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[Remote] Machine Learning Engineer

Work from home Full-time role Hiring

Note: The job is a remote job and is open to candidates in USA. Sift is the AI-powered fraud platform securing digital trust for leading global businesses. As a Machine Learning Engineer, you will bridge the gap between data science and large-scale distributed systems, building end-to-end pipelines and maintaining an automated machine learning ecosystem.

Responsibilities

  • Model Development & Refinement: Design, build, and deploy online machine learning models (including ensemble methods, deep learning, transformer architectures and graph-based models) to catch evolving fraud vectors in real time
  • Feature Engineering at Scale: Engineer high-frequency time-series features from over 1 trillion behavioral events, optimizing for low-latency signal extraction and pattern recognition
  • Production MLOps: Maintain and enhance our automated model training and deployment infrastructure, ensuring frictionless continuous integration and continuous deployment (CI/CD) of newly trained models
  • System Optimization: Write high-performance code to minimize scoring latency at runtime, ensuring our core ML services scale seamlessly across distributed databases
  • Collaborative Innovation: Work cross-functionally with Core Infrastructure, Product Management, and Data Science teams to translate business-level fraud patterns into robust algorithmic solutions

Skills

  • 4+ years of professional experience building and deploying large-scale machine learning models into high-traffic production environments
  • Strong proficiency in Java or Scala (for our production backend) as well as Python (for data analysis and model prototyping)
  • Practical experience with Databricks and big data processing frameworks like Apache Spark, Apache Flink, or Hadoop, and working with NoSQL data stores like Bigtable
  • Deep understanding of statistical modeling, probability, and standard machine learning algorithms (e.g., XGBoost, Random Forests, Neural Networks, and Clustering techniques)
  • Ability to reason through data consistency, pipeline failures, and performance constraints in a distributed, multi-tenant cloud environment (GCP)
  • Experience explicitly in the fraud detection, risk mitigation, or cyber-security domains
  • Deep knowledge of streaming architectures (e.g., Apache Kafka)
  • Familiarity with containerization and orchestration tools like Docker and Kubernetes
  • Familiarity with leveraging AI coding assistants (e.g., Claude Code) to accelerate development and model prototyping

Benefits

  • Offers Equity
  • Remote

Company Overview

  • Sift applies insights from a global network of data to detect fraud and increase positive user experience. It was founded in 2011, and is headquartered in San Francisco, California, USA, with a workforce of 201-500 employees. Its website is http://sift.com.
  • Company H1B Sponsorship

  • Sift has a track record of offering H1B sponsorships, with 3 in 2026, 12 in 2025, 10 in 2024, 12 in 2023, 16 in 2022, 13 in 2021, 13 in 2020. Please note that this does not guarantee sponsorship for this specific role.
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