Driving a change in organizations is tough. Whenever any organization thinks about the change, it has to percolate through all the levels and across the departments. The Machine Learning (ML) has changed the way we look at traditional businesses. While many organizations have already adopted the machine learning for cost saving and revenue generation, there are still many organizations which have recently started. From my experience in data science field, here are some thoughts on driving a machine learning capability in organizations.