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Hands-on, Bash-first guide for AI careers on Linux: cross-distro commands to install a lean dev stack, create isolated Python environments, add CPU-first PyTorch, and bootstrap a professional, reproducible repo with Makefile targets. Learn to train/evaluate from the terminal, track artifacts with Git LFS, and containerize with Podman—career-signaling habits that help you ship models fast.