Masterclass Certificate in Game Theory and Artificial Intelligence Applications
-- ViewingNowThe Masterclass Certificate in Game Theory and Artificial Intelligence Applications is a comprehensive course that equips learners with essential skills for career advancement in today's data-driven world. This course is designed to help learners understand the principles of game theory and artificial intelligence (AI) and how they can be applied in various industries.
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โข Introduction to Game Theory and Artificial Intelligence: Origins, fundamental concepts, and the intersection of game theory and AI
โข Game Theory Basics: Strategic form games, normal form games, dominant strategies, best responses, and Nash equilibrium
โข Extensive Form Games: Game trees, sequential moves, perfect and imperfect information, subgame perfection
โข Repeated and Stochastic Games: Infinitely repeated games, folk theorems, and Markov decision processes
โข Coalitional Game Theory: Coalition formation, stable sets, and the Shapley value
โข Artificial Intelligence Foundations: Problem-solving, search algorithms, logic, knowledge representation, and planning
โข Machine Learning and AI: Supervised learning, unsupervised learning, reinforcement learning, and deep learning
โข Game Theory in AI: Applying game theory for decision making, multi-agent systems, and AI applications
โข AI in Game Theory: Computational game theory, AI algorithms for solving game theory problems
โข Advanced Topics in AI and Game Theory: Auctions, social choice theory, mechanism design, and AI ethics
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