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Explore AI-driven file compression and storage optimization in Linux for web developers and system administrators. This guide details using machine learning algorithms to improve data compression techniques, enhancing efficiency and processing times. It includes setup instructions with Python and TensorFlow and a use case for log file compression. Also covered are best practices for data security and resource management.