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As the digital landscape evolves, the necessity for integrating intelligent functionalities into applications becomes increasingly paramount. For full stack developers and system administrators, understanding and deploying artificial intelligence (AI) components such as keyword extraction can significantly enhance the functionality and user experience of applications. While Python and Java are popular choices for implementing AI, Bash scripting offers a lightweight, yet powerful alternative, especially in Linux environments. This comprehensive guide aims to introduce Bash scripting techniques for keyword extraction, providing a foundation for full stack developers and system administrators to expand their AI knowledge and best practices.