Over the past decade deep learning techniques have achieved great success in such application as face recognition, text-mining, text-generation etc. And this technique found its application in computational biology as well. One of its branches accommodates the functional analysis of protein molecules. It's well known that protein function can be dramatically changed by substitutions of single amino acids.