--- title: Learning Paths Index type: index status: stable created: 2024-02-07 tags: - learning - paths - index semantic_relations: - type: organizes links: - [[active_inference]] - [[pomdp_framework]] - [[swarm_intelligence]] --- # Learning Paths Index ## Core Learning Paths ### Theoretical Foundations - [[learning_paths/active_inference|Active Inference]] - [[learning_paths/free_energy_principle|Free Energy Principle]] - [[learning_paths/predictive_processing|Predictive Processing]] ### Implementation Frameworks - [[learning_paths/pomdp_framework|POMDP Framework]] - [[learning_paths/continuous_time|Continuous Time Framework]] - [[learning_paths/swarm_intelligence|Swarm Intelligence]] ### Mathematical Foundations - [[learning_paths/probability_theory|Probability Theory]] - [[learning_paths/information_theory|Information Theory]] - [[learning_paths/variational_methods|Variational Methods]] ## Advanced Paths ### Advanced Theory - [[learning_paths/hierarchical_models|Hierarchical Models]] - [[learning_paths/multi_agent_systems|Multi-Agent Systems]] - [[learning_paths/complex_systems|Complex Systems]] ### Advanced Implementation - [[learning_paths/advanced_pomdp|Advanced POMDP]] - [[learning_paths/advanced_active_inference|Advanced Active Inference]] - [[learning_paths/advanced_swarm|Advanced Swarm Systems]] ### Advanced Mathematics - [[learning_paths/differential_geometry|Differential Geometry]] - [[learning_paths/category_theory|Category Theory]] - [[learning_paths/information_geometry|Information Geometry]] ## Specialization Paths ### Application Domains - [[learning_paths/robotics|Robotics]] - [[learning_paths/cognitive_systems|Cognitive Systems]] - [[learning_paths/social_systems|Social Systems]] ### Research Areas - [[learning_paths/computational_neuroscience|Computational Neuroscience]] - [[learning_paths/artificial_life|Artificial Life]] - [[learning_paths/evolutionary_systems|Evolutionary Systems]] ### Development Focus - [[learning_paths/software_engineering|Software Engineering]] - [[learning_paths/system_design|System Design]] - [[learning_paths/performance_optimization|Performance Optimization]] ## Integration Paths ### Framework Integration - [[learning_paths/pytorch_development|PyTorch Development]] - [[learning_paths/tensorflow_development|TensorFlow Development]] - [[learning_paths/jax_development|JAX Development]] ### Tool Integration - [[learning_paths/visualization_tools|Visualization Tools]] - [[learning_paths/analysis_tools|Analysis Tools]] - [[learning_paths/development_tools|Development Tools]] ### System Integration - [[learning_paths/environment_integration|Environment Integration]] - [[learning_paths/hardware_integration|Hardware Integration]] - [[learning_paths/cloud_deployment|Cloud Deployment]] ## Project Paths ### Basic Projects - [[learning_paths/basic_agent|Basic Agent Development]] - [[learning_paths/simple_environment|Simple Environment]] - [[learning_paths/basic_simulation|Basic Simulation]] ### Advanced Projects - [[learning_paths/ant_colony|Ant Colony Simulation]] - [[learning_paths/robot_control|Robot Control]] - [[learning_paths/multi_agent|Multi-Agent System]] ### Research Projects - [[learning_paths/research_implementation|Research Implementation]] - [[learning_paths/experiment_design|Experiment Design]] - [[learning_paths/result_analysis|Result Analysis]] ## Learning Resources ### Documentation - [[docs/guides/documentation|Documentation Guide]] - [[docs/guides/api_documentation|API Documentation]] - [[docs/guides/example_documentation|Example Documentation]] ### Tutorials - [[tutorials/getting_started|Getting Started]] - [[tutorials/basic_concepts|Basic Concepts]] - [[tutorials/advanced_topics|Advanced Topics]] ### Examples - [[examples/implementation|Implementation Examples]] - [[examples/applications|Application Examples]] - [[examples/research|Research Examples]] ## Assessment and Progress ### Knowledge Assessment - [[assessment/theoretical_knowledge|Theoretical Knowledge]] - [[assessment/practical_skills|Practical Skills]] - [[assessment/research_capabilities|Research Capabilities]] ### Project Evaluation - [[evaluation/implementation_quality|Implementation Quality]] - [[evaluation/documentation_quality|Documentation Quality]] - [[evaluation/research_quality|Research Quality]] ### Progress Tracking - [[progress/learning_objectives|Learning Objectives]] - [[progress/skill_development|Skill Development]] - [[progress/project_completion|Project Completion]] ## Related Resources ### Knowledge Base - [[knowledge_base/cognitive/learning_theory|Learning Theory]] - [[knowledge_base/cognitive/skill_acquisition|Skill Acquisition]] - [[knowledge_base/cognitive/expertise_development|Expertise Development]] ### Implementation Guides - [[guides/implementation/best_practices|Best Practices]] - [[guides/implementation/patterns|Implementation Patterns]] - [[guides/implementation/optimization|Optimization Techniques]] ### Research Resources - [[research/methodologies|Research Methodologies]] - [[research/tools|Research Tools]] - [[research/publications|Research Publications]]