Credits: 4 (3-0-2)
Prerequisites: COL106 OR Equivalent
Overlaps with: COL333, ELL789
Description
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).
Prerequisite Tree
flowchart TD
COL770-223[COL770]
COL106-223 --> COL100-223[COL100]
COL770-223 --> COL106-223[COL106]
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