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Jani Miya Shaik
Mid-level Data Scientist / ML Engineer specializing in FinTech and Healthcare ML systems
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About
AI/LLM engineer who has shipped production RAG systems (including a 250K-document compliance knowledge tool on AWS) and focuses on reliability via citations, guardrails, and rigorous evaluation (Ragas/Opik/DeepEval). Also built a LangGraph-orchestrated webcrawler agent that cut research paper extraction from hours to minutes, and collaborated with clinical teams to deliver patient volume forecasting with an optimization layer for staffing.
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Key Strengths
- Built and deployed a production RAG compliance tool on AWS for ~250K documents
- Improved trust and usability by adding answer citations for traceability
- Cross-team coordination and ownership to resolve unclear/vague data and communication gaps
- Designed agent/workflow evaluation using Ragas/Opik/DeepEval with model + business metrics (faithfulness, retrieval accuracy, hallucination rate, cost, latency)
- Automated research paper extraction with a LangGraph-based webcrawler agent, reducing runtime from hours to minutes
- Partnered with clinical stakeholders to build patient volume forecasting plus an optimization layer for staffing planning
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