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AI/ML Research Scientist

Reads like an ML Engineer role: training models and running them in production.

Pay
$135,000–216,000/yearAnnual period assumed — pay source
Target Salary Range $135,000 - $216,000. This represents the typical salary range for this position. Salary is determined by various factors, including but not limited to, the scope and responsibilities of the position, the individual’s experience, education, knowledge, skills, and competencies, as well as geographic location and business and contract considerations. Depending on the position, employees may be eligible for overtime, shift differential, and a discretionary bonus in addition to base pay. Benefits Statement Peraton offers eligible employees a variety of benefits including medical, dental, vision, life, health savings account, short/long term disability, EAP, parental leave, 401(k), paid time off (PTO) for vacation, and company paid holidays. A full listing of available benefits can be viewed at https://www.careers.peraton.com/benefits.
Read the full posting
Work setting
Remote — work setting source
Work setup in the employer’s posting: TELECOMMUTE
From the employer’s posting
Employment
Full-time — employment source
Employment type in the employer’s posting: FULL_TIME
From the employer’s posting

Before you apply

Work authorization
US citizens onlyUS Citizenship is a requirement for this position

What you’ll work on

Full posting
  • Conduct applied research on AI/ML analytics to speed up high-fidelity simulations

  • Design and implement prototypes that turn research into usable capabilities

  • Translate customer needs into technical approaches that are feasible and deployable

  • Write technical documentation, briefings, and presentations for reports and proposals

  • Maintain reproducible Linux-based development with version control and containers

From the employer’s posting
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

What you’ll bring

All qualifications

Core experience

  • Expertise in machine learning and optimization techniques
  • Hands-on experience with ML tooling such a PyTorch, TensorFlow
  • Experience with modeling, simulation and analysis
  • Proficiency with Linux, Git, Docker and Kubernetes
  • Ability to work independently, manage ambiguity, and deliver tangible outputs in a research environment

Preferred experience

  • Knowledge of LLMs and agentic AI is a plus
  • Experience with developing surrogate models is a plus
Qualification wording
Expertise in machine learning and optimization techniques
Hands-on experience with ML tooling such a PyTorch, TensorFlow
Experience with modeling, simulation and analysis
Proficiency with Linux, Git, Docker and Kubernetes
Ability to work independently, manage ambiguity, and deliver tangible outputs in a research environment
Knowledge of LLMs and agentic AI is a plus
Experience with developing surrogate models is a plus
Education & alternatives
Required 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
Apply at Peraton

Posting record

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Status in our records
Live
First seen by us
Oct 8, 202636 days ago
Recorded sightings
78
Last seen by us
Nov 13, 2026
Employer says posted
Sep 30, 2026

These dates show when we found the posting. Check the employer’s website to confirm it is still accepting applications.

How this job compares

Pay

In line with similar jobs

$135K–$216K against $166K–$240K, the middle half of what similar US postings state.

From 1,394 postings in the last year. Stated ranges, not salaries paid.

Time since we first saw it

Day 36

Similar jobs usually come down between day 8 and day 76.

At Peraton, jobs usually come down by about day 42.

From 5,460 similar postings that came down, and 266 of Peraton’s. Coming down is not always a hire.

Peraton is hiring

110 open jobs

Open jobs by the week we first saw them, last 12 weeks.

  • Hiring at a steady pace
  • Takes jobs down at a usual pace
  • 6% of open jobs were reposted
Hiring record

See how this role fits your experience

Add your resume and we’ll mark which of these tools you already use, and point out anything in the posting that could rule you out.

  • C
  • C++
  • Python
  • Docker
  • Kubernetes
  • PyTorch
  • TensorFlow
Where the posting names them
- Experience with developing surrogate models is a plus - Strong software development skills in Python, C/C++ - Proficiency with Linux, Git, Docker and Kubernetes
- 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)
- Expertise in machine learning and optimization techniques - Hands-on experience with ML tooling such a PyTorch, TensorFlow - Knowledge of LLMs and agentic AI is a plus

Your next step

Complete your application on careers-peraton.icims.com. The employer’s form will show what is required.

Applying through iCIMS

  • You start with your email. New applicants then create a login, and returning ones sign in.
  • Upload your resume before you fill anything in: iCIMS fills some profile fields from it.
  • Check your status on the employer’s iCIMS Dashboard, under Past Job Submittals.

Already applied? Track this application

Has Peraton posted this job before?

Yes. We’ve followed one other AI/ML Research Scientist job there since August 2026. It is still up.

  1. Basking RidgeStill up after 93 days, first seen Aug 13
  2. This jobUp 37 days so far, first seen Oct 8

Demand for ML Engineer roles

New ML Engineer postings at the employers we follow are up 10% over the last 6 weeks compared with the 6 before.

Weekly new ML Engineer postings at the same employers, from the week of August 17 to the week of November 2. The fewest in a week was 612, the most 1,081, and the latest week had 1,068.
August 17Last week

Each bar is one week of new postings. The darkest bars are the last 6 weeks.

Counted from the hiring pages we’ve followed for at least five weeks, so employers we add don’t look like growth. Updated weekly.

About the role

We file this job under ML Engineer, by the work the posting describes.

ML engineers put machine learning models into products. They write the code that trains, ships, serves and monitors models so a recommendation or prediction works for real users.

Postings ask for strong Python and software engineering, a framework such as PyTorch, cloud services, and more and more often experience with large language models.

A data scientist often works out which model to build; an ML engineer makes it run reliably in production.

US government figures for computer and information research scientists

Median yearly pay, May 2025
$140,300
Expected change, 2025 to 2035
21.8% more jobsagainst 3.5% for all jobs

The government has no code for ML engineers, so these figures are for the closest group, computer and information research scientists.

Source: US Bureau of Labor Statistics, Occupational Employment and Wage Statistics (May 2025) and Employment Projections (2025 to 2035). Occupation code 15-1221.

Job description

View original posting ↗

Peraton Overview

Peraton is a next-generation national security company that drives missions of consequence spanning the globe and extending to the farthest reaches of the galaxy. As the world’s leading mission capability integrator and transformative enterprise IT provider, we deliver trusted, highly differentiated solutions and technologies to protect our nation and allies. Peraton operates at the critical nexus between traditional and nontraditional threats across all domains: land, sea, space, air, and cyberspace. The company serves as a valued partner to essential government agencies and supports every branch of the U.S. armed forces. Each day, our employees do the can’t be done by solving the most daunting challenges facing our customers. Visit peraton.com to learn how we’re keeping people around the world safe and secure.

Responsibilities

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 (MSA) 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.  The role requires a deep understanding of machine learning techniques and optimization algorithms and working with simulators.

 

You will work with a small team of research scientists to investigate challenging problems, develop optimization and AI/ML-based solutions, software prototypes and demonstrate performance through hands-on evaluations.  The ideal candidate thrives in an environment where they can independently drive technical work while communicating results clearly through presentations and written technical documents.

 

Key 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

#plabs26

Qualifications

Required 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 a 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
  • Candidate will be required to travel to Basking Ridge, NJ as needed - expected at 25%.

 Preferred Qualifications

  • History of peer-reviewed publications, patents, open-source contributions, or evidence of research impact in the relevant areas
  • Current security clearance is a plus

Target Salary Range

$135,000 - $216,000. This represents the typical salary range for this position. Salary is determined by various factors, including but not limited to, the scope and responsibilities of the position, the individual’s experience, education, knowledge, skills, and competencies, as well as geographic location and business and contract considerations. Depending on the position, employees may be eligible for overtime, shift differential, and a discretionary bonus in addition to base pay.

Benefits Statement

Peraton offers eligible employees a variety of benefits including medical, dental, vision, life, health savings account, short/long term disability, EAP, parental leave, 401(k), paid time off (PTO) for vacation, and company paid holidays. A full listing of available benefits can be viewed at https://www.careers.peraton.com/benefits.

Application Statements

The application period for the job is estimated to be 30 days from the job posting date. However, this timeline may be shortened or extended depending on business needs and the availability of qualified candidates. By applying to this job, you are expressing interest in the role and the Company. During the review of your application, you may be required to participate in an on-camera interview, as well as participate in a process to verify your identity. Use of artificial intelligence (AI) tools of any kind during Peraton interviews is strictly prohibited unless the candidate has obtained prior written authorization. All interview responses must be the candidate’s own.

EEO

EEO: Equal opportunity employer, including disability and protected veterans, or other characteristics protected by law.
Source details

View original posting ↗

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Source excerpts

Selected passages from the saved posting. Check the full description for conditions and exceptions.

Pay
Target Salary Range $135,000 - $216,000. This represents the typical salary range for this position. Salary is determined by various factors, including but not limited to, the scope and responsibilities of the position, the individual’s experience, education, knowledge, skills, and competencies, as well as geographic location and business and contract considerations. Depending on the position, employees may be eligible for overtime, shift differential, and a discretionary bonus in addition to base pay. Benefits Statement Peraton offers eligible employees a variety of benefits including medical, dental, vision, life, health savings account, short/long term disability, EAP, parental leave, 401(k), paid time off (PTO) for vacation, and company paid holidays. A full listing of available benefits can be viewed at https://www.careers.peraton.com/benefits.
Location & working pattern

Home, MD

Working pattern and location restrictions need checking in the full posting.

Work authorization
- 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
More source context
- History of peer-reviewed publications, patents, open-source contributions, or evidence of research impact in the relevant areas - Current security clearance is a plus Target Salary Range

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