# tag
5 hands-on guides tagged AWS — real projects, real infrastructure, zero fluff.
Muhammad Rashid11 min readThe finale: assemble the whole series — FastAPI, Docker, GitHub Actions, ECR, Terraform, EKS, MLflow, Prometheus/Grafana, and drift-triggered retraining — into one platform, and trace a change from git push to a promoted model serving traffic. Part 11 of the MLOps series.
Muhammad Rashid11 min readStop building infrastructure by hand. Provision the VPC, EKS cluster, ECR, S3, and the GitHub OIDC role with Terraform — reproducible, reviewable, and easy to destroy on demand. Part 8 of the MLOps series.
Muhammad Rashid11 min readTake the inference container to a real cluster: Deployments, Services, Ingress, ConfigMaps, Secrets, and an HPA — with the readiness probe we've been building since part two finally doing its job. Part 7 of the MLOps series.
Muhammad Rashid10 min readAutomate the gate: test the model API, build the image, scan it for CVEs with Trivy, and push to Amazon ECR — with OIDC instead of long-lived keys and the git SHA as an immutable image tag. Part 4 of the MLOps series.
Muhammad Rashid7 min readDesign and deploy a production-grade 3-tier web app on AWS with Terraform, ECS Fargate, RDS Multi-AZ, and a GitHub Actions CI/CD pipeline. The complete build, the reasoning, and the repo you can run yourself.
# other topics