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How much do machine learning testing jobs pay per hour?

As of May 28, 2026, the average hourly pay for machine learning testing in Maryland is $22.15, according to ZipRecruiter salary data. Most workers in this role earn between $19.13 and $24.71 per hour, depending on experience, location, and employer.

What is a Machine Learning Testing job?

A Machine Learning Testing job involves evaluating and validating machine learning models to ensure they function correctly, efficiently, and ethically. This includes testing for accuracy, reliability, bias, and performance under different conditions. Professionals in this role employ techniques such as unit testing, integration testing, data validation, and model performance monitoring. They also work closely with data scientists and engineers to debug issues and improve model robustness. The goal is to ensure that machine learning systems perform as expected and meet business or regulatory requirements.

What are the key skills and qualifications needed to thrive in the Machine Learning Testing position, and why are they important?

To excel in Machine Learning Testing, you need a solid understanding of machine learning concepts, data analysis, and programming skills in languages like Python, as well as a background in quality assurance or software testing. Familiarity with frameworks such as TensorFlow, PyTorch, automated testing tools, and relevant certifications like ISTQB are highly beneficial. Strong attention to detail, analytical thinking, and effective communication skills help testers identify issues and collaborate with data scientists and developers. These competencies are essential to ensure the reliability, fairness, and accuracy of machine learning models deployed in production environments.

What are the typical challenges faced by professionals in Machine Learning Testing roles?

Professionals in Machine Learning Testing often encounter challenges such as dealing with non-deterministic model outputs, insufficient or imbalanced datasets, and unclear or evolving testing criteria. They may need to work closely with data scientists and engineers to develop robust test cases and validation methods tailored for dynamic machine learning systems. Staying updated on advancements in testing methodologies and tools is also important, as the field evolves rapidly. Successfully overcoming these challenges leads to higher quality models and more reliable AI solutions for end users.
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Machine Learning Testing jobs near you
Infographic showing various Machine Learning Testing job openings in Maryland as of May 2026, with employment types broken down into 3% As Needed, 82% Full Time, 10% Part Time, 3% Contract, and 2% Nights. Highlights an 88% Physical, 2% Hybrid, and 10% Remote job distribution, with an average salary of $46,070 per year, or $22.1 per hour.
Software Research Engineer - RF Machine Learning (RFML)

Software Research Engineer - RF Machine Learning (RFML)

Peraton

College Park, MD

$104K - $166K/yr

Full-time

Posted 11 days ago

Peraton rating

8.3

Company rating: 8.3 out of 10

Based on 52 frontline employees who took The Breakroom Quiz

39th of 204 rated it services

Job description

Responsibilities

Peraton Labs is seeking a poly cleared Software Research Engineer to join our team conducting advanced research at a customer site in Maryland. This role blends hands-on software development with applied research, supporting rapid prototyping, integration into complex environments, and performance-driven algorithm implementation. The ideal candidate is technically strong, curious, and comfortable working across research, engineering, and customer-facing deliverables. Work within this position spans research, prototyping, integration, test/evaluation, and delivery of technical artifacts.

This position requires full-time on-site work at a customer site near College Park, MD.

Key responsibilities may include:

  • Design, develop, and modify software systems
  • Integrate existing software into new or modified systems and operating environments
  • Conduct RFML research and/or develop signal processing algorithms for wireless systems
  • Support SDR-based experimentation and prototyping efforts as needed
  • Design/implement complex database or data-repository interfaces and develop data queries for existing or proposed repositories
  • Contribute to data workflows supporting experimentation, evaluation, and repeatable analysis
  • Assist with developing and executing test procedures for prototype components and software releases
  • Communicate technical results via customer presentations, technical documentation, and publications
  • Produce design documents, simulation reports, and system documentation
  • Collaborate with researchers and engineers to refine requirements and translate research goals into working prototypes
  • Serve as a research team lead at the level appropriate for the project phase

*This position may be eligible for an increased sign-on bonus. Eligibility, bonus amount, and applicable terms and conditions will be discussed during the recruiting process*

#MDFSP

#PLABS26

Qualifications

Minimum qualifications

  • Minimum of 3+ years of experience and a Bachelors, 1+ years and a Masters, or a PhD in Computer Science or related discipline. In lieu of a Bachelor's degree, 4 additional years of experience is required for a total of 7 years of experience.
  • Strong hands-on proficiency in Python and at least one of C/C++, Java, or Go (exposure to all is a plus)
  • Experience or strong interest in one or more of the following domains:
    • RF Machine Learning (RFML), machine learning, algorithm development
    • Digital Signal Processing (DSP)
    • Software Defined Radio (SDR) / RF software engineering
  • Experience with modern ML frameworks/platforms (e.g., PyTorch, TensorFlow, Keras) and applying them in practical workflows
  • Strong ability to write/maintain technical documentation and communicate results (written and verbal)
  • US Citizenship with an active/current TS/SCI w/ Polygraph is required

Preferred qualifications

  • Prior experience delivering results in a customer-facing R&D environment (briefings, demos, technical exchanges, publications)
  • Familiarity with secure development practices in restricted environments (e.g., hardened enclaves, controlled repos, offline build patterns)
  • Familiarity with SDR platforms and tooling, such as Ettus USRP devices, GNU Radio, and SDR-based test setups
  • Experienced with advanced signal processing concepts (e.g., Multiple-antenna (MIMO) methods, distributed signal processing, array processing, channel estimation, interference mitigation
  • Experience with design, development, test, verification, and certification of operational software (including evidence-driven testing and documentation)
  • Experience designing or implementing database/repository interfaces, including performance-oriented querying (SQL and/or NoSQL), schema design, and data pipeline awareness
  • Experience supporting engineering best practices and research-to-prototype workflows:
    • Linux, Git-based development, CI/CD (e.g., Jenkins), Agile development practices, containerization (Docker), reproducible experimentation
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.

Target Salary Range$104,000 - $166,000. 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.EEOEEO: Equal opportunity employer, including disability and protected veterans, or other characteristics protected by law.Employment Type: FULL_TIME

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Benefits

Hours and flexibility

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About Peraton

Sourced by ZipRecruiter

At Peraton, we re at the forefront of delivering the next big thing every day. We re the partner of choice to help solve some of the world s most daunting challenges, delivering bold, new solutions to keep people around the world safer and more secure.

Industry

It services

Company size

10,000+ Employees

Headquarters location

Herndon, VA, US

Year founded

2017

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