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Madhumitha GannavaramMG
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Madhumitha Gannavaram

@madhumithagannavaram

I build evaluation-driven AI agents, RAG systems, and clinical ML models with measurable outcomes.

United States
Message

I build agentic AI systems that improve learning, support, and operational outcomes. At Heartland Community Network, I engineered a LangGraph AI tutor that increased session completion by 48% and reduced unresolved-query backlog by 30%.

At Indiana University's AI and Natural Language Processing Lab, I designed a Graph-RAG system over 1,000+ PubMed records, reaching 0.84 RAGAS faithfulness. I also trained an XGBoost hypertension model using GatorTron clinical embeddings and PCA-reduced features, achieving 0.90 AUROC through 5-fold stratified cross-validation.

Previously at Deloitte Touche Tomatsu, I built NLP recommendation, PII masking, OCR redaction, and analytics solutions for enterprise support workflows. My production multi-agent system on Vertex AI Agent Engine delivered an estimated $1.3M+ in annual cost savings.

I work across Python, LangChain, LangGraph, FastAPI, Vertex AI, Neo4j, and evaluation-driven ML to turn complex AI capabilities into measurable results.

Experience

Work history, roles, and key accomplishments

HN
Current

AI Engineer

Heartland Community Network

Jun 2026 - Present (2 months)

Engineered an agentic AI tutor system with LangGraph, improving session completion by 48% and reducing unresolved-query backlog by 30%. Built FastAPI backend services and implemented human-in-the-loop handoff logic.

Education

Degrees, certifications, and relevant coursework

Indiana University Bloomington logoIB

Indiana University Bloomington

Master of Science, Data Science

2024 - 2026

Pursuing a Master of Science in Data Science at Indiana University Bloomington from 2024 to 2026.

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