Research Engineer | ML | CV | NLP

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Work Experience

Research Assistant @ Nepal Applied Mathematics and Informatics Institute for research (NAAMII)

Aug 2024 - Feb 2025

• Retina Disease Classification for Glaucoma and Age-Related Macular Degeneration(AMD) & Code & Inference Code using Docker
• MICCAI Challenge (Pengwin) & Code
• Worked as a Teaching Assistant (TA) in Lab Sessions for Fifth Annual Nepal AI School (ANAIS) 2024 organized by NAAMII
• Participated in Paper and Book Reading Sessions : SemiViT, EGDCL
• Project Based Learning (PBL) Training for Glaucoma Classification from Fundus Images for Researchers Link

Research Intern @ NAAMII

Oct 2023 - July 2024

• Conducted Medical Image Semantic Segmentation on 3D volumes : Brain Tumor Segmentation of 3D MRI volumes & Code From Library : MONAI & Code using PyTorch
• Medical Image Segmentation on 2D Images X-Ray Images : Lung Segmentation & Code
• 3D Liver Tumor Segmentation using Library : Monai
• Worked on Lung Infection Diagnosis using Chest X-Ray images & Code
• Utilized libraries like MONAI and frameworks such as PyTorch Lightning, Hydra, and Lightning Hydra Code Links : UNet_Segmentation_Model_with_Lightning_Hydra, SpleenSegmentation with Monai & Pytorch Lightning, Liver_Tumor_Segmentation_using_MONAI
• Explored AFTer-UNet architecture for 3D segmentation

AI Fellow @ Fusemachines

Jan 2023 - Dec 2023

• Hands -on ML concepts and Algorithms like Linear Regression,Logistic Regression,Decision Trees, Ensemble Methods,Probabilistic Methods,Clustering, Dimensionality Reduction, Time Series Analysis and Reinforcement Learning
• Hands-on Deep Learning concepts and Algorithms like CNN,RNN,LSTM,GRU,Attention and Neural Computation, Transformers, Variational AutoEncoders, GANs and Deep Reinforcement Learning
• Paper reading and presentation sessions
• Projects like : Sentiment Analysis with Naive Bayes Classifier : Code, Visual Question Answering with BERT & ViT : Code, Music-Genre-Classification : Code

Junior ML Engineer @ Omdena Nepali Chapter

July 2023 - Aug 2023

• Contributor for the Local chapter project “Developing a Natural Language Toolkit for the Nepali Language”
• Skills : Familiarity with NLP Models like BERT, GPT, T5. Concepts like Tokenization, Stemming, Lemmatization, stopwords removal in Nepali Language. Similarly, doing supervised text classification, zero-shot and few-shot text classification.
• Links

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Articles

EEG-GNN paper Analysis

Part Of Speech (POS)Tagging, Hidden Markov Models and Viterbi Algorithm

Sentiment Analysis with Naive Bayes Classifier

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Certifications

Practical Data Science on AWS Cloud - Coursera

Machine Learning - Coursera

Machine Learning Specialization - Coursera

Deep Learning Specialization - Coursera

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Education

• Bachelors in Electronics, Communication and Information Engineering
  Tribhuvan University, Institute of Engineering, Thapathali Campus
  (Nov 2019 - Mar 2024, Kathmandu)