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Practical guide for full stack developers and system administrators to build and run AI recommendation systems by orchestrating Python models with Bash on Linux: covers prerequisites, env setup, scikit-learn training, data prep, automation with cron and scripts, monitoring/logging via grep/awk/sed, and best practices for security, docs, scalability, plus curated resources.