A universe of work—fragments assemble into a navigable matrix.

Low‑Light Enhancement for Surgical Videos

A video enhancement pipeline using diffusion models for low‑light surgical footage; explored temporal consistency via 3D CNN and attention.

PyTorch, BasicSR, DDPM, 3D CNN

Campus Tutor Web App

AI‑assisted teaching platform for students and teachers to share materials, prepare lessons, and chat via GPT‑powered Q&A.

FastAPI, React, Docker, PostgreSQL, OpenAI API

Aug – Nov 2024

X‑ray Bone‑Shadow Suppression

Developed three diffusion pipelines (DDPM/DDIM/Elucidated) to remove rib and clavicle shadows in chest X‑rays.

PyTorch, Diffusion

Character Management Web App

MERN dashboard with REST endpoints, JWT auth, and a character comparison view.

Next.js, Node/Express, MongoDB, JWT

Aug – Nov 2023

ECG ↔ PPG Reconstruction

Trained CNN‑LSTM + attention models to reconstruct 12‑lead ECG signals from single‑channel PPG.

TensorFlow/Keras, Python

Aug – Nov 2023

“King of Bots” Game Platform

Real‑time matchmaking and bot‑execution microservices with WebSocket push to the front end.

Spring Boot, Vue.js, MySQL, WebSocket

Aug – Nov 2023

Bookmania

Built a bookstore e‑commerce stack covering auth, search, cart, and checkout for a team of four.

Django REST, React/Redux, Bootstrap

Mar – Jun 2022