Senior ML OPS Content Creation Technology Group
Company | Ubisoft |
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Location | Montreal, QC, Canada |
Salary | $Not Provided – $Not Provided |
Type | Full-Time |
Degrees | Bachelor’s |
Experience Level | Senior |
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