logo

Itsolutio


AI for Malware Detection in System Logs

AI models analyze system logs to identify malware activity. These models detect abnormal process execution, unauthorized system modifications, and unusual registry changes.

Detection Methods:

  • Signature-Based Analysis: AI extracts known malware patterns from logs.
  • Behavioral Analysis: Identifies suspicious system interactions.
  • Natural Language Processing (NLP): Analyzes logs to detect obfuscated malware commands.
  • Graph-Based Analysis: Maps process interactions to uncover hidden threats.

Key Log Files for AI Analysis:

Log Type Key Indicators of Malware
System Logs Unauthorized process creation, suspicious DLL injections
Application Logs Unexpected crashes, excessive memory usage
Security Logs Multiple failed login attempts, privilege escalation
Firewall Logs Unusual outbound connections, data exfiltration patterns