
Software Engineer — Full-Stack Development
I build systems that turn messy real-world data — IoT telemetry, sensor streams, river nitrate readings — into something reliable and useful. Comfortable across the stack, from Python ML pipelines to TypeScript/React services in production. Currently an Associate Software Engineer at Arkmind.
Selected Work
Jul 2024
Built a Chrome extension CRM for managing customer records, invoices, and activity tracking during a hackathon, with OAuth2 authentication and Notion API integration.
Sep 2024 – May 2025
Led a team building a web-based exam document management system for a university exam office, with an ExpressJS/Firebase backend and a ReactJS frontend for document tracking and retrieval.
Sep 2025 – Dec 2025
Built an Android app for managing shared household cleaning tasks and schedules, with Firebase-backed real-time sync and Cloud Messaging reminders, from Figma prototypes to production.
Sep 2025 – May 2026
Built a forecasting pipeline for river nitrate prediction using STL decomposition and hybrid ML models, with automated hyperparameter tuning (Random Search, Grid Search, WOA) achieving ~10% lower MSE than non-decomposed baselines.
What I Work With
Python · TypeScript · JavaScript · Java · Kotlin · C++
NodeJS · ExpressJS · Laravel · REST APIs · Firebase · MQTT
ReactJS · NextJS · VueJS · HTML · CSS · Tailwind CSS
PostgreSQL · MySQL · MongoDB · Redis · InfluxDB
PyTorch · Pandas · Time-Series Forecasting · Hyperparameter Tuning
Git · Docker · Linux · Grafana · Node-RED · Figma
Where I've Worked
Jun 2025 – Aug 2025
Academic Background
University of Nottingham Malaysia
Sep 2023 – Jul 2026
Get In Touch
Have a question or opportunity you'd like to discuss? Send a message and I'll get back to you.
limeddy1125@gmail.comSelangor, Malaysia