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In the burgeoning field of artificial intelligence (AI), the automation of machine learning (ML) tasks stands out as a critical area of expertise that can significantly enhance the efficiency and effectiveness of AI systems. For full stack web developers and system administrators, Bash (Bourne Again SHell) offers a powerful tool for automating repetitive and complex machine learning tasks. This guide explores how Bash can streamline your workflow, making the integration of machine learning into your projects less daunting and more productive. Bash is an immensely popular Unix shell and command language written by Brian Fox for the GNU Project.