cognitive/docs/guides/learning_paths/index.md

title	type	status	created	tags	semantic_relations
Learning Paths Index	index	stable	2024-02-07	learning paths index	type links organizes active_inference pomdp_framework swarm_intelligence

Learning Paths Index

Core Learning Paths

Theoretical Foundations

• learning_paths/active_inference
• learning_paths/free_energy_principle
• learning_paths/predictive_processing

Implementation Frameworks

• learning_paths/pomdp_framework
• learning_paths/continuous_time
• learning_paths/swarm_intelligence

Mathematical Foundations

• learning_paths/probability_theory
• learning_paths/information_theory
• learning_paths/variational_methods

Advanced Paths

Advanced Theory

• learning_paths/hierarchical_models
• learning_paths/multi_agent_systems
• learning_paths/complex_systems

Advanced Implementation

• learning_paths/advanced_pomdp
• learning_paths/advanced_active_inference
• learning_paths/advanced_swarm

Advanced Mathematics

• learning_paths/differential_geometry
• learning_paths/category_theory
• learning_paths/information_geometry

Specialization Paths

Application Domains

• learning_paths/robotics
• learning_paths/cognitive_systems
• learning_paths/social_systems

Research Areas

• learning_paths/computational_neuroscience
• learning_paths/artificial_life
• learning_paths/evolutionary_systems

Development Focus

• learning_paths/software_engineering
• learning_paths/system_design
• learning_paths/performance_optimization

Integration Paths

Framework Integration

• learning_paths/pytorch_development
• learning_paths/tensorflow_development
• learning_paths/jax_development

Tool Integration

• learning_paths/visualization_tools
• learning_paths/analysis_tools
• learning_paths/development_tools

System Integration

• learning_paths/environment_integration
• learning_paths/hardware_integration
• learning_paths/cloud_deployment

Project Paths

Basic Projects

• learning_paths/basic_agent
• learning_paths/simple_environment
• learning_paths/basic_simulation

Advanced Projects

• learning_paths/ant_colony
• learning_paths/robot_control
• learning_paths/multi_agent

Research Projects

• learning_paths/research_implementation
• learning_paths/experiment_design
• learning_paths/result_analysis

Learning Resources

Documentation

• docs/guides/documentation
• docs/guides/api_documentation
• docs/guides/example_documentation

Tutorials

• tutorials/getting_started
• tutorials/basic_concepts
• tutorials/advanced_topics

Examples

• examples/implementation
• examples/applications
• examples/research

Assessment and Progress

Knowledge Assessment

• assessment/theoretical_knowledge
• assessment/practical_skills
• assessment/research_capabilities

Project Evaluation

• evaluation/implementation_quality
• evaluation/documentation_quality
• evaluation/research_quality

Progress Tracking

• progress/learning_objectives
• progress/skill_development
• progress/project_completion

Related Resources

Knowledge Base

• knowledge_base/cognitive/learning_theory
• knowledge_base/cognitive/skill_acquisition
• knowledge_base/cognitive/expertise_development

Implementation Guides

• guides/implementation/best_practices
• guides/implementation/patterns
• guides/implementation/optimization

Research Resources

• research/methodologies
• research/tools
• research/publications