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This guide shows full stack developers and sysadmins how to automate AI/ML model training with Bash, covering environment setup with virtualenv and pip, scripted data preprocessing, running training jobs, logging and email notifications, and simple deployment. It highlights prerequisites, WSL for Windows users, Python integration, and links to further resources to boost efficiency and MLOps skills.