Skip to content
View SNBest1's full-sized avatar
🎯
Focusing
🎯
Focusing

Highlights

  • Pro

Block or report SNBest1

Block user

Prevent this user from interacting with your repositories and sending you notifications. Learn more about blocking users.

You must be logged in to block users.

Maximum 250 characters. Please don’t include any personal information such as legal names or email addresses. Markdown is supported. This note will only be visible to you.
Report abuse

Contact GitHub support about this user’s behavior. Learn more about reporting abuse.

Report abuse
SNBest1/README.md
Image

Hi, I'm Nipun

Computer Engineering @ University of Washington (Class of 2028)

Autonomous Systems · Machine Learning · Full-Stack Development

Typing SVG


Status Location UW


🏆 Achievements

Award Details
ConnectAble AAC System 2026 1st Place — Personalized AAC communication system with ML-powered predictions
DubsTech Datathon 2026 Honorable Mention — Healthcare Access Barriers Analysis
Sea Score (SaveEarth) 2025 Honorable Mention — Eco-challenge platform with ML photo validation
93.7% ML Accuracy 13 algorithms benchmarked for healthcare inequity detection
50+ Students Tutored King County Library System Mathematics Program

ConnectAble Winner DubsTech Winner ML Accuracy Students


Tech Stack

Languages

Python Java C++ JavaScript

Web & Frameworks

React Node.js Express

Machine Learning & Data

Scikit-learn Pandas NumPy HuggingFace

Hardware & Systems

MATLAB LTspice Arduino

Tools & DevOps

Git GitHub VS Code


Featured Projects

ConnectAble — AAC Communication System

1st Place — 2026

Built a personalized Augmentative and Alternative Communication (AAC) system for non-verbal users. A symbol board lets users compose sentences and speak them aloud while the system learns their communication style over time. Predictions use a 3-layer cascade: bigram lookup → ChromaDB vector search → Ollama LLM fallback. An agent tab handles natural language intent classification and tool dispatch.

Award Frontend Backend LLM


Healthcare Access Barriers Analysis

DubsTech Datathon 2026 — Honorable Mention

Engineered three complete ML pipelines to identify healthcare inequities across 75 demographic subgroups. Benchmarked 13 algorithms achieving 93.7% accuracy for cost-barrier prediction, ARIMA-style forecasting of 2025 care-delay trends, and clustering that surfaced 11 high-confidence anomalies with a 0.815 silhouette score.

Accuracy Algorithms Stack


Sea Score (SaveEarth)

Honorable Mention — November 2025

Eco-conscious mobile app that rewards users for real-world sustainability actions. Users complete challenges, upload photo proof, earn points, and unlock rewards. Photo validation runs via zero-shot object detection (Xenova/owlv2-base-patch16) — no model retraining needed per challenge.

Award Frontend Backend ML


Nudge

HuskyHack 2025

Mobile banking feature for Sound Credit Union that surfaces personalized deals matched to spending habits, tracks savings over time, and delivers GPT-4o-mini powered financial advice and projections — all inside the existing app experience.

Frontend Backend AI


SolarSave

March 2025

Full-stack solar savings calculator using the NREL Solar API and OpenCage Geocoding API. Enter any address to get real irradiance data, estimated annual savings, and CO₂ offset — built with a React 19 frontend and Node.js/Express backend.

Frontend Backend API


GitHub Stats

Image Image

Community & Leadership

╔══════════════════════════════════════════════════════════╗
║               BEYOND THE KEYBOARD                        ║
╠══════════════════════════════════════════════════════════╣
║  📚  Math Tutor · King County Library System             ║
║      → 50+ students · Measurable curriculum gains        ║
╠══════════════════════════════════════════════════════════╣
║  🏥  Patient Services · Evergreen Hospital               ║
║      → HIPAA compliance · Emergency protocol execution   ║
╚══════════════════════════════════════════════════════════╝

📫 Let's Connect

LinkedIn Email GitHub


"Engineering systems that think, move, and adapt."

Image

Pinned Loading

  1. ConnectAble ConnectAble Public

    TypeScript 2

  2. Aditya9246/SaveEarth Aditya9246/SaveEarth Public

    TypeScript 1

  3. Aditya9246/Dubstech-Datathon-2026 Aditya9246/Dubstech-Datathon-2026 Public

    Python

  4. fintech-hackathon-huskyhack fintech-hackathon-huskyhack Public

    TypeScript 2