Professional Certificate in Math in Game AI
-- ViewingNowThe Professional Certificate in Math for Game AI is a crucial course for those interested in the gaming industry. This program covers the essential mathematical concepts used in game artificial intelligence (AI), such as linear algebra, calculus, and probability.
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โข Game AI Fundamentals: Introduction to AI, problem-solving techniques, game AI architecture, and basic decision-making algorithms.
โข Pathfinding Algorithms: A\* search algorithm, Dijkstra's algorithm, and dynamic pathfinding in game environments.
โข Behavior Trees: Overview, design, implementation, and tuning of behavior trees for complex agent behaviors.
โข State Machines & FSMs: Building state machines, FSMs, and hierarchical FSMs to manage game AI entities.
โข Planning & Decision Making: Hierarchical task network (HTN) planning, rule-based systems, and utility-based AI.
โข Neural Networks: Introduction to artificial neural networks, deep learning, and backpropagation for game AI.
โข Genetic Algorithms: Overview, implementation, and optimization using genetic algorithms in game AI.
โข Machine Learning for Game AI: Reinforcement learning, supervised learning, and unsupervised learning for game AI.
โข Multi-Agent Systems: Coordination, cooperation, and competition among multiple game AI entities.
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