Staff Machine Learning Engineer (Platform - Identity)

πŸ“ United States
USD 218,000-256,500 per year
SENIOR
βœ… Remote

Used Tools & Technologies

Machine Learning LLM GenAI

Required Skills & Competences

Security @ 4 Python @ 4 TensorFlow @ 4 Leadership @ 7 Technical Leadership @ 7 Fraud @ 4 NLP @ 4 KYC @ 4 AML @ 4 PyTorch @ 4 Compliance @ 4 Generative AI @ 4 AI @ 4 Computer Vision @ 4

Details

Ready to do the most impactful work of your career? At Coinbase, the team is uncompromising on its mission to increase economic freedom. Coinbase is a remote-first (but not remote-only) company; expect quarterly in-person working sessions called β€œsurges.”

Responsibilities

  • Own the full identity verification (IDV) ML stack: document authenticity models, 1:1 and 1:N face-match, liveness detection, presentation-attack detection, and deepfake/injection detection from feature pipelines through threshold tuning and production enforcement.
  • Build identity-graph systems using graph neural networks (GNNs) to 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 at real-time latency.
  • Drive vendor ML strategy: benchmark external models against Coinbase-owned evaluation sets, design dynamic routing logic across providers/geographies, and build in-house evaluation layers to catch regressions before they reach users.
  • Lead and mentor senior and mid-level engineers; partner with ML Platform and Risk ML teams to align cross-company ML system design and production practices.

Requirements

  • 8+ years deploying production ML systems at scale, with proven technical leadership owning cross-team ML architecture from design through production.
  • Domain experience in identity verification, biometrics, or account integrity with deep applied ML 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.
  • Track record 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: maintain human oversight and deliver business-ready outputs that improve workflow efficiency, cost, and quality.

Compensation and Benefits

  • Annual base salary range (excluding equity and bonus): $218,025 β€” $256,500 USD.
  • Total compensation may also include equity, bonus eligibility, and benefits (medical, dental, vision, 401(k)).

Other Details

  • Application limit: candidates may submit a maximum of 3 applications within a 6-month period.
  • Equal Opportunity Employer statement and US-specific notices (Employee Rights, Know Your Rights, E-Verify) included.
  • Accommodations: applicants with disabilities can request reasonable accommodation via the provided email.
  • AI disclosure: Coinbase is piloting AI tools for initial screening interviews and interview intelligence; Coinbase will not use AI to make employment decisions.