Joseph Rivas
@josephrivas
Senior Machine Learning Engineer specializing in LLM, RAG, and production MLOps.
What I'm looking for
I am a Senior Machine Learning Engineer with deep experience designing and deploying LLM-powered and trustworthy AI solutions across healthcare, government, and enterprise domains. I combine a strong foundation in biomedical research, aerospace, and engineering with advanced training in computer science and applied machine learning.
I have built scalable, production-ready AI systems focusing on retrieval-augmented generation, domain adaptation, and robust MLOps. My work includes end-to-end NLP pipelines, custom embedding generation, vector database optimization (FAISS, Pinecone), and automated CI/CD and deployment on cloud platforms (AWS, GCP).
I prioritize reliability, compliance, and transparency—implementing observability, monitoring, and governance across distributed environments—and have delivered results in regulated settings using tools and practices that ensure reproducibility, cost optimization, and model lifecycle management.
Experience
Work history, roles, and key accomplishments
Senior Machine Learning Engineer
Jaxon.ai
Feb 2025 - Present (8 months)
Developed end-to-end NLP pipelines and production RAG workflows on AWS SageMaker, improving retrieval precision and scalable inference while implementing CI/CD and observability for LLM services.
Machine Learning Engineer
The Janssen Pharmaceutical Companies of Johnson & Johnson
Aug 2023 - Sep 2024 (1 year 1 month)
Designed and deployed LLM-powered RAG and agentic systems on GCP to accelerate biomedical knowledge extraction and improved domain-specific Q&A accessibility for research workflows.
Machine Learning Engineer
Lightspeed Systems
Jul 2021 - Dec 2022 (1 year 5 months)
Built and maintained MLOps infrastructure on AWS, automated end-to-end ML pipelines, and deployed SLMs and containerized services to improve reliability, compliance, and time-to-production.
AI/ML Engineer
Lockheed Martin
Jun 2019 - Jul 2021 (2 years 1 month)
Developed and deployed NLP and CV models and scalable ETL workflows for aerospace applications, delivering production-grade AI solutions with MLOps, containerization, and data visualization.
R&D Engineer
Medtronic
Sep 2017 - Mar 2019 (1 year 6 months)
Designed automated test methods and statistical validation workflows for surgical robotics, applying data-driven reliability analyses and supporting regulatory compliance and risk assessments.
R&D Engineer
BD
May 2016 - Apr 2017 (11 months)
Developed and automated test methods for medical devices, performed statistical analyses and root-cause investigations to ensure data quality and compliance with FDA and ISO standards.
Mechanical Engineer
Amphenol
Aug 2015 - May 2016 (9 months)
Designed products using Pro/E and SolidWorks, performed FEA in ANSYS, and led prototyping and ECN coordination to deliver engineered solutions meeting ANSI/ISO and customer requirements.
Designed and executed experiments on magnetic thin films, performed SEM/EDX and profilometry, and produced reproducible data for actuator applications while gaining microfabrication and metrology experience.
Education
Degrees, certifications, and relevant coursework
Georgia Institute of Technology
Master of Science, Computer Science
Earned a Master of Science in Computer Science with advanced training in applied machine learning and research experience.
Binghamton University
Bachelor of Science, Engineering
Completed a Bachelor of Science with foundational coursework supporting later engineering and research roles.
Availability
Location
Authorized to work in
Job categories
Skills
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