DeepSeek is a groundbreaking novel approach to constructing knowledge graphs leveraging the power of deep learning. This technique addresses the inherent challenges of traditional knowledge graph construction by efficiently extracting and representing information from vast pools of data. DeepSeek's structure is based on a combination of convolution