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Senior ML OPS Content Creation Technology Group

Senior ML OPS Content Creation Technology Group

CompanyUbisoft
LocationMontreal, QC, Canada
Salary$Not Provided – $Not Provided
TypeFull-Time
DegreesBachelor’s
Experience LevelSenior

Requirements

  • Bachelor’s degree in computer science or computer engineering or equivalent
  • A minimum of 5 years of experience in software engineering
  • A minimum of 2 years of experience in machine learning
  • A good knowledge of a production machine learning pipeline; from ML training and deployment to model performance-tracking/behavioral-drift
  • Proficient in Python and have experience with libraries and frameworks such as PyTorch and/or TensorFlow
  • A familiarity with MLOps platforms such as Databricks and/or ClearML
  • A good knowledge of container technology such as Docker and/or Kubernetes
  • A good knowledge of machine learning and deep learning fundamentals

Responsibilities

  • Designing and developing machine learning systems and schemes based on the business requirements and objectives
  • Optimizing existing tools for improved performance, scalability, and efficiency
  • Contribute to the industrialization of machine learning projects, focusing on building pipelines and workflows
  • Adapting and improving models’ usage, facilitating tools usage, and adapting these to users needs
  • Create tools to support and integrate the ML models inside a multi-process pipeline
  • Enhancing the existing machine learning libraries and frameworks
  • Collaborating with game production teams, data science team, research team and other stakeholders
  • Conducting research to stay up to date with the latest advancements
  • Documentation, presentations, and knowledge sharing to communicate complex AI concepts to both technical and non-technical collaborators
  • Creating proof of concepts to satisfy investigations into product directions

Preferred Qualifications

  • A specialization in Machine Learning is an asset
  • A good knowledge of Database products is an asset
  • A good knowledge of cloud-based platforms is an asset