Semantic Data Linking and Knowledge Graph Generator

Create a Python system that can automatically generate knowledge graphs from interconnected spreadsheet data, implementing advanced semantic linking techniques and ontology inference. Develop a flexible framework that can extract relationships, create semantic representations, and support multiple knowledge representation formats. Include machine learning-powered relationship discovery capabilities.