Deep experience optimizing ML systems for GPUs and CPUs. Knows JAX or similar tools. Works with Data Scientists to build complex model training and data processing workflows. Understands fine-tuning transformer models. Dreams about optimizing BigQuery-based ETL pipelines. Slices and dices data with tools such as Pandas, SQL, and dplyr. Familiar with a variety of machine learning and statistical techniques. Has a solid DevOps toolkit including Docker, Kubernetes, Terraform, etc. Has strong oral and written communication skills, especially in a remote environment. Is a kind person and a team player.