Projects

Doing real-world projects is, I think, the best way to learn and also to engage the world
and find out what the world is all about.

– Ray Kurzweil

Noreden

R tools to faciliate sustainable nutrition research

Multi-Agent Travel Assistant System
NorMOMO

Chatbot Design using Retrieval‑Augmented Generation (RAG)

Built a domain‑specific chatbot integrating vector‑based retrieval with GPT models to provide accurate, context‑aware responses

Congressional Policy Analysis using ML and HPCA
NorMOMO

AI-Powered Patient Education System

Develop an AI agent to enhance patient education by delivering personalized, on-demand health information through summaries, comprehension checks, and quizzes about relevant…

Badge for the RAG-Enhanced Energy Advisor showing document and energy icons.

RAG-Enhanced Energy Advisor
LLM Security
Energy Systems
RAG Framework

Demonstrates how retrieval-augmented generation (RAG) can be exploited or safeguarded when attackers attempt to induce inappropriate responses, such as misleading medical or…

December 16, 2025

Collaboration and Competition

Train a pair of agents to play tennis.

November 6, 2025

Badge for LLM-Powered Energy Optimizer showing buildings and an LLM communication icon.

LLM-Powered Energy Optimizer
Energy Optimization
Reinforcement Learning
LLM Integration

Integrating large language models with multi-building energy management in CityLearn for adaptive, interpretable, and efficient optimization.

January 20, 2025

Screenshot of leaflet map with whale icons representing the start and end of the encounters.

Prompt Injection Attacks on LLM Medical Diagnosis by Symptom Elaboration
R package

Attacker is to trick the LLM to generate inappropriate possible medical diagnosis which could mislead the end use

January 20, 2025

Badge for LLM-Driven Grid Planner showing grid and AI reasoning icons.

LLM-Driven Grid Planner
Smart Grids
Reinforcement Learning
LLM Guidance

A natural-language-guided reinforcement learning framework for smart grid management and adaptive decision-making.

January 20, 2025

washi logo

Survival Of Ventilated and Control Flies
R package

Hypothesis Analysis of Life Expectancy of Flies in Normal vs ill Ventilated Bottles

September 7, 2023

Screenshot of WaSHI roadmap landing page.

Classification of Foods Based on their Quality
ArcGIS
Python

ML model to assess the quality of fruit from an data set, which could be integrated into a product for use in home kitchens

May 3, 2023

WaCSE logo

P2P File Sharing Protocol
Shiny app

Build a peer-to-peer file sharing protocol that keeps track of which peers are sharing and what files are being shared in the network

January 22, 2023

YOLO logo

Motion Prediction and Detection for Autonomous Vehicles
Autonomous Systems
Deep Learning
Computer Vision

Develop a framework for vehicle detection and motion planning of vehicles in complex driving scenarios

December 7, 2022
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