2025 Archive

GPU ML Pipeline on AWS with Terraform

 December 2025    6 min read

I built a Terraform module for running ML workloads on AWS GPU instances because spinning up infrastructure manually for each experiment was getting old. This post walks through the architecture decisions, the gotchas I hit with AWS Batch and Docker, and how it all fits together into something actually usable.

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