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Machine Learning Operations Engineer

2 months ago

Montreal, Quebec, Canada Electronic Arts Inc. Full time
About the Role

We are seeking a highly skilled Machine Learning Operations (MLOps) Engineer to join our team at Electronic Arts Inc. as a key member of our Data & Analytics function. The successful candidate will be responsible for designing and implementing global-scale production systems for in-game Personalization, collaborating with cross-functional teams to deliver cutting-edge analytics data products, and ensuring the seamless deployment of machine learning models.

Key Responsibilities
  • Create and maintain ML pipelines for automating and accelerating ML deployment tasks.
  • Design and implement end-to-end ML lifecycle management processes, including data extraction and processing, model training and versioning, hyperparameter tuning, evaluation, and deployment.
  • Implement robust software best practices, such as coding standards, code reviews, source control management, build processes, testing, and operations.
  • Monitor and improve the performance of machine learning models in production.
Requirements
  • Bachelor's degree in Computer Science, Data Science, or a related field.
  • Experience as an MLOps Engineer or similar role in Machine Learning.
  • Understanding of cloud computing, data management, and machine learning algorithms.
  • Proficiency with programming languages such as Python, R, or Scala.
  • Familiarity with machine learning frameworks (like Keras or PyTorch) and libraries (like scikit-learn).
  • Experience with infrastructure automation technologies like Docker, Kubernetes, Terraform, etc.
  • Knowledge of data structures, data modeling, and software architecture.
  • Understanding of data analysis workflows and machine learning model lifecycle.
  • Comfortable working in an Agile environment.
About Us

Electronic Arts Inc. is a leading global interactive entertainment company that delivers immersive and engaging experiences to millions of players around the world. Our Data & Analytics function plays a critical role in driving business growth and innovation through data-driven insights and analytics.