Machine learning has become an important tool in operational processes and decision making in business. This is also felt by Indosat Ooredoo Hutchison (IOH) as one of the telecommunications service providers in Indonesia. The availability of big data with abundant volumes and rapid additions makes IOH has machine learning as the main choice in their analytical process.