projects
Projects I've built during my undergrad and after.
research & academic
low-code chatbot builder
a no-code platform that turns pdfs, csvs and videos into a working chatbot. under the hood, i implemented a novel rag pipeline over a pinecone vector store, served through fastapi.
multi-modal retinal fundus analysis
multiclass eye-disease classification from retinal fundus scans, fusing more than one input modality so a single model can flag several conditions.
unstructured road segmentation
lane and road segmentation for semi-urban roads with no clear markings. a resnet101 segmentation network paired with an object detector for vehicles and obstacles.
covid-19 chest x-ray detection
a cnn classifier that flags covid-19 from chest x-rays, built with the amu ml club team.
bidirectional mri ↔ ct synthesis
translating between paired mri and ct scans with gan and diffusion models, so one scan type can be generated from the other.
builds
physics-aware irrigation need prediction
predicts how much water a field needs by pairing an fao-56 crop water-balance model with an ml layer that learns where the physics falls short.
formly
describe a form in plain english and get a working one. a small language model runs fully in the browser on webgpu, so there's no server and no data leaves your device.
