Ml Researcher, Autonomous Security

Apple

United States Of America, United States
Not specified
Machine learning research experience
Streaming threat detection expertise
Provenance graph analysis skills
Apple is seeking a highly innovative ML Researcher to join their Information Security Machine Learning team, focusing on autonomous security solutions. The role involves developing advanced machine learning techniques for real-time streaming threat detection, emphasizing the application of provenance graphs in cybersecurity

Job Summary

  • The role focuses on advancing state-of-the-art machine learning for cybersecurity by developing dynamic, adaptive, and robust security solutions.
  • Candidates will design novel approaches for fine-grained, process-level threat detection over real-time event streams using provenance graphs.
  • This position bridges cutting-edge academic research with practical deployment challenges to significantly reduce detection lag and memory consumption.

Matching Summary

Match Score: 85

Apple is seeking a highly innovative ML Researcher to join their Information Security Machine Learning team, focusing on autonomous security solutions. The role involves developing advanced machine learning techniques for real-time streaming threat detection, emphasizing the application of provenance graphs in cybersecurity.

Skills & Requirements

Must-have

  • Machine Learning research experience
  • Streaming threat detection expertise
  • Provenance graph analysis skills
  • Sequential neural network development
  • Real-time data stream processing

Nice-to-have

  • Publication record in top-tier conferences
  • Experience with adversarial machine learning
  • Strong communication and collaboration skills
  • Interest in low-resource on-device deployment
  • Adaptive mentality to challenge paradigms

Key Requirements

  • Master's degree or PhD in ML, AI, or CS
  • 5+ years of ML research experience
  • Proficiency in PyTorch or TensorFlow
  • Deep understanding of Graph Neural Networks
  • Experience with Intrusion Detection Systems

Work Rights

Not specified

Tailored Resume

Cover Letter