CS440: Introduction to Artificial Intelligence

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start [2017/05/25 14:33]
127.0.0.1 external edit 		start [2017/08/23 08:53]
anderson [October]
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-Lecture videos will be available.+Lecture videos are available from the Canvas site (in the menu on the left) by selecting [[https://colostate.instructure.com/courses/55296/external_tools/2755|Echo 360]].
  
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 ^  Week      ^  Topic      ^  Material  ^  Reading          ^  Assignments  ^ ^  Week      ^  Topic      ^  Material  ^  Reading          ^  Assignments  ^
-| Week 1:\\  Aug 21 - Aug 25    |   |   | [[http://www.nytimes.com/2016/12/14/magazine/the-great-ai-awakening.html?_r=0|The Great A.I. Awakening]], by Gideon Lewis-Krause, NYT, Dec 14, 2016.\\ Section 1 of   [[http://www.scipy-lectures.org|Scipy Lecture Notes]]      |  |  +| Week 1:\\  Aug 21 - Aug 25    | What is AI?  Promises and fears.\\ Python review.\\ Problem-Solving Agents.  | [[http://nbviewer.ipython.org/url/www.cs.colostate.edu/~anderson/cs440/notebooks/01 Introduction to AI.ipynb|01 Introduction to AI]]\\ [[http://nbviewer.ipython.org/url/www.cs.colostate.edu/~anderson/cs440/notebooks/02 Introduction to Python.ipynb|02 Introduction to Python]]\\ [[http://nbviewer.ipython.org/url/www.cs.colostate.edu/~anderson/cs440/notebooks/03 Problem-Solving Agents.ipynb|03 Problem-Solving Agents]]   | Chapters 1, 2, 3.1.\\ [[http://science.sciencemag.org/content/357/6346/7.full|AI, People, and Society]], by Eric Horvitz.\\ [[https://aeon.co/essays/can-we-design-machines-to-make-ethical-decisions|Automated Ethics]], by Tom Chatfield.\\ [[http://www.nytimes.com/2016/12/14/magazine/the-great-ai-awakening.html?_r=0|The Great A.I. Awakening]], by Gideon Lewis-Krause, NYT, Dec 14, 2016.\\ [[https://www.commondreams.org/news/2017/07/19/fundamental-existential-threat-lawmakers-warned-risks-killer-robots|"Fundamental Existential Threat": Lawmakers Warned of the Risks of Killer Robots]], by Julia Conley\\ Section 1 of [[http://www.scipy-lectures.org|Scipy Lecture Notes]]   |  |  
-| Week 2:\\ Aug 28 - Sept 1    |     |     |   |   +| Week 2:\\ Aug 28 - Sept 1    |  Problem-solving search and how to measure performance.\\ Iterative deepening and other uninformed search methods.   |     | Sections 3.1 - 3.4  |   
  
  
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 ^  Week      ^  Topic      ^  Material  ^  Reading          ^  Assignments  ^ ^  Week      ^  Topic      ^  Material  ^  Reading          ^  Assignments  ^
-| Week 3:\\ Sept 4 - Sept 8  |  |  |  | +| Week 3:\\ Sept 4 - Sept 8  | Informed search. A* search. Python classes, sorting, numpy arrays.  |  | Rest of Chapter 3  | 
-| Week 4:\\ Sept 11 - Sept 15   |  |  |  | +| Week 4:\\ Sept 11 - Sept 15   |  A* optimality, admissible heuristics, effective branching factor.\\ Local search and optimization.  |  | Chapter 4  | 
-| Week 5:\\ Sept 18 - Sept 22   |  |  |  | +| Week 5:\\ Sept 18 - Sept 22   | Adversarial search. Minimax. Alpha-beta pruning. Negamax, with pruning.  |  | Chapter 5  | 
-| Week 6:\\ Sept 25 - Sept 29   |  |  |  |+| Week 6:\\ Sept 25 - Sept 29   | Stochastic games. Expectimax. |  | Sections 5.5 - 5.6 |
  
 ===== October ===== ===== October =====
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 ^  Week      ^  Topic      ^  Material  ^  Reading          ^  Assignments  ^ ^  Week      ^  Topic      ^  Material  ^  Reading          ^  Assignments  ^
-| Week 7:\\ Oct 2 - Oct 6  |  |  |  | +| Week 7:\\ Oct 2 - Oct 6  | Introduction to Reinforcement Learning.  |  | Chapter 21\\ [[http://incompleteideas.net/sutton/book/the-book-2nd.html|Reinforcement Learning: An Introduction]]\\ [[http://www.springerlink.com/content/q04392v367885456/|Reinforcement Learning in Games]]  | 
-| Week 8:\\ Oct 9 - Oct 13  |  |  |  | +| Week 8:\\ Oct 9 - Oct 13  | Constraint satisfaction. Min-conflicts  |  | Chapter 6.\\ [[http://dl.acm.org/citation.cfm?id=1928809|A new iterated local search algorithm for solving broadcast scheduling problems in packet radio networks]]  | 
-| Week 9:\\ Oct 16 - Oct 20  |  |  |  |+| Week 9:\\ Oct 16 - Oct 20  | Propositional and First-Order Logic. Introduction to Prolog.  |  | Chapters 7, 8, 9  |
 | Week 10:\\ Oct 23 - Oct 27  |  |  |  | | Week 10:\\ Oct 23 - Oct 27  |  |  |  |
  
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