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Learn to predict system failures using AI and Bash in this detailed guide for web developers and system admins. Understand AI, machine learning, and the role of Bash. Set up the environment with data collection and Python ML libraries, write scripts that process system metrics into predictive models, and explore automation and security best practices for improving system reliability.