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This proposal presents the scope of the PhD, gives a brief explanation of the subject and the aims of the research describes the methodology and the approach to the research and present the timescale to achieve this target. The machine learning is part of computer science and subject in the context of artificial intelligence. Algorithms are developed and manufactured on computer models using data in order to forecast and exported decisions for the purpose of machine learning. Machine learning is very close and often confused with computational statistics aimed at prediction using computers. Also, machine learning is applied to a series of computational tasks requiring implementation of flexible algorithms for drawing conclusions.