ML engineer. Often known as MLOps engineers, ML engineers support bring the types produced by data scientists into generation environments by using the ML pipelines preserved by data engineers. They optimize algorithms for functionality; deploy and observe ML models; sustain and scale ML infrastructure; and automate the ML lifecycle through tactics