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CMSC 25000 - Artificial Intelligence
Winter 2003
Syllabus


Date Topics Artificial
Intelligence
Additional
Readings
Assignment
Due in Class
Slides
January 7 What is AI?       1
January 9 Intelligent Agency Chapter 2     2
January 14 Basic & Heuristic Search Chapter 3   Scheme 3
January 16 Informed & Optimal Search Chapter 4     4
January 21 Constraint Satisfaction Chapter 5   Search 5
January 23 Constraint Satisfaction II       6
January 28 Adversarial & Game Search Chapter 6   Constraint Propagation 7
January 30 Genetic Algorithms Chapter 20.8     8
February 4 Planning Chapter 12   Games and GAs 9
February 6 Reasoning with Uncertainty Chapter 13 Szolovits   10
February 11 Midterm Exam        
February 13 Probabilistic Reasoning over Time
HMMs & Speech
Chapter 15     12
February 18 Learning:
Decision Trees
Chapter 18   Probabilistic Reasoning 13
February 20 Learning:
Nearest Neighbor
Chapter 20.4     14
February 25 Learning:
Perceptrons
Chapter 20.5   HMMs; Learning: Decision Trees 15
February 27 Learning:
Neural Networks
Chapter 20.5     16
March 4 Unsupervised Acquisition
of Morphology
Prof. John Goldsmith
Linguistics
      17
March 6 Probabilistic Language Processing Chapter 23   Learning: Perceptrons & NNs 18
March 11 Probabilistic Language Processing Chapter   Learning: Nearest Neighbor 19
March TBD Final Exam
TBD