The present invention is applicable to the technical field of biological information, and provides a method, device, equipment, and storage medium for predicting 
protein binding sites. The method includes: receiving a 
protein sequence to be predicted, and using a preset sliding window and sliding step  The sequence is divided into sequences to obtain multiple 
amino acid subsequences, the word vector of the 
protein sequence is constructed according to these 
amino acid subsequences, the document 
feature extraction is performed on the word elements, and the document 
feature vector of the protein sequence is constructed according to the extracted document features, and these 
amino acid subsequences are  Extract the biological features of the 
protein chain, construct the biological 
feature vector of the protein sequence according to the extracted biological features, and use the preset 
amino acid residue classification model to classify the amino acid subsequence represented by the document 
feature vector and biological feature vector,  The 
amino acid residue type of the protein sequence is obtained, thereby improving the accuracy and versatility of protein 
binding site prediction.