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SaiGanesh Konagalla

Mid-level ML Engineer specializing in NLP and Generative AI

Epic SystemsUniversity of Central MissouriHouston, TX4 Years ExperienceMid LevelWorks On-Site

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Healthcare AI/ML engineer with Epic experience who built and deployed a HIPAA-compliant GPT-4 RAG clinical assistant over large medical document sets, emphasizing privacy controls and low-latency performance. Also automated end-to-end retraining and deployment of patient risk models using orchestration/CI-CD (Jenkins, SageMaker, MLflow), cutting deployment time from hours to minutes while improving reliability.

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Key Strengths

  • Built and deployed HIPAA-compliant RAG clinical assistant (GPT-4 + LangChain + vector DB) for context-aware answers over medical documents
  • Strong privacy/security implementation in healthcare AI (VPC isolation, schema filtering, RBAC, audit logs, encryption at rest, source-grounding guard layer)
  • Performance optimization for real-time LLM systems (batched embeddings, vector dimension reduction, ANN search, caching, latency monitoring)
  • End-to-end ML orchestration and CI/CD (Jenkins + SageMaker) including automated retraining, validation, training, MLflow logging, and production rollout
  • Agent/workflow evaluation rigor (edge/failure test sets, automated + human review, metrics for correctness/hallucination/latency, feedback loops and drift checks)
  • Effective collaboration with non-technical clinical stakeholders via iterative prototyping and translating needs into requirements

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Experience

Gen AI – LLM / ML Engineer| NLP Specialist | Data ScientistEpic Systems · Sep 2024 – Present
Data Scientist / Machine Learning Engineer - PythonZenQ · Feb 2021 – Jul 2023

Education

University of Central Missourimaster, Computer Science
Amity Universitybachelor, Computer Science

Skills

PythonNumPyPandasSciPyScikit-learnSeabornMatplotlibPlotlyPyTorchTensorFlowKerasOpenCVSQLRJava

Languages

English

Certifications

Google Professional Machine Learning EngineerMicrosoft Certified: Azure AI Engineer Associate (AI-102)AWS Certified Machine Learning – Specialty (MLS-C01)Databricks Data Engineer Associate

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SaiGanesh KonagallaMid-level ML Engineer specializing in NLP and Generative AI