Machine Learning Platform Engineer I

What you'll be doing

  • Collaborate with ML Platform Engineers, Machine Learning Scientists, and domain engineers to deliver scalable ML solutions
  • Deploy and operationalize ML models to production, bridging experimentation with real-world impact
  • Enhance and maintain a cloud-based ML Platform on GCP using production-grade Python and Terraform
  • Build and maintain CI/CD pipelines for ML model training and inference across environments
  • Deploy, manage, and scale model serving endpoints on Kubernetes to ensure low-latency, high-availability inference
  • Develop and host custom and open-source AI tooling to support rapid AI solution deployment
  • Champion MLOps best practices including model versioning, experiment tracking, data validation, and automated retraining
  • Set up observability, monitoring, and alerting for infrastructure and deployed models to ensure platform reliability
  • Maintain and enhance open-source AI tools like LiteLLM and LibreChat and expand generative AI capabilities

Requirements

  • 1+ year experience deploying and maintaining ML models in production
  • Good understanding of MLOps principles such as experiment tracking, reproducibility, pipeline automation, model versioning, and production monitoring
  • Strong hands-on Python skills with proficiency in ML/data libraries like scikit-learn, pandas, NumPy, XGBoost, LightGBM, and MLflow
  • Familiarity with a major cloud platform, preferably Google Cloud Platform (GCP)
  • Experience with containerization using Docker; preferably familiar with Kubernetes and Kubeflow
  • Ability to switch context quickly with sharp attention to detail and adaptability to shifting priorities
  • Preferably familiar with infrastructure-as-code tools such as Terraform
  • Experience building and maintaining CI/CD pipelines for ML workflows
AI Summary ✨

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