Développeur.se - opérations liées à l’apprentissage automatique / MLOps Developer
Electronic Arts2 months ago
Base Salary
$165k - $256k/yr
Responsibilities
- Optimize model training and serving systems.
- Build the streaming data path from the data lake to GPU infrastructure.
- Choose deliberate data formats for ML workflows.
- Instrument GPU utilization, queue depth, job success rate, experiment cost, data-loader stall time, and serving latency percentiles.
- Consolidate training and experiment telemetry into a trusted system for researchers and planners.
- Translate requirements into durable operational processes and ensure the ML fleet operates effectively in partnership with infrastructure and research leads.
Requirements
- 8+ years of engineering experience.
- 4+ years building and operating ML systems in production.
- Expertise in Python.
- Ability to read and modify framework-level code, including PyTorch and an inference server such as vLLM, SGLang, or TensorRT-LLM.
- Demonstrated model or inference optimization experience.
- Hands-on distributed data processing experience for ML, including Ray, Spark, or equivalent.
- Experience with columnar and ML-native formats such as Parquet, Arrow, or Lance.
- Practical observability skills with Prometheus, Grafana, or equivalent.
- Working knowledge of AWS compute and storage for ML workloads, including EC2 GPU instances, S3 performance tiers, and EKS.
- Experience with containerization and CI/CD for ML artifacts, with an emphasis on reproducibility.
Benefits
- Hybrid work arrangement with onsite work three days per week in Redwood City, Montreal, or Vancouver.
- US employees receive paid time off, sick time, paid company holidays, parental bonding leave, medical/dental/vision insurance, life insurance, disability insurance, and a 401(k).
- Canadian employees receive vacation, sick time, parental and maternity leave top-up benefits, extended health/dental/vision coverage, life insurance, disability insurance, and a retirement plan.
- Certain roles may be eligible for bonuses and other incentive programs.
Tech Stack
Categories
About Electronic Arts
Electronic Arts creates next-level entertainment experiences that inspire players and fans around the world. Here, everyone is part of the story. Part of a community that connects across the globe. A team where creativity thrives, new perspectives are invited, and ideas matter. Regardless of your role, team, or location, this is a place where everyone makes play happen. Join us.