# Usage Examples Index

---
title: Usage Examples Index
type: index
status: stable
created: 2024-02-06
tags:
  - index
  - examples
  - tutorials
semantic_relations:
  - type: implements
    links: [[../concepts/knowledge_organization]]
  - type: relates
    links:
      - [[../guides/implementation_guides_index]]
      - [[../api/api_documentation_index]]
---

## Overview
This directory contains practical examples, tutorials, and sample implementations of the cognitive modeling system.

## Getting Started

### Basic Examples
- [[quickstart_example]] - Quick start tutorial
- [[hello_world]] - Minimal working example
- [[basic_agent]] - Basic agent implementation

### Core Concepts
- [[belief_example]] - Belief system example
- [[action_example]] - Action selection example
- [[perception_example]] - Perception system example

## Model Examples

### Active Inference
- [[active_inference_basic]] - Basic active inference
- [[active_inference_advanced]] - Advanced implementations
- [[custom_generative_model]] - Custom generative models

### Cognitive Models
- [[decision_making]] - Decision-making examples
- [[learning_model]] - Learning model examples
- [[memory_model]] - Memory model examples

### Integration Examples
- [[system_integration]] - System integration
- [[plugin_example]] - Plugin development
- [[api_usage]] - API usage patterns

## Research Examples

### Experiments
- [[experiment_setup]] - Experiment setup
- [[data_collection]] - Data collection
- [[analysis_example]] - Data analysis

### Visualization
- [[basic_plots]] - Basic plotting
- [[advanced_visualization]] - Advanced visualization
- [[interactive_plots]] - Interactive visualization

### Evaluation
- [[model_evaluation]] - Model evaluation
- [[performance_testing]] - Performance testing
- [[comparison_study]] - Model comparison

## Advanced Examples

### Optimization
- [[performance_optimization]] - Performance tuning
- [[memory_optimization]] - Memory optimization
- [[parallel_processing]] - Parallel processing

### Custom Components
- [[custom_inference]] - Custom inference methods
- [[custom_optimizer]] - Custom optimizers
- [[custom_metrics]] - Custom evaluation metrics

### Extensions
- [[plugin_development]] - Plugin development
- [[api_extension]] - API extensions
- [[tool_integration]] - Tool integration

## Tutorial Series

### Beginner Series
- [[tutorial_1_basics]] - Basic concepts
- [[tutorial_2_implementation]] - Implementation
- [[tutorial_3_testing]] - Testing

### Intermediate Series
- [[tutorial_4_advanced]] - Advanced concepts
- [[tutorial_5_optimization]] - Optimization
- [[tutorial_6_integration]] - Integration

### Advanced Series
- [[tutorial_7_research]] - Research applications
- [[tutorial_8_custom]] - Custom development
- [[tutorial_9_deployment]] - Deployment

## Sample Projects

### Applications
- [[cognitive_robot]] - Robotic control
- [[decision_agent]] - Decision-making agent
- [[learning_system]] - Learning system

### Research Projects
- [[research_project_1]] - Example research setup
- [[research_project_2]] - Advanced research
- [[benchmark_study]] - Benchmarking study

## Related Sections
- [[../guides/implementation_guides_index|Implementation Guides]]
- [[../api/api_documentation_index|API Documentation]]
- [[../concepts/concept_documentation_index|Core Concepts]]

## Contributing
See [[../templates/example_template|Example Template]] for creating new examples.