AI/ML Research Scientist: Surrogate Modeling & Fast Simulations

Peraton; Basking Ridge (NJ); On-site; USD 140,000 - 190,000; Full time

Job summary

Peraton Labs is seeking a self-motivated AI/ML Research Scientist with a strong foundation in machine learning, optimization techniques and data analytics to help design and deliver next-generation ML-driven modeling, simulation and analysis capabilities.

The role focuses on research, prototyping and evaluation of AI/ML-driven analytics to expedite MSA including development of surrogate models to reduce simulation run times.

Qualifications

• MS with 6+ years or PhD with 3+ years in Computer Science, Electrical and Computer Engineering, or closely related field.
• Expertise in machine learning and optimization techniques.
• Hands-on experience with ML tooling such as PyTorch, TensorFlow.
• Knowledge of LLMs and agentic AI is a plus.
• Experience with modeling, simulation and analysis.
• Experience with developing surrogate models is a plus.
• Strong software development skills in Python, C/C++.
• Proficiency with Linux, Git, Docker and Kubernetes.
• Excellent oral and written communication skills (technical presentations + well-structured documentation).
• Ability to work independently, manage ambiguity, and deliver tangible outputs in a research environment.
• US Citizenship is a requirement for this position.
• Willingness and eligibility to obtain a Secret clearance.

Responsibilities

• Conduct applied research on AI/ML-driven analytics using cutting edge machine learning and optimization techniques to expedite high-fidelity modeling and simulations.
• Design and implement prototypes that operationalize research into usable capabilities.
• Work with teammates to translate customer needs into technical approaches, balancing novelty with feasibility and deployability.
• Produce high-quality technical documentation, briefings and presentations, and contribute to reports, proposals, whitepapers, and publications.
• Maintain strong system hygiene: Linux-based development, version control, containers, reproducibility, and clean software practices.
• Learn and integrate new tools/technologies quickly to keep pace with evolving customer needs and emerging research.

Skills

Machine learning

Optimization

Python

C/C++

Linux

Git

Docker

Kubernetes

PyTorch

TensorFlow

Communication

Independent work

Education

MS in CS/ECE or related

PhD in related field

Tools

PyTorch

TensorFlow

Docker

Kubernetes

Linux

Git

Job description

Peraton Labs is seeking a self-motivated AI/ML Research Scientist with a strong foundation in machine learning, optimization techniques and data analytics to help design and deliver next-generation ML-driven modeling, simulation and analysis capabilities.

The role focuses on research, prototyping and evaluation of AI/ML-driven analytics to expedite MSA including development of surrogate models to reduce simulation run times.