Experience as a software engineer Experience building and serving machine learning models Familiarity with Python and related ML frameworks such as PyTorch, Tensorflow, Jax, and other open-source stacks such as HuggingFace Ability to reason through machine learning system tradeoffs A high level of end-to-end ownership and self-direction