MLOps Infrastructure Engineer specializing in healthcare AI deployment. I solve the critical question: "How do we safely deploy AI in healthcare?" by building HIPAA-compliant MLOps pipelines, secure cloud infrastructure, and production-ready AI systems that get healthcare organizations from prototype to patient impact.
Started in the UI layer, followed curiosity down the stack—through backend systems, cloud infrastructure, and into the AI lifecycle. Now I architect the infrastructure that keeps healthcare AI running 24/7 in production environments.
- Languages: Python, Go, Java, Typescript
- Infrastructure & Cloud: AWS, GCP, Kubernetes, Docker, Terraform, Infrastructure-as-Code
- MLOps & AI: Kubeflow, MLflow, TensorFlow Serving, PyTorch, Apache Airflow
- Healthcare Compliance: HIPAA, SOC 2, FDA guidelines, audit trails, encryption
- DevOps: CI/CD for ML models, GitOps, monitoring, drift detection
HIPAA-Compliant MLOps Pipeline for Medical Diagnostics
- Automated ML pipeline for cardiac risk prediction with 99.7% uptime
- HIPAA-compliant data processing, model versioning, and audit trails
- Stack: Python, Kubeflow, AWS, TensorFlow, Kubernetes
- Explore MedFlow Pipeline
Real-time ML Model Drift Detection System
- Automated monitoring system preventing model degradation in clinical settings
- Reduces false positives by 60% through advanced drift detection
- Stack: Python, Prometheus, Grafana, MLflow
- Explore AI Model Monitor
Open-Source Healthcare MLOps Templates
- Production-ready CI/CD pipelines for healthcare AI models
- Adopted by 500+ developers building medical AI systems
- Stack: MLflow, Kubernetes, Docker, GitHub Actions
- Explore MLOps Kit
- Edge AI for Medical Devices
- AI Safety & Explainability
- Advanced Monitoring
- End To End MLOps
I'm passionate about the intersection of AI, cloud infrastructure, and healthcare innovation. Always excited to collaborate on projects that can make a real difference in patient care and medical outcomes.
📧 nicholasemmanuel321@gmail.com
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🏆 "For I know the plans I have for you," declares the Lord, "plans to prosper you and not to harm you, to give you hope and a future." - Jeremiah 29:11