Abstract: The machine learning becomes a very important field in many research domain and just become a very important tool in medical domain field. with the help of machine learning, computer based system is integrated with medical field in order to get a better and a well organized medical treatment care. It shows a machine learning based methodology for making an application that is capable of identifying and improving healthcare information. It selects sentences from published medical papers that shows disease and treatments and finds semantic relation exist between them.

Keywords: mining, Electronic healthcare record system, Machine learning, natural language processing.