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This coursework explores 'CloudShield,' a cutting-edge solution framework in cloud security, addressing modern challenges such as alert fatigue and zero-day attacks. It emphasizes the RED methodology and a two-step detection system, showcasing improved accuracy and minimized overhead in diverse workloads. Limitations, including single-task assumptions and adversarial evasion, are critiqued, with transformative future optimizations suggested, such as transformer-based models and eBPF...