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Namratha Murarikar

Mid-level Machine Learning Engineer specializing in cloud-native generative AI for healthcare

Cleveland ClinicUniversity of the CumberlandsSeattle, WA4 Years ExperienceMid LevelWorks On-Site

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About

AI engineer at Cleveland Clinic building production LLM/NLP systems for radiology documentation, focused on HIPAA-aware, real-time performance across ~298 campuses. Re-architected infrastructure with AWS event-driven services to handle scaling and improved SLA compliance ~40%, and complements this with a personal multi-agent debate system (CrewAI) using local Llama/Mistral plus rigorous evaluation (A/B tests, red teaming, observability).

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Key Strengths

  • Built and deployed LLM/NLP clinical documentation system reducing physician admin burden
  • Scaled real-time inference across ~298 hospital campuses using AWS event-driven architecture
  • Improved SLA compliance by ~40% via pipeline re-architecture (EventBridge/SNS/SQS/Lambda)
  • Strong production reliability practices: A/B testing, red teaming, continuous monitoring/observability
  • Multi-agent orchestration design with task graphs, shared memory, and concurrency controls (CrewAI)
  • Cross-functional collaboration with physicians/clinical leadership; translated workflows into technical requirements and drove adoption via pilots/training

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Experience

Machine Learning EngineerCleveland Clinic · May 2025 – Present
Software DeveloperRadioEpic · Jan 2023 – Apr 2025
Instructional AssistantUniversity of Houston · Aug 2021 – Dec 2022part-time

Education

University of the Cumberlandsdoctorate, Artificial Intelligence
University of Houstonmaster, Data Science
Kakatiya Universitybachelor, Computer Science and Engineering

Skills

A/B TestingAmazon CloudWatchAmazon DynamoDBAmazon SNSAmazon SQSAnsibleAWSAWS CloudFormationAWS LambdaAzure Data FactoryAzure FunctionsCI/CDClaudeEvent-Driven ArchitectureFirebase

Languages

English

Certifications

Certified Associate: Generative AI and LLMs - NvidiaAWS Certified Cloud PractitionerAWS Certified Machine Learning EngineerAdvanced Learning Algorithms – DeepLearning.AI (Coursera)

Publications

1 publication

Malicious prompt detectionMultilingual NLPLLM safety and red-teamingText classification

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Namratha MurarikarMid-level Machine Learning Engineer specializing in cloud-native generative AI for healthcare