Principal Machine Learning Engineer

Lime Lime · Consumer · Canada · Engineering

Principal Machine Learning Engineer to build and lead Lime's ML Center of Excellence, focusing on ML strategy, infrastructure, development processes, and production deployment for consumer-facing products.

What you'd actually do

  1. Drive alignment across teams on ML strategy, standards, and long-term technical direction by serving as a technical leader for Lime’s ML Center of Excellence
  2. Guide recommendations for ML infrastructure, tooling, and architecture (training, serving, feature stores, experimentation, monitoring)
  3. Define and evolve ML development processes, including model review, experimentation rigor, deployment, optimization, and operations
  4. Establish best practices for ML monitoring, observability, alerting, and model performance health in production
  5. Drive reusable feature development patterns and shared ML capabilities that enable teams to move faster and more safely

Skills

Required

  • Python
  • PyTorch
  • TensorFlow
  • SQL
  • pandas
  • spark
  • airflow
  • ML fundamentals
  • model evaluation
  • experimentation
  • optimization
  • production deployment
  • operations
  • system design
  • distributed systems

Nice to have

  • forecasting
  • optimization
  • pricing
  • marketplace dynamics
  • ML platform
  • center of excellence
  • ML standards
  • governance
  • shared tooling

What the JD emphasized

  • record of delivering production level systems
  • Track record of influencing ML architecture and practices across multiple teams
  • building a ML platform or center of excellence

Other signals

  • ML Center of Excellence
  • ML infrastructure
  • model lifecycle management
  • production ML systems