The Infrastructure Engineer (ML Systems) at Hcompany is responsible for managing GPU compute systems essential for model training and evaluation. Key responsibilities include running Kubernetes clusters, scheduling GPU workloads, and debugging system failures. The role requires experience in GPU workloads on Kubernetes and proficiency in Python, with additional skills in AWS services and Terraform being advantageous.