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Hands-on 30-day, Bash-first Linux AI roadmap: step-by-step commands take you from CLI/file permissions, pipes, ripgrep/sed/awk/jq/tmux to pandas/Jupyter/csvkit, then scikit-learn pipelines shipped as CLI tools, CPU PyTorch transformer inference, packaging with Podman, automation via cron/Makefiles, plus troubleshooting - culminating in a publishable, reproducible end-to-end project.