ML engineer. Generally known as MLOps engineers, ML engineers help convey the designs designed by data researchers into output environments by using the ML pipelines maintained by data engineers. They improve algorithms for effectiveness; deploy and keep an eye on ML versions; retain and scale ML infrastructure; and automate the ML lifecycle by mea