Hudl

Senior MLOps Engineer - Edge

Hudl
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5 hours ago
Remote, United Kingdom +3 moreSenior

Responsibilities

  • Design, develop, and maintain scalable edge infrastructure for deploying models to global device fleets.
  • Own the model compilation pipeline that produces optimized, hardware-specific inference engines.
  • Manage TensorRT compilation, FP16/INT8 precision trade-offs, calibration, and engine validation.
  • Build automated production-device testing and telemetry pipelines for model drift, thermal impact, and inference latency.
  • Develop resilient update mechanisms for low-bandwidth environments, limited storage, and network failures.
  • Collaborate with data scientists, embedded engineers, and product managers on hardware integrations.
  • Mentor teammates and establish best practices for Python tooling, infrastructure-as-code, and CI/CD.

Requirements

  • Production experience building and operating model-deployment pipelines with Docker and Linux systems.
  • Hands-on experience compiling and optimizing machine-learning models for embedded hardware, ideally with TensorRT.
  • Understanding of precision, quantization, calibration, and inference-engine validation at scale.
  • Ability to design resilient architectures for heterogeneous device fleets, including canary releases and safe rollbacks.
  • Ability to collaborate with researchers and low-level embedded engineers to translate constraints into solutions.
  • Experience with the NVIDIA edge ecosystem, including Jetson Orin, DeepStream SDK, and TensorRT, is preferred.
  • Familiarity with video pipelines, GStreamer, or ffmpeg is preferred.
  • Experience with AWS IoT Greengrass, Balena, or custom over-the-air and fleet-management solutions is preferred.
  • Interest in sports technology, video analytics, or performance metrics is preferred.

Benefits

  • Flexible vacation time, company-wide holidays, meeting-free days, and remote work options.
  • Professional development resources and career growth opportunities.
  • Medical and retirement benefits depending on location.
  • Employee Assistance Program and employee resource groups supporting wellbeing.
  • Role may be based near the London or Barcelona offices, with remote options in the UK and Spain.
Hudl

About Hudl

1,001-5,000 employees

Hudl empowers hundreds of thousands of teams globally to reach their potential, working with coaches, athletes, and administrators at every level of sport. We equip teams with tools and insights to elevate performance, streamline operations, drive recruitment and deepen fan engagement. Our smart cameras capture every second of practices and games, powering the industry's ecosystem of film review, recruiting, scouting and more. Our trusted software layers data and analytics onto video to help athletes and teams reach their potential. And our platform helps every team create a stronger connection to their fans through livestreaming, athlete highlights, tickets, and updates on all the information fans care about. Learn more at Hudl.com. We’ve built the best team in tech to help us achieve our goals. Want to be proud of where you work? Check out our open career opportunities below.