Patents & Publications
Patents
Source Code Programming Language Prediction
US20240086187A1
Machine learning system for classifying source-code programming language from source-code artifacts.
Behavior-Based Asset Classifications
US20250202921A1
Behavior-based classification methods for cybersecurity assets using observed activity and contextual signals.
Session-Based Anomaly Detection on Cloud Logs
US20250233875A1 / EP4586117A1
Operational prediction on user-based contextual sessions, including anomaly detection on cloud log activity.
Multi-Modal Breach Detection with Time-Aware Graph ML
US20260095470A1
Cybersecurity breach prediction using multiple data modalities and graph-based machine learning methods.
False-Positive Prevention with Multi-Modal Data and Graph ML
US20260089177A1
Prediction of false-positive cybersecurity detections using multi-modal analysis and graph ML.
Interpretable ML-Based Alert Grouping for NextGen SIEM
US20260111548A1
Interpretable cybersecurity detection grouping for analyst triage and alert investigation workflows.
Technical Articles & Media

AI-Powered Risk Scoring with Falcon Next-Gen SIEM CrowdStrike · Feature video
Data science lead for the ML-powered risk scoring system that helps analysts prioritize high-priority threats in Falcon Next-Gen SIEM.

How CrowdStrike Achieves Lightning-Fast Machine Learning Model Training with TensorFlow and Rust CrowdStrike Engineering Blog · June 2022
Technical article on reducing ML model training time from 227 hours to 6 hours through Rust-based feature extraction, GPU infrastructure, and TensorFlow input-pipeline optimization.

New CrowdStrike Research Challenges Container Predictability Assumptions CrowdStrike Engineering Blog · October 2024
Research article analyzing billions of container events across popular applications and testing assumptions about workload predictability.