Bachelor’s degree in Computer Science, Data Science, Engineering, or equivalent professional experience. 3+ years of experience in docker, kubernetes and helm. Strong proficiency in python and machine learning libraries like PyTorch, Transformers, and Timm. Proficiency in MLOps tooling like Metaflow, MLflow, Argo Workflows, torchrun and Ray. Experience working with cloud platforms like AWS, GCP, and Azure.