DevOps Engineer (5+ yrs) → building toward AI Infrastructure / ML Platform Architecture
Operate today: CI/CD, Kubernetes/EKS, Terraform, GitOps — production infra for enterprise & automotive clients
Practice: devops-hands-on-labs — the same skills, outside client-confidential work
Shipped: predictive-maintenance-mlops — CT/CD pipeline for a failure classifier: DVC-versioned data, CI-gated training, keyless AWS auth via OIDC
Building toward: Kubernetes-native MLOps (model serving, inference infra) — tracking progress in mlops-hands-on-labs
Teach what I learn → sathiyancloud
📍 Chennai, India · LinkedIn

