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Siva Sai Kumar Mogalluru

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

EYUniversity of South FloridaRemote, USA4 Years ExperienceMid Level

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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.

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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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Experience

AI EngineerEY · Aug 2024 – Present
AI EngineerTCS · Nov 2020 – Aug 2023

Education

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

Skills

A/B TestingAgileAnomaly DetectionApache AirflowApache SparkAzure DevOpsAzure Machine LearningCC++ClassificationClusteringCommunicationComplianceData CleaningData Engineering

Languages

English

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Siva Sai Kumar MogalluruMid-level AI Engineer specializing in Generative AI, MLOps, and NLP for finance and healthcare