Latest Projects
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Project 5: LabBot: Your Personal Research Assistant
A project designed to facilitate researchers in efficiently skimming through crucial research documents. This is a Large Language Model application that uses existing GPT model and Retrieval-Augmented Generation (RAG) with the help of LangChain to allow the LLM to give personalized responses to the researcher, using contextualized knowledge.
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Project 4: Credit Risk Assessment
A project for finance industry or a hypothetical bank. Using machine learning models to predict whether a particular customer will default on their loan or not, based on different demographic indicators collected for the individual.
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Project 3: Knowledge distillation across datasets for blood glucose forecasting
Won Blood Glucose Forecasting Challenge (BGLP) to accurately predict glucose levels of patients in OhioT1DM dataset. Our model ranked 2nd among 15 teams from all over the world with root mean square error under 20 units. Work was presented at 24th European Conference on Artificial Intelligence, Knowledge Discovery in Healthcare.
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Project 2: Blood Glucose Forecasting Using Free-living and Patient Generated Data
Master’s thesis on time-series forecasting of glucose levels for diabetes management, using modern machine learning techniques to close the loop in Artificial Pancreas System (APS) technology, reducing root mean square error to 14.7 units.
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Project 1: Ski Resort Dashboard
This is my submission for #mavenslopeschallenge by Maven Analytics