llfo 0.1.0

Lifelong Learning in Flexible Ontologies Framework

LLFO - Lifelong Learning in Flexible Ontologies

A Python package implementing lifelong learning algorithms with flexible ontological structures.

Theory

LLFO combines lifelong learning with flexible ontological structures to enable continuous knowledge acquisition and adaptation. Key concepts include:

Flexible Ontologies

• Dynamic knowledge representation through adaptable concept hierarchies
• Automatic restructuring of relationships between concepts
• Probabilistic edge weights between ontological nodes

Lifelong Learning Components

• Knowledge retention through experience replay
• Forward transfer to new tasks
• Backward transfer to improve previous knowledge
• Catastrophic forgetting prevention

Learning Mechanisms

• Ontology structure learning
• Parameter learning within nodes
• Relationship weight adaptation
• Task-specific adaptation

Installation

pip install -e .

Usage

import llfo

# Example code coming soon

License

MIT