Senior Site Reliability Engineer with 10+ years in software and infrastructure engineering, including recent experience building and operating production ML infrastructure in regulated healthcare environments. Strong background in Kubernetes, Amazon EKS, multi-cloud AWS/GCP infrastructure, Terraform, CI/CD automation, LLM inference deployment, observability, and GPU-based training systems. Known for owning projects end-to-end, improving reliability and cost efficiency, and partnering closely with AI and engineering teams to operationalize machine learning systems in production.

• Own deployment, reliability, performance, and cloud infrastructure for FDA-approved, AI-powered medical devices in a HIPAA-regulated environment, partnering with AI and software teams to operationalize ML systems in production.

• Provisioned large-scale AI training infrastructure on GCP, including a 256-GPU NVIDIA H100 Slurm cluster with high-performance shared storage, enabling distributed training and removing checkpointing bottlenecks.

• Productionized LLM inference on AWS by packaging fine-tuned models as Docker/vLLM images, publishing 100GB+ containers to Amazon ECR via GitHub Actions, and deploying to SageMaker.

• Led a Lambda-based inference initiative that improved scalability and reduced cost by 23% versus EC2.

• Built a production-grade GCP Dataflow pipeline to de-identify and catalog 1.67PB of medical images in one month, reducing run costs by ~75% and enabling compliant training data preparation.

• Applied AWS Bedrock Data Automation to extract text from image-based medical reports, improving access to unstructured clinical data for downstream AI and analytics workflows.

• Strengthened multi-cloud security for ML workloads by implementing workload identity federation for EKS workloads accessing GCP resources without long-lived credentials.

• Built centralized observability and alerting for critical production systems using CloudWatch dashboards, Okta-secured access, and PagerDuty integrations, improving operational visibility, incident response, and service reliability.

• Created reusable Terraform modules adopted across 20+ AWS accounts to standardize CloudWatch dashboards, GitHub Actions OIDC federation in IAM, AWS Lambda infrastructure, and AWS Verified Access endpoints.

• Led rollout of OIDC-based AWS authentication across CI/CD pipelines, eliminating static credentials and improving security for infrastructure delivery.

• Automated AWS operational workflows with Step Functions, Lambda, and Systems Manager to orchestrate tasks such as EC2 patching, improving security, standardization, and reliability in production environments.

• Extended Terraform-based CI/CD delivery across AWS and GCP, improving consistency and automation for multi-cloud infrastructure.

• Modernized the EKS-based infrastructure delivery platform, reducing cost by ~83% while improving maintainability and supportability for containerized workloads.

• Built immutable image pipelines with AWS CodeBuild and EC2 Image Builder to support reliable application releases.

• Installed and configured the PerformanceBridge radiology analytics platform and supporting systems across Linux and Windows Server environments for healthcare customers in multiple regions.

• Resolved complex customer concerns and technical issues through deep investigation, research, and reproduction.

• Automated recurring configuration tasks, created procedural documentation, and provided training to colleagues, improving operational consistency and onboarding.

• Supported product expansion into EMEA and APAC through client implementations and technical configuration for organizations including:

• medneo GmbH
• King Faisal Specialist Hospital Saudi Arabia
• Chiba University Hospital

• Built high-performance cloud-based applications for biobanking and laboratory automation.

• Won employee Key Strategy award for contributions to COVID-19 projects.

• Streamlined COVID-19 testing and reporting workflows, increasing efficiency and reducing errors for global biobanking processes.

• Designed a sample lineage interface for the UK NHS COVID-19 system, enabling the processing of hundreds of thousands of tests per week.

• Developed a sample normalization workflow for Curative Korva Labs, which conducted 20% of all tests in California, and integrated with state and local public health departments for reporting results.

• Built Rails-based software for clients including Roche and the National Institutes of Health.

• Reduced sample turnaround times for multiple clients from weeks to hours.

• Designed integrations with hardware devices and external systems including:

• Scientific instruments (ASTM E1394)
• Billing interfaces (HL7)
• Payment systems (Stripe)
• EHR/EMR systems (Epic)
• Insurance preauthorizations

• Designed and built analytics tools for the post-acute care industry.

• Built web scrapers to collect plan data from state health insurance exchanges.

• Rebuilt a Tableau-based product using open-source software and on-demand cloud solutions, lowering costs by 50%.

• Designed and developed a medical sample inventory application for an Android RFID reader.

• Integrated with hardware devices including:

• Barcode readers
• Signature pads
• Robotic freezers

Bachelor of Science in Computer Science

Kubernetes, Amazon EKS, Docker, Amazon ECR, Amazon SageMaker, vLLM, Slurm, containerized ML workloads, model inference deployment, production ML systems, GPU training infrastructure

AWS (EC2, ECS, EKS, Lambda, SageMaker, Step Functions, S3, ECR, CloudWatch, IAM, RDS, SNS, SQS, VPC, Systems Manager), GCP, multi-cloud infrastructure, workload identity federation

Terraform, CloudFormation, Ansible, GitHub Actions, CodeBuild, EC2 Image Builder, CircleCI, OIDC federation, immutable infrastructure, ML CI/CD

CloudWatch dashboards, monitoring, alerting, PagerDuty, incident response, reliability engineering, operational automation, Okta

Python, Ruby, PostgreSQL, Nginx, GCP Dataflow

HIPAA-compliant systems, HL7, Epic, radiology workflows, laboratory workflows, medical imaging data, clinical document processing, insurance preauthorizations

credly.com

drumroll.world
Explore drumming history visually