This video is for Coursera Course project Managing Machine Learning Projects. In this project I applied my new knowledge and skills to think through and frame out a machine learning application project. I described a potential problem which can be solved with help of machine learning and then worked through a series of steps to evaluate the opportunity. I walked through the Business Understanding phase of the CRISP-DM process for it, developed a validation plan for the solution, considered key ML system design decisions, and identified potential issues that may affect the final model in production.