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COL770

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COL770
Advanced Artificial Intelligence
Credits 4
Structure 3-0-2
Pre-requisites COL106 OR Equivalent
Overlaps

COL770 : Advanced Artificial Intelligence

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Overlap with: COL333, ELL789 Philosophy of artificial intelligence, fundamental and advanced search techniques (A*, local search, suboptimal heuristic search, search in AND/OR graphs), constraint optimization, temporal reasoning, knowledge representation and reasoning through propositional and first order logic, modern game playing (UCT), planning under uncertainty (Topological value iteration, LAO*, LRTDP), reinforcement learning, introduction to robotics, introduction to probabilistic graphical models (Bayesian networks, Hidden Markov models, Conditional random fields), machine learning, introduction to information systems (information retrieval, information extraction).