Demo

Lead Machine Learning Engineer

Innovative Refrigeration Systems, Inc.
Waynesboro, VA Full Time
POSTED ON 1/9/2026
AVAILABLE BEFORE 2/6/2026
Innovative Refrigeration Systems, Inc. is looking for a results-oriented Lead Machine Learning Engineer to join our Software Engineering Department full-time onsite in Waynesboro, VA. This role is pivotal in developing advanced machine learning models that optimize energy efficiency across large-scale industrial refrigeration and cold storage facilities.

Our aim is to create a more sustainable future for our Fortune 1000 clients powering America’s food supply chain. This is an extremely rewarding and impactful greenfield initiative with a company uniquely positioned to challenge the status quo.

Job Role: The Lead Machine Learning Engineer will design, develop, and deploy ML-driven optimization systems that integrate with industrial PLC and IoT data streams. This role bridges mechanical and data science disciplines to enhance performance and sustainability of refrigeration systems.

Key Duties

  • 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.
  • Collaborate with product, energy, and software teams to influence platform architecture and features.
  • 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.

Requirements

  • Bachelor’s degree in Computer Science, Computer Information Systems, Data Science, Mechanical, Chemical, or Electrical Engineering (or equivalent experience).
  • 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.
  • 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).

Preferences

  • Master’s or PhD in Computer Science, Mathematics, or Engineering.
  • Background in energy optimization, predictive maintenance, thermodynamics, or industrial refrigeration.
  • Prior software engineering experience building backend systems around ML models.

Salary.com Estimation for Lead Machine Learning Engineer in Waynesboro, VA
$146,883 to $178,123
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