RR — RESEARCH

SELECTED PROJECTS

Ideas made practical.

Personal and collaborative work across generative AI, computer vision, mobile systems, and natural language processing.

01

Generative AI · HackMidwest 2024

FARMWISE

An AI-powered farming assistant that helps farmers diagnose plant diseases, optimize crop management, and receive location-aware weather recommendations.

First Place · Best in Show among 500+ participants

View on GitHub

WHAT I BUILT

  • Integrated Claude 3.5 Sonnet through AWS Bedrock
  • Designed context-aware disease guidance using location and weather data
  • Built for real-time, practical decision support in the field
AWS BedrockClaude 3.5 SonnetGenerative AIWeather Data

02

Computer Vision · Mobile Application

ParkKU

A collaborative mobile application that estimates and displays real-time parking availability for the University of Kansas community.

End-to-end computer vision and mobile development

View on GitHub

WHAT I BUILT

  • Applied a custom YOLOv5 object-detection model for parking-space monitoring
  • Built the mobile experience with React Native
  • Connected inference and application layers through a Flask REST API
YOLOv5RoboflowReact NativeFlaskREST API

03

Clinical AI · Language Models

MIMIC-III Prompting

An evaluation of GPT-based methods on MIMIC-III clinical data, exploring how prompt-engineering strategies affect medical prediction tasks.

Clinical language-model evaluation across two decision-support tasks

View on GitHub

WHAT I BUILT

  • Designed prompt-engineering strategies for structured clinical reasoning
  • Evaluated prescription-recommendation performance
  • Investigated mortality prediction using MIMIC-III data
MIMIC-IIIGPTPrompt EngineeringClinical NLPPython

04

Natural Language Processing · Research

Phonemic Analysis

An NLP study of Bangla music lyrics from the 2000s onward, examining phonemic change and its relationship with musical genres.

Submitted to the ACL BLP 2023 Workshop

View on GitHub

WHAT I BUILT

  • Prepared and analyzed a longitudinal Bangla lyrics collection
  • Used phonemic analysis to study linguistic change
  • Explored relationships between language patterns and music genres
PythonNLTKNLPData PreprocessingPhonemic Analysis