Machine learning (ML) is now driving more and more decision support in pacesetter companies. Leveraging all the operational data collected can now lead to greater operational performance by implementing ML. Our bottom-up approach to ML solutions, integrates operational data with the right tools to analyze data, determine patterns, and implement online ML engines to improve performance.