| Presentation and
review
|
| Day 39: Round Two of game tournament
|
| Day 40: Student
presentations of current work,
Course evals, tournament survery
|
| Presentation and
review
Tournament
|