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AI+ Game Design Agent™
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Introduction
Course Introduction
Audio Book: Introduction - AI+ Game Design Agent
Module 1: Understanding AI Agents
Module 1: Understanding AI Agents
Podcast: Understanding AI Agents
Audio Book: Understanding AI Agents
1.1 What are AI Agents?
1.2 Agent Architectures and Environments
1.3 Decision Making and Behavior Basics
1.4 Introduction to Multi-Agent Systems (MAS)
1.5 Case Study
Activity: Accordion
Quiz
Hands - On
Module 2: Introduction to AI Game Agent
Module 2: Introduction to AI Game Agent
Audio Book: Introduction to AI Game Agent
Podcast: Introduction to AI Game Agent
2.1 What is an AI Game Agent?
2.2 Key Components of AI Game Agent
2.3 Agent Architectures
2.4 AI Game Agent Behaviors
2.5 Case Study
Activity: Drag-and-drop
Quiz
Hands - On
Module 3: Reinforcement Learning in Game Design
Module 3: Reinforcement Learning in Game Design
Audio Book: Reinforcement Learning in Game Design
Podcast: Reinforcement Learning in Game Design
3.1 Basics of Reinforcement Learning
3.2 Key Algorithms: Q-Learning and SARSA
3.3 Applying RL to Game Agents
3.4 Challenges and Solutions in Game-based RL
3.5 Case Study
Activity: Multiple response
Quiz
Hands - On
Module 4: AI for NPCs and Pathfinding
Module 4: AI for NPCs and Pathfinding
Audio Book: AI for NPCs and Pathfinding
Podcast: AI for NPCs and Pathfinding
4.1 Understanding NPCs as AI Agent
4.2 Simple AI Techniques for NPCs
4.3 Pathfinding Algorithms
4.4 Obstacle Avoidance and Movement Optimization
4.5 Case Study
Activity: Fill-in-the blank
Quiz
Hands - On
Module 5: AI for Strategic Decision-Making
Module 5: AI for Strategic Decision-Making
Audio Book: AI for Strategic Decision-Making
Podcast: AI for Strategic Decision-Making
5.1 Decision Trees and Minimax for Game AI
5.2 Monte Carlo Tree Search (MCTS) for AI Agent
5.3 Utility-Based Decision Making for Game AI
5.4 AI in Real-Time Strategy (RTS) Games
5.5 Case Study
Activity: Case study analysis
Quiz
Hands - On
Module 6: AI Game Agent in 3D Virtual Environments
Module 6: AI Game Agent in 3D Virtual Environments
Audio Book: AI Game Agent in 3D Virtual Environments
Podcast: AI Game Agent in 3D Virtual Environments
6.1 3D Environment Representation and Challenges for AI Agents
6.2 Navigation Mesh Generation for AI Agents in 3D
6.3 Complex Agent Behaviors in 3D Worlds
6.4 Case Study
Activity: Problem statement
Quiz
Hands - On
Module 7: Future Trends in AI Game Design
Module 7: Future Trends in AI Game Design
Podcast: Future Trends in AI Game Design
Audio Book: Future Trends in AI Game Design
7.1 Current and Future AI Trends
7.2 Procedural Content Generation (PCG)
7.3 Adaptive Difficulty Systems
7.4 The Future of Generalist AI in Gaming
7.5 Emerging AI Agents and Platforms in Game Design
Activity: Scenario
Quiz
Module 8: Capstone Project
Module 8: Capstone Project
Audio Book: Capstone Project
8.1 Introduction to Capstone Project
Quiz
Hands - On
Course Summary
Course Summary
Resources
AI+ Game Design Agent Blueprint
AI+ Game Design Agent Detailed Curriculum
AI+ Game Design Agent Tools
AI+ Game Design Agent Resources and References
AI CERTs Exam Guidelines
AI CERTs Exam Guidelines
AI+ Game Design Agent Examination
AI+ Game Design Agent Examination
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