Bryan Maione
@bryanmaione
Senior ML and Full-Stack Engineer delivering scalable AI-driven enterprise systems.
What I'm looking for
I am a Senior Full Stack and Principal Machine Learning Engineer with over a decade of experience architecting and deploying enterprise-scale AI applications, ML pipelines, and full-stack web solutions across healthcare, imaging, and defense domains.
I design and implement production-grade ML systems using PyTorch, TensorFlow, Hugging Face, and vector search, and I build cloud-native microservices, automated CI/CD, and secure APIs to ensure compliant, high-availability deployments.
I lead cross-functional teams to deliver performant, scalable solutions—improving analytic throughput, operational reliability, and model stability—while integrating LLMs, agent tooling, and MLOps best practices into production environments.
Experience
Work history, roles, and key accomplishments
Principal Machine Learning Engineer
Elucid
Apr 2024 - Oct 2025 (1 year 6 months)
Architected a scalable AI-powered healthcare analytics platform processing 20M+ Medicare cost reports and built production-grade ML pipelines and agentic AI layers that increased analytic throughput by 70% and improved alert/response cycles by 20%.
Led development of AI-powered web applications and ML-lifecycle infrastructure on AWS, engineered Go microservices with Kafka to increase throughput 50%, and delivered Angular front-ends for surgical imaging and telemetry.
Machine Learning Research Scientist
Teledyne Scientific & Imaging
Jan 2020 - Mar 2022 (2 years 2 months)
Designed and deployed RAG-based LLM systems indexing large sensor-data corpora to enable rapid research queries and built secure browser-based AI interfaces and backend APIs meeting mission-critical SLAs.
Adjunct Faculty
ECPI University
Nov 2018 - Feb 2020 (1 year 3 months)
Taught undergraduate courses while supporting curriculum development and student mentorship in computing and engineering topics.
Senior Full Stack Engineer
Aqueti
Feb 2017 - Jan 2020 (2 years 11 months)
Engineered end-to-end software for high-performance imaging platforms including React/TypeScript dashboards and Python/Node back-ends supporting multi-camera ingestion and real-time services for high-uptime environments.
Education
Degrees, certifications, and relevant coursework
North Carolina State University
Doctor of Philosophy, Artificial Intelligence
2023 - 2026
Doctoral studies in Artificial Intelligence at North Carolina State University focused on advanced AI methods and applied research.
Udacity
Nanodegree, AI for Healthcare
2023 - 2023
Completed the AI for Healthcare Nanodegree focused on applying AI techniques to healthcare problems.
University at Buffalo
Bachelor of Science, Electrical and Electronics Engineering
2017 - 2018
Bachelor of Science in Electrical and Electronics Engineering providing foundational coursework in electrical engineering principles.
North Carolina State University
Doctor of Philosophy, Electrical and Electronics Engineering
2013 - 2017
Doctoral program in Electrical and Electronics Engineering covering advanced research in electrical and electronic systems.
North Carolina State University
Master of Science, Electrical and Electronics Engineering
2013 - 2015
Master of Science in Electrical and Electronics Engineering with coursework and research in electrical systems and signal processing.
Jamestown Community College
Associate's Degree
2009 - 2011
Associate's degree program completed at Jamestown Community College.
Tech stack
Software and tools used professionally
Availability
Location
Authorized to work in
Job categories
Skills
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