Professional Certificate in Math in Game AI
-- viewing nowThe 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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Course Details
• Game AI Fundamentals: Introduction to AI, problem-solving techniques, game AI architecture, and basic decision-making algorithms.
• Pathfinding Algorithms: A\* search algorithm, Dijkstra's algorithm, and dynamic pathfinding in game environments.
• Behavior Trees: Overview, design, implementation, and tuning of behavior trees for complex agent behaviors.
• State Machines & FSMs: Building state machines, FSMs, and hierarchical FSMs to manage game AI entities.
• Planning & Decision Making: Hierarchical task network (HTN) planning, rule-based systems, and utility-based AI.
• Neural Networks: Introduction to artificial neural networks, deep learning, and backpropagation for game AI.
• Genetic Algorithms: Overview, implementation, and optimization using genetic algorithms in game AI.
• Machine Learning for Game AI: Reinforcement learning, supervised learning, and unsupervised learning for game AI.
• Multi-Agent Systems: Coordination, cooperation, and competition among multiple game AI entities.
Career Path
Entry Requirements
- Basic understanding of the subject matter
- Proficiency in English language
- Computer and internet access
- Basic computer skills
- Dedication to complete the course
No prior formal qualifications required. Course designed for accessibility.
Course Status
This course provides practical knowledge and skills for professional development. It is:
- Not accredited by a recognized body
- Not regulated by an authorized institution
- Complementary to formal qualifications
You'll receive a certificate of completion upon successfully finishing the course.
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