The paper analyzes the common methods of entity relationship extraction for Chinese electronic medical record (EMR) data, proposes a joint extraction algorithm of entity relationship based on bidirectional encoder representation from transformers (BERT), which uses cascade decoder and pointer annotation method to complete entity relationship extraction and entity recognition. Experimental results show that the algorithm used in the paper can effectively extract the entity relationship of electronic medical record.