Global Certificate in AI Planning: Smart Strategies
-- ViewingNowThe Global Certificate in AI Planning: Smart Strategies is a comprehensive course that equips learners with essential skills in Artificial Intelligence (AI) planning. This course is crucial in today's technology-driven world, where AI is becoming increasingly important in various industries, including healthcare, finance, and manufacturing.
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โข Unit 1: Introduction to AI Planning · Overview of AI planning techniques, history, and applications
โข Unit 2: Classical Planning · State-space planning, planning graphs, planning as satisfiability
โข Unit 3: Search Algorithms · Best-first search, heuristic search, A\* algorithm, iterative deepening
โข Unit 4: Planning Languages · PDDL, extended PDDL, action languages, and expressiveness
โข Unit 5: Temporal & Metric Planning · Timeline-based planning, temporal action languages, and SPATIAL
โข Unit 6: Planning under Uncertainty · Partially observable Markov decision processes (POMDPs), contingent planning
โข Unit 7: Hierarchical Task Networks (HTNs) · HTN planning, decomposition methods, and abstraction
โข Unit 8: Plan Execution · Monitoring, diagnosis, and repair of plans, plan libraries
โข Unit 9: AI Planning Applications · Robotics, logistics, manufacturing, and autonomous systems
โข Unit 10: Emerging Trends · AI planning in multi-agent systems, machine learning techniques, and explainability
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