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Eric Young
About
Detail
Madagascar
Résumé
Jobs
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Senior AI/ML EngineerKomodo HealthApr 2022 - Sep 2025 (3 years 6 months)Designed and deployed RAG-based document understanding pipelines (embeddings + vector store + LLM) for high-recall retrieval of unstructured records. Implemented LangChain and LlamaIndex agent workflows to automate multi-step information extraction and summarization tasks. Built Azure-hosted inference services using Azure Machine Learning and Azure Blob Storage for model hosting and artifact storage. Integrated FAISS and pgvector-based similarity search with retrieval policies to reduce hallucinations and improve answer relevance by 25-40%. Led LoRA fine-tuning projects to adapt LLMs for domain-specific terminology and improve concept recall while lowering inference costs. Developed evaluation harness with automated regression tests, human- Machine Learning EngineerBrightInsightMar 2020 - Mar 2022 (2 years 1 month)Built NLP pipelines for entity extraction and classification and improved F1 by 10-20% through targeted architecture and data improvements. Implemented end-to-end ML pipelines for preprocessing, feature engineering, temporal cross-validation, and training automation. Deployed model serving microservices (FastAPI/Flask) with Docker and Kubernetes and ensured 99.9%+ availability for real-time flows. Migrated research prototypes into tracked experiments using MLflow to improve reproducibility and governance for model releases. Designed ETL workflows with PHI redaction and schema normalization to safely ingest regulated clinical data. Developed annotation tooling and labeling workflows to scale dataset creation for supervised training and fine-
- RSoftware Engineer (AI/ML-focused)RedyRef Interactive KiosksSep 2016 - Jan 2020 (3 years 5 months)Built classification models for intake and routing that improved accuracy and reduced manual handling by ~15%. Designed ETL pipelines for device and check-in data with deduplication, anomaly detection, and feature engineering for analytics. Implemented secure backend services (Python/Flask/PostgreSQL/Redis) and packaged ML components with Docker for edge deployment. Integrated lightweight NLP for structured extraction from free-text inputs, lowering manual review by 40%. Developed tools to monitor model performance and field behavior, supporting OTA updates and maintenance.
Education
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- Bachelor of Science, Computer ScienceTennessee Technological UniversityJan 2012 - Jan 2016 (4 years 1 month)