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Mrunal Dharmik

@mrunaldharmik

I build AI-powered data products, RAG systems, and backend APIs for portfolio analytics.

India
Message

At Aditya Birla Sun Life Mutual Fund, I build portfolio analytics products using FastAPI, SQLite, and AWS EC2. I developed a portfolio dashboard and automated stock metadata retrieval with a LangChain-based AI agent using LLM reasoning and external tools.

I also built a RAG chatbot with LangChain, ChromaDB, and the Gemini API, adding document embeddings, vector search, conversational memory, and prompt engineering for context-aware PDF retrieval. Previously, as a Backend Developer Apprentice, I created Pandas ETL pipelines, secure JWT-authenticated FastAPI endpoints, and natural-language question answering over portfolio databases.

At Hiclousia IITM Research Park, I worked on data preprocessing, feature engineering, EDA, and KNN model optimization. I continue building applied ML projects, including QLoRA fine-tuning for Llama 3.2 and purchase-value prediction using regression models.

Experience

Work history, roles, and key accomplishments

AF
Current

Data Scientist

Aditya Birla Sun Life Mutual Fund

Sep 2025 - Present (1 year 2 months)

Developed a portfolio dashboard using FastAPI and SQLite, and deployed a LangChain-based AI agent for automated stock metadata retrieval. Built a RAG chatbot with LangChain, ChromaDB, and Gemini API, and configured CI/CD pipelines with GitHub Actions for AWS EC2 deployment.

Education

Degrees, certifications, and relevant coursework

Indian Institute of Technology Madras logoIM

Indian Institute of Technology Madras

Bachelor of Science, Data Science and Application

Pursuing a Bachelor of Science in Data Science and Application at IIT Madras, expected to complete in 2026.

DU

Dr. Ambedkar College, Nagpur University

Bachelor of Science, Mathematics and Statistics

Completed a Bachelor of Science with a focus on Mathematics and Statistics from Dr. Ambedkar College, Nagpur University in 2020.

SP

Shri Datta Meghe Polytechnic

Diploma, Electronics and Communication Engineering

Earned a Diploma in Electronics and Communication Engineering from Shri Datta Meghe Polytechnic in 2017.

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