DeepSeek is a groundbreaking cutting-edge approach to constructing knowledge graphs leveraging the power of deep learning. This methodology addresses the inherent challenges of traditional graph building by seamlessly extracting and representing entities from vast sources. DeepSeek's architecture is based on a combination of convolutional networks,