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Radhika Mangroliya

Senior Data Scientist / AI Engineer specializing in LLMs, RAG, and production ML

New York, NYSenior Data Scientist / AI Engineer5 years experienceSeniorE-commerceRetailJewelry
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About

Data science professional who has built a production RAG-based LLM question-answering system ("Flash Query") to deliver fast, accurate answers over large document collections, focusing on retrieval quality and grounded responses. Also collaborates with non-technical retail/jewelry stakeholders to turn business questions into predictive models and dashboards for decision-making.

Experience

Senior Data Scientist / AI EngineerBluesap Solutions Inc
Data Science InternCerebulb

Education

DePaul Universitymaster, Computer Science (2025)
Gujarat Technological Universitybachelor, Information Technology (2022)

Key Strengths

  • Built and deployed a production LLM-based QA + information retrieval system using a RAG pipeline
  • Improved retrieval accuracy through chunking strategy and prompt design iterations
  • Structured testing approach using sample question sets and evaluation of relevance/answer accuracy
  • Hands-on orchestration of end-to-end LLM pipelines with LangChain (document loading, embeddings, retrieval, generation)
  • Designs agent/workflow evaluation with measurable criteria (accuracy, relevance, latency) and grounding checks to reduce hallucinations
  • Translates business needs into ML problems and communicates results via dashboards for non-technical stakeholders

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Languages

English

Skills

PythonSQLRCJavaHTMLCSSPandasNumPyScikit-learnApache KafkaDockerApache HadoopApache SparkMapReduce