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2009: Topics Covered in COSC 6368
More general topics: search algorithm in general logical reasoning and FOPL as a language AI-specific Topics: Heuristic Search/Games/Applying those techniques in the Rush Hour Course project. resolution / theorem proving reasoning in uncertain environments: naïve Bayesian systems, soft computing and belief networks (was cut a little short) machine learning centering on neural networks, decision trees and reinforcement learning Evolutionary computing The 2009 class was taught more “applied” and project/homework oriented more time was allocated in lectures to discuss projects and homework problems and for in-class-homeworks The 2009 teaching centered more on depth than on breadthless topics were coved in 2009.
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AI in General and What Was not Covered in COSC 6368
Robotics is a quite important sub-field of AI, but very few teach it in the graduate AI class. Planning deserves some coverage. Intelligent Agents and AI for the Internet might become more important changing what is taught in graduate AI-classes in a few years from now. Data Mining was not covered due to the fact that a course on this topic will be offered in Fall 2009. Knowledge-based systems deserve some coverage. Foundations of AI was not covered (we were just running out of time)
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