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Practical guide for full-stack developers and sysadmins to run simple machine learning from Bash by orchestrating R scripts: set up tools, fetch and preprocess data, train a logistic regression model, generate predictions, and automate the workflow in a shell script. Highlights integration and automation benefits, urges validation, security, and performance awareness, and lists resources for Bash, R, and command-line data science.