Senior Machine Learning Engineer

GEICO GEICO · Insurance · New York, NY +2

Senior Machine Learning Engineer at GEICO focused on building and deploying end-to-end production ML systems, including LLM-based applications, within a regulated environment. The role involves managing the full ML lifecycle, optimizing serving systems, and collaborating across teams to integrate AI solutions.

What you'd actually do

  1. Design, implement, and deploy machine learning models and features for diverse AI applications including predictive analytics, automation, and decision support.
  2. Develop scalable batch and real-time pipelines to support high-throughput AI workflows and applications.
  3. Author high-quality, well-tested, and maintainable code in Python (and/or Java).
  4. Mentor junior engineers (MLE I/II), providing code reviews, guidance, and technical leadership.
  5. Ensure ML systems adhere to high standards for monitoring, alerting, security, privacy, and compliance.

Skills

Required

  • Python
  • Java
  • PyTorch
  • TensorFlow
  • scikit-learn
  • ML lifecycle management
  • deployment
  • monitoring
  • retraining
  • LLM-based applications
  • prompt design
  • retrieval-augmented generation (RAG)
  • model evaluation
  • production integration
  • distributed data systems
  • ML infrastructure

Nice to have

  • AI Research
  • Predictive Modeling
  • Automation
  • Decision Intelligence
  • fine-tuning
  • adaptation
  • evaluation frameworks
  • safety/guardrails for LLMs
  • real-time ML serving architectures
  • feature stores
  • low-latency systems
  • deep learning
  • reinforcement learning
  • natural language processing
  • Spark
  • Snowflake
  • Airflow
  • DBT
  • model explainability
  • fairness
  • governance in regulated industries

What the JD emphasized

  • building and deploying machine learning systems in production environments
  • building and deploying LLM-based applications
  • regulated environment

Other signals

  • production ML systems
  • ML lifecycle
  • LLM-based applications
  • regulated environment