Production ML Engineer: GenAI, AWS & MLOps

Understanding Recruitment Ltd is seeking a Machine Learning Engineer to own end-to-end production AI systems and cloud infrastructure. You will ship and operate AI/LLM services in a production environment, with emphasis on deployment, observability, and cost efficiency.

The role focuses on building scalable AI pipelines, working with AWS, CI/CD, and modern tooling such as FastAPI and Pydantic, while offering potential growth into senior/lead responsibilities.