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