AI/ML Engineering & Research

Hi, I’m Bipin.

MSc Artificial Intelligence student at the University of Aberdeen, with research interests in image processing and computer vision.

Explore my work Get in touch

About

I bring over six years of experience in backend development, cloud infrastructure, and mentoring to my work in AI. I hold an MSc in Computer Science and have taught Internet Technology to undergraduates.

Research

MSc thesis · Jul 2023 – Mar 2024

Image Captioning in Nepali

Swin–GPT-2 and ConvNeXtV2 hybrids for Nepali image captioning, evaluated on Flickr8k and Flickr30k.

TensorFlow

Hugging Face

Swin Transformer

GPT-2

Read case study Kaggle notebook

AI projects

Computer vision · September 2026

Blood Cell Image Classification

CNN and logistic regression models compared across four blood-cell image classes.

Image classification

CNNs

Image preprocessing

Error analysis

Read case study

Supervised learning · September 2026

Regularised Regression & Model Selection

Least squares, Ridge, and Lasso compared through cross-validation and held-out evaluation.

Cross-validation

Regularisation

Model selection

Model interpretation

Read case study

Automated planning · September 2026

AI Planning for Computer Order Fulfilment

Hierarchical and classical planning for computer assembly, refurbishment, and shared-stock allocation.

Automated planning

Symbolic reasoning

Benchmark design

Plan verification

Read case study

Machine learning · September 2026

ECG Classification & Model Evaluation

Classical classifiers and recurrent neural networks compared on ECG signals.

Model evaluation

Sequence modelling

Baseline comparison

Error analysis

Read case study

Computer vision · August 2025

Object Detection in Aerial Images

A custom ResNet-50 detection prototype with polygon preprocessing and a Flask inference interface.

Object detection

Transfer learning

Anchor matching

ML pipelines

Read case study

Capabilities

Model evaluation & experimentation
Automated planning & reasoning
Computer vision & deep learning
Backend systems & delivery

Tools & technologies

AI & machine learning: Python
PyTorch
TensorFlow
Hugging Face
Backend & databases: PHP
Laravel
JavaScript
TypeScript
Node.js
NestJS
MySQL
PostgreSQL
Cloud & development tools: Microsoft Azure
AWS
Terraform
Docker
Git
Azure DevOps
CI/CD

Work & teaching experience

Ensue Nepal

Dec 2020 – Aug 2026

Senior Backend Developer

Lalitpur, Nepal

Senior Backend Developer · Jul 2022 – Aug 2026 Mid Backend Developer · Jul 2021 – Jul 2022 Junior Backend Developer · Dec 2020 – Jul 2021 Led backend development with Laravel and Node.js, contributed to system architecture, and mentored junior developers. Managed Azure infrastructure with Terraform and documented it for the team. Implemented Azure DevOps CI/CD pipelines to replace manual deployments and reduce deployment time.

Visit Ensue Nepal

Uniglobe College

Sep 2025 – Aug 2026

Part-Time Faculty Member

Kathmandu, Nepal

Taught Internet Technology to first- and third-semester BCSIT undergraduates, covering HTML, CSS, JavaScript, and PHP. Supervised student projects and provided technical guidance throughout development. Prepared lesson plans and assessments, and evaluated coursework, projects, and examinations.

Smartmobe Solutions

Aug 2019 – Oct 2020

Junior Web Developer

Kathmandu, Nepal

Junior Web Developer · Nov 2019 – Oct 2020 Web Developer Intern · Aug 2019 – Nov 2019 Developed a web application using Java, Laravel, and MySQL, collaborating with the team to integrate and deliver project requirements. Worked within an Agile/Scrum lifecycle and participated in code and architecture reviews under senior mentorship.

Visit Smartmobe Solutions