AI/ML Research Scientist — Surrogate Modeling & Simulations

Peraton Labs; Basking Ridge (NJ); On-site; USD 135,000 - 216,000; Full time

Benefits offered by this job

Medical benefits

Dental benefits

Vision benefits

Life insurance

Health savings account

Disability insurance

Employee assistance program

Parental leave

401(k) plan

Paid time off

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 emphasizes research, prototyping and evaluation of AI/ML‑driven analytics to expedite simulations and develop surrogate models.

You will work with a small team of researchers to investigate challenging problems, develop optimization

Qualifications

• Minimum of MS with 6+ years of experience or PhD with 3+ years of experience 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 techniques

PyTorch

TensorFlow

LLMs

Agentic AI

Python

C/C++

Linux

Git

Docker

Kubernetes

Communication skills

Independent work

US Citizenship

Education

MS in Computer Science or Electrical and Computer Engineering

PhD in CS/EE or related field

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 emphasizes research, prototyping and evaluation of AI/ML‑driven analytics to expedite simulations and develop surrogate models.

You will work with a small team of researchers to investigate challenging problems, develop optimization