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Guide to running reproducible, secure AI/ML workflows on Linux with Podman: install a rootless toolchain (Podman, Buildah, Skopeo), enable NVIDIA or AMD GPU acceleration, and build/run Jupyter notebook and batch inference containers. Covers CPU/CUDA Containerfiles, persistent caches, compose and systemd services, image sharing, and tips (SELinux, runtimes, rootless GPUs) to go GPU‑ready fast—no Docker daemon or sudo.