Professional Certificate in AI Planning: Smarter Strategies
-- ViewingNowThe Professional Certificate in AI Planning: Smarter Strategies is a course designed to equip learners with essential skills in artificial intelligence (AI) planning. This certificate program, offered by leading universities and institutions, highlights the importance of AI planning in creating smarter and more efficient strategies for business and technology.
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โข Unit 1: Introduction to AI Planning · Understanding the fundamentals of AI planning, its importance, and applications.
โข Unit 2: Search Algorithms · Studying uninformed and informed search algorithms, heuristics, and their role in AI planning.
โข Unit 3: Classical Planning · Learning about state-space planning, plan existence algorithms, and planning languages.
โข Unit 4: Planning under Uncertainty · Exploring partial observability, probabilistic planning, and decision-theoretic planning.
โข Unit 5: Constraint Satisfaction Problems (CSPs) · Grasping CSPs, their representation, and solving methods.
โข Unit 6: Planning & Scheduling Integration · Bridging the gap between planning and scheduling, including resource constraints and temporal reasoning.
โข Unit 7: AI Plan Execution · Examining plan monitoring, execution, and adaptation strategies.
โข Unit 8: AI Plan Evaluation · Assessing AI planning performance, metrics, and comparison with human planning.
โข Unit 9: Machine Learning & AI Planning · Investigating the intersection of machine learning and AI planning, including learning from demonstrations and transfer learning.
โข Unit 10: Advanced AI Planning Techniques · Delving into hierarchical task networks, planning in dynamic environments, and multi-agent planning.
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