Staff Machine Learning Engineer(Platform - Identity)
"What You'll Be Doing"
What You'll Be Doing
Own the full IDV ML stack, spanning document authenticity models, 1:1 and 1:N face-match, liveness detection, presentation-attack detection, and deepfake/injection detection—from feature pipeline through threshold tuning and production enforcement.
Build identity-graph systems using GNNs that cluster accounts sharing biometric, device, and document signals to detect synthetic-identity rings and coordinated fraud at onboarding.
Develop behavioral and device-intelligence models for capture-session anomaly detection, bot-vs-human classification, and device-fingerprint-based risk scoring that operate at real-time latency.
Drive vendor ML strategy by benchmarking external models against a Coinbase-owned evaluation set, designing dynamic routing logic across providers and geographies, and building the in-house evaluation layer that catches regressions before they reach users.
Lead and mentor senior and mid-level engineers within the pod, while partnering with ML Platform and Risk ML teams to align ML system design across the company.
What We're Looking For
8+ years deploying production ML systems at scale, with a proven track record of technical leadership owning cross-team ML architecture from design through production.
Domain experience in identity verification, biometrics, or account integrity, with deep applied ML expertise in at least two of: computer vision/biometrics, GNNs, sequence models, or NLP/LLMs.
Expert-level Python with production experience in TensorFlow or PyTorch, including model training, evaluation, and serving infrastructure.
A track record of translating KYC/AML requirements and fraud trends into ML roadmaps, and communicating trade-offs to Product, Compliance, Risk, and Security stakeholders.
Responsible use of generative AI, maintaining human oversight to deliver business-ready outputs and drive measurable improvements in workflow efficiency, cost, and quality.
About Coinbase
Coinbase is at the forefront of building a more open, accessible, and efficient financial system globally through blockchain technology. Our mission is to increase economic freedom in the world, and we do this by creating a reliable and easy-to-use platform that empowers individuals and institutions to participate in the burgeoning digital asset economy. We are committed to developing innovative tools and infrastructure that drive the future of finance, fostering a world where digital assets are universally understood and adopted. Our culture thrives on curiosity, collaboration, and a relentless pursuit of excellence. We believe in empowering our teams to take ownership, experiment with new ideas, and solve complex challenges with creativity and integrity. At Coinbase, you'll find a dynamic and inclusive environment where diverse perspectives are valued, and continuous learning is encouraged. We're building a future that demands bold thinking and a commitment to our shared vision. Joining Coinbase means contributing to a revolutionary shift in finance, working alongside some of the brightest minds in blockchain and technology. With 403 open positions, we offer unparalleled opportunities for professional growth, impact, and the chance to shape an industry from the ground up. If you're driven by a passion for innovation and want to build a world where economic freedom is a reality for everyone, explore career opportunities with us.
Ready to Apply?
To submit your application for this position, please visit Coinbase's official website and follow their application process.