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Innovative Refrigeration Systems, Inc. Logo

Lead Machine Learning Engineer

Innovative Refrigeration Systems, Inc.

Salary not specified
Nov 10, 2025
Waynesboro, VA, United States of America
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Innovative Refrigeration Systems, Inc. is looking to develop advanced machine learning models that optimize energy efficiency across large-scale industrial refrigeration and cold storage facilities to create a more sustainable future for their Fortune 1000 clients powering America's food supply chain.

Requirements

  • Minimum 2 years of hands-on experience building and optimizing ML systems.
  • Strong understanding of machine learning theory and practical model deployment.
  • Experience working in cloud ML environments (AWS, Azure, or GCP).
  • Proficient in ML tools such as Python, TensorFlow, Scikit-learn, or R.
  • Prior software engineering experience building backend systems around ML models.

Responsibilities

  • Design, develop, and deploy ML-driven optimization systems that integrate with industrial PLC and IoT data streams.
  • Build physics-based and reinforcement learning models to improve energy efficiency and temperature safety in industrial refrigeration systems.
  • Fine-tune, test, and deploy machine learning models to production environments.
  • Analyze large datasets from industrial sensors, controls, and process systems.
  • Develop predictive models for maintenance and performance optimization.
  • Document algorithms, workflows, and performance metrics for ongoing improvement.

Other

  • Bachelor’s degree in Computer Science, Computer Information Systems, Data Science, Mechanical, Chemical, or Electrical Engineering (or equivalent experience).
  • Excellent problem-solving and collaboration skills.
  • Self-starter with the ability to learn mechanical engineering principles related to refrigeration and thermodynamics.
  • Must be able to remain in a stationary position (seated or standing) for extended periods.
  • Occasionally may need to lift or carry items up to 25 pounds (e.g., office supplies, small equipment).
  • Master’s or PhD in Computer Science, Mathematics, or Engineering.
  • Background in energy optimization, predictive maintenance, thermodynamics, or industrial refrigeration.