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Introduction In the dynamic world of web development and system administration, managing and maintaining healthy server environments is crucial. Anomalies in log files can signal impending issues ranging from performance bottlenecks, security breaches, to system failures. Traditionally, sifting through log files has been a manual and time-consuming task. However, with the growth of artificial intelligence (AI) and machine learning (ML), there's a smarter way to handle this: automating anomaly detection.