Certificate in AI Planning Essentials: Real-World Solutions
-- ViewingNowThe Certificate in AI Planning Essentials: Real-World Solutions is a comprehensive course designed to equip learners with essential skills in Artificial Intelligence (AI) planning. This course is critical for professionals who want to stay ahead in the rapidly evolving AI industry.
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โข Introduction to AI Planning · Understanding the basics of AI planning, its importance, and applications.
โข Classical Planning · Learning about classical planning techniques, state-space search, and planning graphs.
โข Planning under Uncertainty · Exploring methods to handle uncertainty in planning, including Markov decision processes and Partially Observable Markov Decision Processes.
โข Planning with Temporal Constraints · Delving into planning techniques that consider time as a critical factor.
โข Hierarchical Task Networks (HTN) · Studying HTN-based planning methods, their benefits, and use cases.
โข AI Planning Tools · Familiarizing with popular AI planning tools and software, such as Fast-Downward, PDDL, and SAS+.
โข AI Planning Applications · Examining real-world AI planning solutions in various industries, like logistics, manufacturing, and gaming.
โข AI Planning Evaluation · Learning how to evaluate the performance of AI planning algorithms and techniques.
โข AI Planning Algorithms · Exploring various AI planning algorithms, such as Graphplan, SAT-based planning, and heuristic search.
โข AI Planning Case Studies · Analyzing successful AI planning projects and understanding the strategies and techniques employed.
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