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This guide shows how Terraform on Linux turns AI infrastructure into code: install via apt/dnf/zypper, then use a real AWS example to provision a reproducible GPU VM with SSH security, S3 datasets, IAM access, and cloud-init bootstrapping for PyTorch—enabling speed, repeatability, and cost control with ephemeral teardown, remote state, and tagging, plus patterns you can adapt to Azure, GCP, Kubernetes, or local labs.