Machine learning is a dynamically developing field of computer science, with many applications in the IT industry (such as the automatic PL->ENG translation of this summary), which then diffuse into the natural sciences. In the seminar I will discuss selected algorithms and their application in the field of high energy physics. I will also discuss current activity Warsaw group of the CMS experiment in the field of machine learning