DeepSeek is a groundbreaking innovative approach to constructing knowledge graphs leveraging the power of deep learning. This framework addresses the inherent challenges of traditional knowledge graph construction by effectively extracting and representing semanticrelationships from vast sources. DeepSeek's architecture is based on a combination of