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Описание вакансии
Текст:
TL;DR
Principal Machine Learning Engineer (Alt Defense) (Machine Learning/GNNs): Architecting and building a massive-scale alternate account detection platform for Roblox, processing billions of accounts and identifying recidivism within minutes with an accent on graph neural networks, adversarial detection, and low-latency ML systems. Focus on solving ground-truth and training-data challenges, improving precision and recall through behavioral signals, and leading the technical roadmap for proactive abuse prevention.
Location: United States; roles based in the San Mateo, California headquarters are onsite Tuesday, Wednesday, and Thursday, with optional presence on Monday and Friday.
Company
Roblox operates a platform for creating and experiencing 3D immersive digital worlds and focuses on safe, civil, and inclusive online communities.
What you will do
- Lead the technical vision for an alternate account detection platform that enables proactive, near real-time prevention.
- Architect high-scale machine learning systems using graph neural networks and advanced clustering across billions of entities.
- Solve ground-truth and training-data challenges for adversarial use cases.
- Build low-latency, high-throughput detection systems that identify returning bad actors within minutes.
- Develop adversarial approaches and use behavioral signals to improve detection precision and recall.
- Mentor machine learning and software engineers while driving the technical roadmap.
Requirements
- MS or PhD in Computer Science, Machine Learning, or a related field.
- 10+ years of industry experience in applied machine learning, with significant experience in anti-abuse, fraud, integrity, or identity.
- Deep expertise in large-scale graph neural networks, including GraphSAGE and related graph-learning methods.
- Experience with unsupervised or semi-supervised clustering at the scale of billions of nodes.
- Track record of leading complex technical projects from conception through production deployment.
- Experience deploying machine learning models in high-throughput, low-latency environments and designing defenses against evolving adversarial behavior.
Culture & Benefits
- Full-time employment with equity compensation and employee benefits.
- Work within the Safety organization on systems that protect Roblox users and developers.
- Collaborative environment focused on technical excellence, mentorship, rapid iteration, and responsible product decisions.
- Equal employment opportunity and reasonable accommodations during the recruiting process.
- Future H-1B sponsorship may not be supported for US-based roles, and employment may be unavailable for certain US visa categories.
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