Projects

Smart Write: A Context-based Nepali Text Autocompletion

2022 - 2023

Undergraduate research - Under the guidance of Mr. Bal Krishna Nyaupane(Associate Professor, IOE, TU)

  • Evaluated the performance of transformer and sequence-to-sequence models (LSTM and GRU) for sentence autocompletion in the Nepali language.
  • Implemented a bidirectional LSTM model with attention mechanism for context-aware text generation.
  • Trained a Word2Vec model for the Nepali language

BeeWell

Jan 2023

Deltathon, Delta 3.0, Purwanchal Campus, Tribhuvan University.
Built an AI-based system for detecting bees, monitoring their behavior and health status, and suggesting possible solutions to the detected problems directly to farmers.
Won the Best Hardware Project Award in the hackathon.

Retinal Blood Vessels Segmentation

Oct 2025

Semantic Segmentation of Retinal Blood Vessel Images using U-Net Model.
Trained different configurations of U-Net models (with 2, 3 and 4 blocks) with highest dice score of 0.8 .

Enzyme Molecules Classification Using Graph Neural Networks (GNNs)

Nov 2025

Classification of different types of enzyme molecules using Graph Convolution Networks (GCN), Graph Attention Networks (GAT)

Heartbeat Classification

Oct 2025

Classification of different types of heartbeat based on Electrocardiogram (ECG) signals record using Convolutional Neural Networks (CNN) , identifying possible abnormal heart rhythms.

Molecule Solubility Prediction Using Graph Convolutional Network

Sept 2025

Modeled molecules using Graph Neural Network (GNNs) to predict their solubility.

Malaria Cell Images Classification

May 2023

Classfication of malaria cell images to identify infected malaria cell.

Easy Blood System

2022

A dedicated platform for patients to get help when there is need for blood and where donors can post their availability of blood.

Personal Stock Portfolio Tracker

2022

An application for investors where they can maintain their stock portfolio, receive notifications on the profit and loss amounts, and discuss various queries about the stock market using the discussion forum.