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Senior Machine Learning EngineerSocket.dev • Toronto, ON, Canada
Senior Machine Learning Engineer

Senior Machine Learning Engineer

Socket.dev • Toronto, ON, Canada
7 days ago
Job type
  • Full-time
Job description

Individually we are people, but together we are Aviva. Individually these are just words, but together they are our Values - Care, Commitment, Community, and Confidence.
We are seeking a highly skilled and experienced Senior Machine Learning Engineer to join our AI/ML Platform team. The ideal candidate will have a strong background in designing, building, and deploying scalable machine learning solutions in both cloud and on-premise environments. Hands-on experience with Snowflake, AWS, and Linux-based systems is essential. You will collaborate closely with data scientists, data engineers, and product teams to operationalize ML models and drive innovation across the organization.

What You'll Do

  • Design, develop, and deploy robust ML pipelines and services in production environments (cloud and on-prem).
  • Collaborate with cross-functional teams to understand business requirements and translate them into scalable ML solutions.
  • Optimize model performance and ensure reliability, scalability, and maintainability of ML pipelines and systems.
  • Implement MLOps best practices, including CI/CD, model versioning, monitoring, and retraining.
  • Work with Snowflake and AWS services (e.g., S3, EC2, ECR, MWAA) to build and deploy ML models on the cloud.
  • Develop and maintain end-to-end on-premise ML workflows solutions.
  • Ensure data privacy, security, and compliance in all ML solutions.
  • Mentor junior engineers and contribute to technical leadership within the team.

What You'll Bring

  • Bachelor’s or Master’s degree in Computer Science, Data Science, Engineering, or a related field.
  • 5+ years of experience in machine learning engineering or related roles.
  • Strong proficiency in Python and ML libraries (e.g., scikit-learn, pyGAM, XGBoost).
  • Hands-on experience with Snowflake, Snowpark, and Snowpark ML for data engineering and ML workflows.
  • Deep understanding of AWS cloud services and infrastructure for ML deployment.
  • Experience with Linux-based systems, including remote development via SSH.
  • Proficiency in Jenkins for orchestration and automation of ML workflows.
  • Experience with containerization (Docker).
  • Strong proficiency in SQL, with the ability to optimize complex queries using query plans and performance tuning tools.
  • Familiarity with data versioning tools (e.g., DVC, Feast), ML workflow tools (e.g., MLflow, Airflow), and monitoring frameworks.
  • Excellent problem-solving skills and ability to work in a fast-paced environment.

Would Be An Asset

  • Knowledge of feature stores and model registries.
  • Experience with Apache Spark and Snowpark for scalable data processing.
  • Exposure to other cloud platforms (e.g., Azure, GCP) is a plus.
  • Contributions to open-source ML projects or publications.

What You'll Get

  • The salary band for this position ranges from $110,000 to $145,000. Please note that individual salary is determined by factors such as job-related knowledge, skills and experience, as well as internal equity.
  • Compelling rewards package including base compensation, eligibility for annual bonus, retirement savings, share plan, health benefits, personal wellness, and volunteer opportunities.
  • Outstanding Career Development opportunities.
  • We'll support your professional development education.
  • Competitive vacation package with the option to purchase 5 extra days off per year
  • Employee driven programs focused on gender, LGBTQ+, origins, diversity and inclusion
  • Corporate wellness programs to support our employees’ physical and mental health
  • Hybrid flexible work model

Please note that we may use AI tools to help us through the recruitment process. This is a new position which has been posted both internally & externally.
Aviva Canada has an accommodation process in place to provide accommodations for employees with disabilities. If upon commencement of employment you require a specific accommodation because of a disability, please contact your Talent Acquisition Partner so that an appropriate accommodation can be arranged. This process applies throughout your career with Aviva Canada.

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Senior Machine Learning Engineer • Toronto, ON, Canada

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