Computer Engineering · University of San Carlos · Class of 2026
Engineer.
Researcher.
Builder.
- Machine Learning & Computer Vision
- Full-Stack Web — Next.js · Laravel
- Embedded Systems & Hardware Design
- Mobile App Development · React Native
Senior Thesis · Computer Vision · USC
Automated Imaging System for Microplastics Sample Classification Using Convolutional Neural Network
Redesigned C.Scope.AI — reducing unit size by 42%, cutting cost from ₱14,500 to ₱8,934, achieving an 11.71% detection speedup with 1.5 GB memory savings, and building a local retraining pipeline that improved model generalization by 3.6% AP on unseen data.
// Engineering Process
About
I'm a Computer Engineering graduate from the University of San Carlos, where I specialized in Machine Learning, Computer Vision, and Full-Stack Web Development.
My senior thesis — a redesigned automated imaging system for microplastic detection — taught me that the most valuable engineering work lives at the boundary between research-grade precision and real-world deployment constraints. I shipped hardware, software, and a machine learning pipeline as one cohesive system.
My collegiate projects reflect my versatility in software and hardware development, while my recent internship as a Mobile App Developer at Focus Bear sharpened my ability to deliver production-ready code. Notable works include a Power Monitoring System (PIC/ESP32), a full-stack Course Management System (Next.js/Laravel), and a mobile recipe book application (Dart/Firebase).
I'm drawn to problems where engineering judgment matters as much as technical execution — where you have to decide what to build, not just how to build it.
Experience & Education
Portfolio
Selected Work
Senior Thesis · Computer Vision · Embedded Systems · USC
C.Scope.AI V2 — Automated Microplastics Imaging System
Complete redesign of hardware, software, and ML pipeline. H-Bot XY platform (42% smaller), localized monolithic software architecture (–1.5 GB memory, 11.71% faster), and a 6-stage local retraining pipeline with Optuna HPO — improving model generalization by 3.6% AP on unseen microplastic data.
Full-Stack Web · Mobile Development
Full-Stack & Mobile Projects▶
Built and shipped full-stack web and mobile applications using Next.js, Laravel, and React Native, Dart Language — covering REST API design, relational database modeling, and front-end implementation. Projects ranged from internal tooling to client-facing applications.
Outcome
Next.js · Laravel · React Native · MySQL · Dart · Firebase
Mobile App
Mama's Recipe Book
A mobile-based recipe book that lets the users curate and manage personal recipes. Developed using Flutter framework and Dart language, and Firebase for data storage.
Outcome
Flutter Framework · Dart · Firebase
Full-Stack Web
Course Management System
A full-stack web Course Management System using Next.js and Laravel, enabling academic faculty to efficiently oversee handled and enrolled courses through a responsive, and secure interface.
Outcome
Next.js · Laravel · MySQL
Full-Stack Web
Jerango Warehouse Manager
A stand-alone application made utilizing React.js for the frontend, Node.js for the backend, and Firebase for data storage and management. It controls and optimizes every aspect of daily warehouse operations. It tracks the inventory and notify stock levels, and generates reports and analytics.
Outcome
React.js · Node.js · Firebase
Machine Learning
- PyTorch
- Detectron2
- Scikit-learn
- Optuna (HPO)
- Faster R-CNN
- Transfer Learning
Computer Vision
- OpenCV
- Object Detection
- Image Segmentation
- COCO Datasets
- Microscopy Imaging
- Data Augmentation
Web & Mobile
- Next.js · React
- TypeScript
- Laravel · PHP
- React Native
- Tailwind CSS
- MySQL · PostgreSQL
Hardware & Tools
- Arduino · GRBL
- CAD · 3D Printing
- PyQt5
- Docker
- Git · GitHub
- Python · C++
Let's build
something real.
I'm actively looking for software engineering, ML engineering, or full-stack development roles. If you're building something meaningful — or hiring for it — I'd like to talk.
besingapiolo@gmail.com ↗Availability