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Abhirup RayAR
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Abhirup Ray

@abhirupray1

AI/ML Engineer building GenAI and RAG systems, including a banking compliance platform that improved retrieval relevance by 30%.

India
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At HSBC Electronic Data Processing India Pvt Ltd, I built an enterprise-grade RAG system for banking compliance documents, improving retrieval relevance by 30%. I also implemented citation-backed answers to make document search more context-aware and explainable.

At PricewaterhouseCoopers India, I built fraud detection models for a banking client that achieved an F1 score of 0.95 and reduced false positives in production workflows. I also designed oil-industry predictive and optimization models that improved cash flow by 35% and delivered 8× cost savings.

On Mutual Fund Prospectus Analyser, I built a RAG-based document intelligence platform and chatbot for extracting and analyzing information from unstructured prospectuses. The project used GPT-4o, LangChain, and ChromaDB for semantic search and citation-backed responses.

On RegX Horizon Scanner, I developed a multi-agent regulatory intelligence platform using LangGraph, LangChain, Claude, and ChromaDB. I also built an A2A-enabled RAG pipeline supporting collaboration across six AI agents.

Experience

Work history, roles, and key accomplishments

HL

Data Science Intern

HSBC Electronic Data Processing India Pvt Ltd

Feb 2026 - Jul 2026 (5 months)

Built an enterprise-grade RAG system for banking compliance documents using FAISS/Pinecone, semantic retrieval, reranking, and LLMs, improving retrieval relevance by 30%. Implemented citation-backed LLM response generation for context-aware question answering, reducing manual document search and improving explainability.

PricewaterhouseCoopers India logoPI

Senior Analyst-Data Science

Jul 2022 - Aug 2023 (1 year 1 month)

Built fraud detection models (Logistic Regression, Random Forest, XGBoost) for a banking client, achieving F1 score of 0.95 and significantly reducing false positives in production workflows. Designed predictive and optimization models for the oil industry, improving cash flow by 35% and delivering 8x cost savings via logistics and demand optimization.

Education

Degrees, certifications, and relevant coursework

Indian Institute of Information Technology, Allahabad logoIA

Indian Institute of Information Technology, Allahabad

M.Tech, Information Technology

2024 -

Grade: 8.82 CGPA

Pursuing M.Tech in Information Technology with a CGPA of 8.82.

RCC Institute of Information Technology logoRT

RCC Institute of Information Technology

B.Tech, Computer Science and Engineering

2018 - 2022

Grade: 9.30 CGPA

Completed B.Tech in Computer Science and Engineering with a CGPA of 9.30.

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