Certificate in AI Planning: Strategic Solutions
-- ViewingNowCertificate in AI Planning: Strategic Solutions: This certificate course is a comprehensive program designed to equip learners with essential skills in Artificial Intelligence (AI) planning. The course highlights the importance of AI planning in strategic decision-making and problem-solving for businesses.
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⢠Unit 1: Introduction to AI Planning · Overview of AI planning techniques, history, and applications.
⢠Unit 2: Classical Planning · State-space planning, planning as satisfiability, planning as search.
⢠Unit 3: Planning Languages · PDDL (Planning Domain Definition Language), action languages.
⢠Unit 4: Planning Algorithms · Heuristic search, temporal planning, hierarchical task network (HTN) planning.
⢠Unit 5: Constraint Satisfaction Problems (CSPs) · Problem representation, constraint satisfaction algorithms, and applying CSPs in AI planning.
⢠Unit 6: Planning under Uncertainty · Partially observable Markov decision processes (POMDPs) and stochastic planning.
⢠Unit 7: AI Planning Applications · Real-world examples, such as robotics, logistics, and automated scheduling.
⢠Unit 8: AI Planning Evaluation · Metrics and tools for assessing AI planning performance.
⢠Unit 9: AI Planning Tools · Overview of available software, libraries, and frameworks for AI planning.
⢠Unit 10: Ethical Considerations · Discussion of ethical implications and social responsibility in AI planning.
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