Senior Full-Stack AI/ML Engineer specializing in MLOps and GenAI
Belmont, MichiganSenior Machine Learning Engineer10 years experienceSeniorHealthcareHealthcare ITPharmaceuticals
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Senior backend/data engineer who has built and maintained HIPAA-compliant, real-time clinical FastAPI services on AWS, orchestrating ML/LLM and vector DB calls with strong reliability patterns (auth, timeouts/retries, graceful degradation, idempotency). Also delivered AWS IaC/CI-CD (Terraform/Helm/GitHub Actions) across EKS/Lambda/SageMaker and built Glue/Spark ETL with schema evolution and data quality controls, plus demonstrated large SQL performance wins (15 min to <9 sec) and hands-on incident ownership.
Event/data pipeline reliability using Kafka acknowledgements/retries and incremental/idempotent ETL design
AWS delivery with Terraform+Helm IaC and GitHub Actions CI/CD deploying to EKS/Lambda/ECR
Cost/performance optimization via autoscaling (HPA), reserved concurrency, workload separation, spot capacity, and spend alerting
AWS Glue analytics pipeline with schema evolution controls and data quality validation
Legacy modernization with parity validation (parallel runs), stakeholder sign-off dashboards, feature flags, and rollback
SQL performance tuning with measured impact (15 minutes to <9 seconds) via indexing, partitioning, and query rewrites
Production incident ownership: detected via CloudWatch alerts, triaged logs/metrics, mitigated with rerouting/reprocessing, prevented recurrence with schema validation
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