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Remote Machine Learning Engineer

at Ravelin

Posted 1 day ago 0 applied

Description:

  • Ravelin is a fraud detection company that utilizes advanced machine learning and network analysis technology to enhance online transaction safety.
  • The company values a strong culture based on empathy, ambition, unity, and integrity, and promotes work/life balance with a flat hierarchy.
  • The Detection team, consisting of data scientists and machine learning engineers, is responsible for maintaining low fraud rates and client satisfaction by continuously training and deploying machine learning models.
  • The team aims to make model deployments as seamless and error-free as code deployments, adhering to Google’s Best Practices for ML Engineering.
  • The role of the Machine Learning Engineer involves bridging data science and engineering, focusing on building, scaling, and maintaining high-performance ML systems for fraud detection.
  • Responsibilities include designing and orchestrating scalable ML pipelines, collaborating with data scientists, managing MLOps infrastructure, troubleshooting performance issues, and contributing to internal tool improvements.

Requirements:

  • Candidates must have hands-on experience in building and deploying machine learning models in a production environment.
  • A solid understanding of the full machine learning lifecycle, including experience in designing scalable training pipelines for large datasets, is required.
  • Familiarity with workflow orchestration tools such as Prefect, Kubeflow, or Argo is necessary.
  • Strong software engineering fundamentals, including knowledge of data structures, design patterns, version control (Git), CI/CD, testing, and monitoring, are essential.
  • Excellent problem-solving skills and the ability to navigate ambiguous requirements are required.
  • A collaborative mindset and strong communication skills are necessary to effectively communicate with diverse audiences.

Benefits:

  • The position offers flexible working hours and a remote-first environment, allowing employees to work when and where they are most productive.
  • Comprehensive BUPA Health Insurance is provided for top-tier medical care.
  • An annual wellness and learning budget of £1,000 is available to prioritize health, well-being, and learning needs.
  • Employees can take the last Friday of each month off for a wellbeing and learning day.
  • The company offers 25 days of holiday plus bank holidays and an extra cultural day for personal time off.
  • Mental health support is accessible through Spill, providing professional services when needed.
  • An Aviva Pension Scheme is available for future planning.
  • Employees can participate in monthly charitable donations and volunteer opportunities through Ravelin Gives Back.
  • Fortnightly randomized team lunches are provided to foster connections among teammates.
  • A Cycle-to-Work Scheme is available to save on commuting costs while promoting an active lifestyle.
  • Access to BorrowMyDoggy allows employees to spend time with dogs.
  • Weekly board game nights and a social budget are provided for relaxation and team bonding.