Développeur.se - opérations liées à l’apprentissage automatique / MLOps Developer
Electronic Arts6 hours ago
Montréal, CanadaSenior
Responsibilities
- Optimize model training and serving processes.
- Build the streaming data path from lake storage to GPUs.
- Choose and maintain deliberate data formats for ML workloads.
- Instrument ML infrastructure, including GPU utilization, queue depth, job success rate, experiment cost, data-loader stall time, and serving latency percentiles.
- Centralize training and experiment telemetry for researchers and planners.
- Translate requirements into durable operational processes and ensure the ML fleet operates effectively.
- Work closely with researchers, the Lead Infrastructure Engineer, 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, Lance, or similar.
- 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 a focus on reproducibility.
Benefits
- Hybrid work arrangement with three onsite days per week in Redwood City, Montreal, or Vancouver.
- US benefits include paid time off, sick time, company holidays, paid parental bonding leave, medical/dental/vision insurance, life and disability insurance, and a 401(k) for regular full-time employees.
- Canada benefits include vacation, sick time, parental and adoption leave top-up, extended health/dental/vision coverage, life and disability insurance, and a retirement plan for regular full-time employees.
- Certain roles may be eligible for bonuses and other incentive programs.
- EA supports physical, emotional, financial, career, and community wellness programs, which may include healthcare, mental-well-being support, retirement savings, paid time off, family leave, and complimentary games.
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.