Principal Machine Learning Engineer

Lime Lime · Consumer · United States · Engineering

Principal Machine Learning Engineer to build and lead Lime's ML Center of Excellence, focusing on ML infrastructure, development processes, and operational best practices for production systems.

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
  • building a ML platform
  • defining ML standards
  • governance
  • shared tooling at scale

What the JD emphasized

  • record of delivering production level systems
  • Track record of influencing ML architecture and practices across multiple teams

Other signals

  • ML Center of Excellence
  • ML infrastructure, tooling, and architecture
  • ML development processes
  • ML monitoring, observability, alerting, and model performance health
  • reusable feature development patterns and shared ML capabilities