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This article explores using Bash for automating machine learning tasks, vital for full stack developers and system administrators. It covers leveraging Bash to streamline workflows by automating data processing, model training, and evaluation, using cron jobs, wget, and awk/sed for tasks like scheduling and data management. Best practices such as error handling, documentation, and version control are discussed to improve efficiency in machine learning projects.