The 4 Steps To Build Out Your Machine Learning Team Productively -- James Le

So what skills are needed for these roles? The chart above displays a nice visual, where the horizontal axis is the level of Machine Learning expertise and the size of the bubble is the level of communication and technical writing (the bigger the better). The Machine Learning DevOps is primarily a software engineering role, which often comes from a standard software engineering pipeline. The Data Engineer belongs to the software engineering team that works actively with Machine Learning teams. The Machine Learning Engineer requires a rare mix of Machine Learning and Software Engineering skills.