ML engineer. Often called MLOps engineers, ML engineers enable deliver the products developed by data experts into manufacturing environments by using the ML pipelines taken care of by data engineers. They optimize algorithms for general performance; deploy and monitor ML designs; keep and scale ML infrastructure; and automate the ML lifecycle by p