Same program can be written in different programming languages and different ways. One programming language will have advantages and disadvantages compared to another; hence sometimes it is needed to rewrite the code into another language to support this or that functionality. This paper demonstrates an algorithm of interlanguage translator, which is using intended machine learning (ML) algorithms to ensure higher translation rate. In the scope of research, tool for interlanguage translation is created and tested with two programming languages: Python and Java. Comparison results for translation accuracy are calculated, about 53% without AI algorithms and about 65% with the use of AI algorithms.