Advanced Log Analysis and Threat Detection System

Build a comprehensive log analysis and threat detection system using PHP, capable of real-time log parsing, machine learning-based anomaly detection, and automated threat response. Develop a scalable architecture that can ingest logs from multiple sources, perform complex pattern matching, and generate actionable security insights. Implement machine learning models for predictive threat analysis and integration with security information and event management (SIEM) systems.