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Siva Sai Kumar Mogalluru

Mid-level AI Engineer specializing in Generative AI, MLOps, and NLP for finance and healthcare

Remote, USAAI Engineer4 years experienceMid-LevelConsultingFinancial ServicesHealthcare
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About

Built and deployed a secure, production LLM-based document summarization and risk-highlighting tool for financial auditors, running inside a private Azure environment to protect confidential data. Focused on reliability (hallucination mitigation via retrieval-based prompts and source citations) and validated performance through comparisons to auditor summaries plus a user pilot, cutting review time by about half.

Experience

AI EngineerEY
AI EngineerTCS

Education

University of South Floridamaster, Artificial Intelligence and Business Analytics (2025)
Anna Universitybachelor, Computer Science and Engineering (2020)

Key Strengths

  • Built and deployed a production LLM document summarization tool for auditors in a secure Azure environment
  • Reduced auditor document review time by ~50% while improving consistency
  • Designed for confidentiality by keeping data within a private network using private Azure services
  • Mitigated hallucinations using retrieval-based prompting and source references/citations
  • Practical evaluation approach: benchmarked vs auditor-written summaries and ran a pilot with direct end-user feedback
  • Hands-on orchestration experience with Airflow, Azure ML Pipelines, and Kubernetes Jobs for automated ETL/retraining/monitoring workflows
  • Strong collaboration with non-technical stakeholders via iterative prototyping and requirements discovery

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Languages

English

Skills

A/B TestingAgileAlteryxAmazon Web Services (AWS)Anomaly DetectionApache AirflowApache SparkARIMAAutoencodersAzure Cognitive ServicesAzure DevOpsAzure Machine LearningBioBERTCC++