Real-Time Fraud ML Engineer – Production-Ready Modelling

Unity Technologies

Mountain View (CA)

Presencial

USD 179.000 - 232.000

Jornada completa

Hace 5 días
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Descripción de la vacante

Unity Technologies seeks a Machine Learning Engineer to own the ML side of Offerwall fraud prevention. You will bring real-time anomaly detection and device risk models into production, build labeled fraud datasets, and modernize training, serving, and monitoring across the fraud ML stack.

You will collaborate with data engineering, backend, and product partners and own end-to-end ML development from data to deployment, ensuring measurements align with business impact and reducing fraud losses.

Formación

  • Production ML experience with deployment, monitoring and iteration after launch.
  • Hands-on fraud detection or anomaly detection experience.
  • Low-latency serving and online/offline feature pipelines.
  • Ability to build labeled datasets and evaluation methods.
  • Strong Python and SQL; cloud ML platforms (SageMaker, Kubeflow, or KServe).
  • Ownership, collaboration with backend, data, and product teams.

Responsabilidades

  • Ship fraud models to production influencing payouts and blocking.
  • Create and maintain a golden labeled fraud dataset with evaluation metrics.
  • Design streaming and batch features feeding a Redis online store.
  • Plan and drive ML training/serving stack evolution (SageMaker→Kubeflow/KServe).
  • Investigate fraud spikes and derive new detection signals and features.
  • Monitor models, write runbooks, and participate in on-call duties.

Conocimientos

Python
SQL
Real-time ML
Fraud detection
Feature engineering
Redis
Kubeflow
KServe
SageMaker
Kafka
Airflow
On-call
Collaboration

Herramientas

Redis
Kafka
Airflow
SageMaker

Descripción del empleo

Unity Technologies seeks a Machine Learning Engineer to own the ML side of Offerwall fraud prevention. You will bring real-time anomaly detection and device risk models into production, build labeled fraud datasets, and modernize training, serving, and monitoring across the fraud ML stack.

You will collaborate with data engineering, backend, and product partners and own end-to-end ML development from data to deployment, ensuring measurements align with business impact and reducing fraud losses.

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