Open to opportunities

Shrayan Shrestha

@shrayanshrestha

Message

Data science-focused engineer building explainable ML pipelines for real-world risk detection.

Nepal

Message

What I'm looking for

I’m looking to apply my data science and ML skills to fraud, waste, and abuse detection in a fast-paced R&D environment—building explainable, end-to-end predictive pipelines and leveraging NLP/RAG when it adds real value.

I’m a Computer Science graduate student with applied skills in Python, SQL, machine learning, and statistical modeling. I build end-to-end predictive pipelines—from raw data ingestion and feature engineering to model tuning and explainability using SHAP.

I’m especially experienced with NLP, prompt engineering, and RAG-based systems, turning unstructured knowledge into source-grounded answers. I enjoy combining modeling and product thinking to deliver systems that are both accurate and interpretable.

I’ve shipped real work as a Frontend Developer (Freelance), building and iterating a live commercial fitness application using React, with UI/UX workflows designed in Figma and delivered end-to-end.

Across my projects, I tune and validate models (e.g., XGBoost with SHAP-driven insights), engineer simulation-based prediction pipelines, and develop full-stack ML-powered applications with REST APIs and modern web tooling.

Experience

Work history, roles, and key accomplishments

Frontend Developer

PfIT, Softwares Nepal

Jan 2025 - Present (1 year 5 months)

Built and shipped the frontend for a live commercial fitness application, delivering workout logging, progress tracking, and dashboard features. Designed end-to-end UI/UX workflows in Figma and iterated with the client throughout the full delivery cycle.

React JavaScript Figma UI UX Design Frontend Development Git

Education

Degrees, certifications, and relevant coursework

Herald College Kathmandu

Bachelor of Computer Science, Computer Science

2024 -

Activities and societies: Mathematics of Learning (Herald College Centre for AI and Emerging Technologies, 2025); AAA Scholar Award; Top 10% of students; 5x Interschool Art Competition Winner.

Enrolled in a Bachelor of Computer Science program at Herald College Kathmandu (University of Wolverhampton, UK).