Artificial Intelligence in Education

  1. Core Applications for Learners
    1. Personalized Learning
      1. Adaptive Learning Paths
        1. Dynamic Curriculum Sequencing
          1. Real-Time Adaptation to Performance
            1. Learning Path Optimization
              1. Prerequisite Management
              2. Customized Content Recommendations
                1. Resource Suggestion Engines
                  1. Matching Content to Learning Preferences
                    1. Collaborative Filtering
                      1. Content-Based Filtering
                      2. Pace and Style Adaptation
                        1. Adjusting Difficulty Levels
                          1. Supporting Different Learning Modalities
                            1. Time Management Support
                              1. Learning Speed Optimization
                              2. Individual Learning Profiles
                                1. Learner Characteristics
                                  1. Learning History Tracking
                                    1. Preference Modeling
                                  2. Intelligent Tutoring Systems
                                    1. System Architecture
                                      1. Domain Model
                                        1. Representing Subject Matter
                                          1. Content Mapping
                                            1. Concept Hierarchies
                                              1. Skill Dependencies
                                              2. Student Model
                                                1. Tracking Progress and Mastery
                                                  1. Identifying Misconceptions
                                                    1. Knowledge State Estimation
                                                      1. Learning Style Recognition
                                                      2. Tutoring Model
                                                        1. Instructional Interventions
                                                          1. Feedback and Scaffolding Strategies
                                                            1. Pedagogical Rules
                                                              1. Teaching Strategies
                                                              2. User Interface
                                                                1. Interaction Design
                                                                  1. Accessibility Features
                                                                    1. Multimodal Interfaces
                                                                  2. Types of Tutoring
                                                                    1. Socratic Dialogue
                                                                      1. Questioning Techniques
                                                                        1. Promoting Deep Reasoning
                                                                          1. Guided Discovery
                                                                          2. Hint Generation and Scaffolding
                                                                            1. Step-by-Step Guidance
                                                                              1. Adaptive Hinting
                                                                                1. Progressive Disclosure
                                                                                2. Problem-Solving Support
                                                                                  1. Worked Examples
                                                                                    1. Error Detection and Correction
                                                                                      1. Solution Strategies
                                                                                    2. Evaluation of ITS
                                                                                      1. Learning Effectiveness
                                                                                        1. User Satisfaction
                                                                                          1. System Performance
                                                                                        2. Educational Games and Gamification
                                                                                          1. Game-Based Learning Principles
                                                                                            1. Motivation and Engagement
                                                                                              1. Challenge and Achievement
                                                                                                1. Narrative and Context
                                                                                                2. Adaptive Difficulty Adjustment
                                                                                                  1. Real-Time Performance Monitoring
                                                                                                    1. Dynamic Level Scaling
                                                                                                      1. Flow State Maintenance
                                                                                                      2. AI-Powered Non-Player Characters
                                                                                                        1. Intelligent Opponents and Allies
                                                                                                          1. Personalized Interactions
                                                                                                            1. Behavioral Modeling
                                                                                                            2. Personalized Feedback in Game Contexts
                                                                                                              1. Achievement Tracking
                                                                                                                1. Motivational Messaging
                                                                                                                  1. Progress Visualization
                                                                                                                  2. Serious Games Design
                                                                                                                    1. Learning Objectives Integration
                                                                                                                      1. Assessment Within Games
                                                                                                                        1. Transfer to Real-World Skills
                                                                                                                      2. Exploratory Learning Environments
                                                                                                                        1. Simulations and Microworlds
                                                                                                                          1. Interactive Science Labs
                                                                                                                            1. Virtual Experiments
                                                                                                                              1. Mathematical Modeling Tools
                                                                                                                                1. Historical Simulations
                                                                                                                                2. AI-Guided Discovery Learning
                                                                                                                                  1. Automated Guidance in Open-Ended Tasks
                                                                                                                                    1. Scaffolding Inquiry-Based Learning
                                                                                                                                      1. Hypothesis Generation Support
                                                                                                                                      2. Virtual Reality Learning Environments
                                                                                                                                        1. Immersive Experiences
                                                                                                                                          1. Spatial Learning
                                                                                                                                            1. Safety Training Simulations
                                                                                                                                            2. Augmented Reality Applications
                                                                                                                                              1. Contextual Information Overlay
                                                                                                                                                1. Interactive Object Recognition
                                                                                                                                                  1. Location-Based Learning

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                                                                                                                                              1. Foundations of Artificial Intelligence in Education

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                                                                                                                                              3. Tools and Support for Educators