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In the evolving field of artificial intelligence (AI), model validation is a critical step in the development workflow. It ensures that models perform well and make accurate predictions on new, unseen data. For full stack developers and system administrators, integrating AI into web applications and systems can greatly enhance functionality and efficiency. However, consistently validating AI models can be tedious and error-prone when done manually. This guide explains how to automate the process of model validation using Bash scripting, a powerful tool that Linux users have at their disposal to streamline repetitive tasks.