Publications & Patents
Published Articles & Media
AI-Powered Risk Scoring with Falcon Next-Gen SIEM CrowdStrike · Feature Video DS lead for the ML-powered risk scoring system that helps analysts prioritize the highest-priority threats in Falcon Next-Gen SIEM. Watch video →
How CrowdStrike Achieves Lightning-Fast Machine Learning Model Training with TensorFlow and Rust CrowdStrike Engineering Blog · June 2022 Reduced ML model training time from 227 hours to just 6 hours through Rust-based feature extraction, AWS EC2 P3 GPU instances, and TensorFlow caching/prefetching optimizations. Read article →
New CrowdStrike Research Challenges Container Predictability Assumptions CrowdStrike Engineering Blog · October 2024 Analyzed billions of container events across nine popular applications, demonstrating that detection strategies relying solely on container predictability are ineffective. Read article →
Patents
7 Pending Patents in Machine Learning & Cybersecurity
Patent applications spanning ML-powered detection systems, data processing pipelines, and AI-driven threat analysis at CrowdStrike. Topics include:
- Machine learning for threat detection and triage prioritization
- Data protection and exfiltration detection
- Anomaly detection in cloud environments
- Source code analysis and classification
All patents pending — titles available upon request.