Demo

AI/ML Engineer (Title Can Be Discussed)

Arch Systems, LLC
Virginia, VA Full Time
POSTED ON 4/23/2026
AVAILABLE BEFORE 10/19/2026

Job Summary: Arch Systems is seeking a highly skilled, hands-on AI/ML Leader with at least 5 years of experience designing, building, and deploying scalable machine learning solutions. This role is ideal for a technical leader who can both set direction and contribute directly to execution. The right candidate will have strong experience developing ML models, building modern data pipelines, deploying production-grade AI systems, and mentoring teams in cloud and containerized environments.


This individual will play a key role in shaping and delivering AI/ML solutions that are scalable, secure, and aligned with business and customer needs. We are looking for someone who is comfortable rolling up their sleeves, solving technical challenges, and leading cross-functional collaboration from concept through deployment.

Key Responsibilities:

  • Lead the design, development, and deployment of machine learning models using frameworks such as TensorFlow, PyTorch, and scikit-learn
  • Serve as a hands-on technical leader, contributing directly to architecture, coding, model development, deployment, and troubleshooting
  • Build and maintain scalable data pipelines using Apache Kafka, REST APIs, and SFTP for real-time and batch data ingestion
  • Perform data preprocessing, profiling, and synthetic data generation using tools such as SDV, Faker, and pandas-profiling
  • Implement robust data quality and validation frameworks using Great Expectations and Deequ
  • Develop and deploy RESTful APIs for ML model serving using FastAPI and Spring Boot
  • Containerize applications using Docker and orchestrate deployments with Kubernetes and Oracle Kubernetes Engine (OKE)
  • Manage cloud infrastructure and deployments on Oracle Cloud Infrastructure (OCI)
  • Build and maintain CI/CD pipelines using GitHub Actions and Azure DevOps for automated testing and deployment
  • Develop interactive dashboards and visualizations using Dash, Plotly, and React
  • Ensure security and compliance with standards such as NIST SP 800-53, FIPS 140-2, DISA STIGs, and RMF
  • Collaborate closely with data engineers, software developers, and stakeholders to deliver scalable AI/ML solutions
  • Mentor team members, establish engineering best practices, and help grow AI/ML capabilities across the organization

Required Skills & Qualifications:

  • At least 5 years of hands-on experience designing, building, and deploying AI/ML solutions in production environments
  • Strong programming experience in Python and/or Java
  • Hands-on experience with ML libraries such as TensorFlow, PyTorch, scikit-learn, and PyOD
  • Experience with model explainability tools such as SHAP
  • Solid understanding of data preprocessing, feature engineering, model evaluation, and production model deployment
  • Experience building and consuming REST APIs
  • Familiarity with containerization using Docker and orchestration using Kubernetes
  • Experience with streaming and data ingestion tools such as Apache Kafka
  • Knowledge of data validation and quality frameworks such as Great Expectations and Deequ
  • Experience with cloud platforms, preferably OCI
  • Familiarity with CI/CD tools such as GitHub Actions or Azure DevOps
  • Understanding of JSON and YAML for data and configuration handling
  • Demonstrated ability to lead technical efforts while remaining deeply involved in hands-on delivery
  • Strong communication and collaboration skills with the ability to work across technical and business teams

Preferred Qualifications:

  • Experience with Oracle Kubernetes Engine (OKE)
  • Exposure to synthetic data generation techniques
  • Experience working in regulated environments such as federal, financial, or healthcare
  • Knowledge of security compliance frameworks including NIST, RMF, FIPS, and DISA STIGs
  • Experience building data visualization dashboards using Plotly, Dash, or React

Nice to Have:

  • Experience with anomaly detection techniques
  • Knowledge of MLOps best practices and model lifecycle management
  • Familiarity with scalable distributed systems

Why Join Arch Systems:

  • Opportunity to lead meaningful AI/ML initiatives
  • Work with modern tools, platforms, and cloud technologies
  • Help shape innovative, scalable solutions in a collaborative environment
  • Join a team that values builders, problem-solvers, and hands-on leaders


Salary.com Estimation for AI/ML Engineer (Title Can Be Discussed) in Virginia, VA
$118,633 to $152,431
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