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Senior Research Scientist - Network Systems

Job in Bernards Township, Somerset County, New Jersey, 07920, USA
Listing for: Peraton Corporation
Full Time position
Listed on 2026-10-29
Job specializations:
  • IT/Tech
    Machine Learning/ ML Engineer, Data Scientist, AI Engineer (Applied/Software)
Job Description & How to Apply Below
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  to learn how we’re keeping people around the world safe and secure.

Responsibilities Peraton Labs delivers innovative solutions and revolutionary new capabilities to solve the most difficult and complex challenges for government agencies, utilities, and commercial customers. With a distinguished heritage tracing back to Bell Labs, Bellcore, and Telcordia, our experts pave the way. Peraton Labs' cybersecurity and network research protects mission-critical systems and national cyber infrastructure and efficiently utilizes spectrum and system resources by employing technologies in the areas of computer network defense, secure-by-design, AI/ML and deterministic and stochastic optimization.

Our projects span several areas of interest. Our core competencies include (but are not limited to):

Networking and wireless research including 5G and non-terrestrial networks

Cyber Security including formal methods, side channel analysis, high-fidelity emulation of cyber physical systems (CPS)
Resilient networking in support of cyber mission goals

Software-defined networking for cyber defense and deception

Artificial intelligence (reasoning, probabilistic inference, machine learning)
Qualifications Required

Job Skills RF Communications & Signal Processing Strong foundation in RF communications theory, including modulation/demodulation, propagation, link budgets, and spectrum analysis

Hands-on experience with digital signal processing (DSP) — filtering, FFT/spectral analysis, detection, estimation, and adaptive algorithms

Demonstrated expertise in compressive sensing, including sparse signal recovery, L1/L2 optimization, sensing matrix design, and sub-Nyquist sampling techniques

Machine Learning & Data Applications Proficiency designing and implementing ML algorithms (supervised, unsupervised, deep learning, reinforcement learning) with emphasis on signal/time-series data Experience building end-to-end ML pipelines — data ingestion, preprocessing, feature engineering, training, validation, deployment, and monitoring

Knowledge of ML architectures including CNNs, RNNs/LSTMs, transformers, autoencoders, and GANs, with applied experience selecting the right model for RF/signal and data analytic problems

Strong data analytics skills: exploratory analysis, statistical modeling, visualization, and deriving actionable insight from large/complex datasets

Hands-on with frameworks such as PyTorch, Tensor Flow/Keras, scikit-learn, and data tooling (Num Py, pandas, Spark)

Experience with MLOps practices — version control, containerization (Docker), CI/CD, experiment tracking (MLflow, W&B), and model serving

Programming & Tools Strong programming skills in Python and C/C++; MATLAB a plus Version control (Git), Linux development environment, and scripting proficiency

Education & Experience & CitizenshipBS in Electrical Engineering, Computer Engineering, Computer Science, Applied Mathematics, or related discipline and a minimum of 12 years of experience;
Minimum of 10 years with…
Position Requirements
10+ Years work experience
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