Comprehensive Security Incident Response Framework

Create an advanced security incident response framework specifically designed for educational technology platforms. Develop automated threat detection mechanisms using machine learning, create comprehensive playbooks for different security scenarios, and implement real-time alerting and mitigation strategies. Include sophisticated log analysis, threat correlation, and automated response capabilities using Python and cloud-native security tools.