Lumark Technologies, Inc. · 1 hour ago
Journeyman Solution Architect
Lumark Technologies, Inc. is a mature small business providing services to Defense, Federal, and Commercial clients. They are seeking a Journeyman Solution Architect to support the U.S. Military in Fairfax, VA, focusing on AI/ML software systems programming, optimization, and deployment.
ConsultingManagement Consulting
Responsibilities
Provides technical expertise, including performing in-depth and complex AI/ML software systems programming, configuration, and analysis
Builds, deploys, and maintains machine learning systems in production. Implements the solution
Takes AI/ML models from Data Scientist and optimizes them for scale
Builds training/deployment pipelines, APIs, monitoring artifacts
Helps ensure systems/containers/code are compatible and in compliance with CMMC standards for open systems and DoD architectures
Identifies, assesses, and presents options for meeting the functional and technical requirements including software updates or upgrades
Interacts with project management to plan project schedules, level of efforts, and technical direction
Develops AI/ML implementation design documents and technology white papers
Maintains and recommends software quality coding standards and assure that such standards are being adhered to
Develops high level system design diagrams and for program design, coding, testing, debugging and documentation
Performs QA software product reviews
Receives ML models (often prototypes from Data Scientists) and makes them production ready
Designs end-to-end ML pipelines: training, evaluation, deployment, monitoring, retraining
Optimizes models for latency, throughput, and cost (quantization, distillation, distributed training)
Implements ML Ops: CI/CD for ML, model registries, versioning, reproducibility
Collaborates with Data Engineers to ensure pipeline compatibility, and with Systems Engineers to ensure deployment runs smoothly on cloud infrastructures
Monitors model drift, data drift, and sets up automated model retraining triggers
Writes scalable APIs/microservices to expose models
Qualification
Required
U.S. Citizenship
Currently hold or have recently held at minimum a DoD SECRET Clearance. An active Top Secret clearance is preferred
Must currently reside in or near Fairfax, VA and be able to commute to the work location
Minimum of a Bachelor of Science Degree in Computer Science, Mathematics, or another Technically related field. Minimum 5-7 years of experience performing the functions on Commercial or DoD programs/projects
Strong software engineering skills using Python, C++, and Java
Experience using Machine Learning (ML) frameworks (TensorFlow, PyTorch, JAX)
Strong Experience with ML Ops tools (MLflow, Kubeflow, SageMaker, Vertex AI)
Experience with Containerization & Orchestration (Docker, Kubernetes)
Experience in Cloud deployment (AWS/GCP/Azure)
Experience with monitoring & observability for ML systems
Benefits
Comprehensive benefits package including health, dental, and vision insurance.
Annual paid leave to include vacation, sick and holidays.
Retirement 401k.
Company
Lumark Technologies, Inc.
Lumark Technologies, Inc.
Funding
Current Stage
Growth StageCompany data provided by crunchbase