Conversion of texts by applying the memory based learning

Machine learning presents the often used technique in natural language processing. The choices of learning algorithms, their realizations and practical applications are more than heterogeneous. This paper presents the review of memory based learning organization, the concepts of well-known k-nearest neighbor algorithm and its application in the conversion of texts.