Selected work

Projects & case studies

Start with the featured professional work, or explore research and earlier projects by technology. Technical summaries are provided in English.

Try the portfolio assistant →A working demo with source-linked answers.

12 projects

Tridge

AI-Powered News Classifier

LLM news classification and backend processing at Tridge.

My contributionDevelop the classifier, compare model versions, and improve processing algorithms.

  • Large Language Models
  • Python
  • PyTorch
Read case study

Tricubics

Unmanned Vending Machine System

Computer vision, tracking, and deployment for an unmanned vending service.

My contributionLead AI/software integration across detection, tracking, decision logic, and deployment.

  • YOLOv8
  • TensorRT
  • MobileNetV3
Read case study

Kumoh National Institute of Technology

Collaborative Edge-Cloud Face Recognition

Published research into face-recognition inference across edge and cloud systems.

My contributionCo-author the Sensors paper on collaborative edge–cloud inference.

  • Edge Computing
  • Cloud Architecture
  • Face Recognition
Read case study

KT&C

KT&C Face Detection

Face-detection model development and deployment for a KT&C embedded board.

Project focusOptimized for embedded hardware

  • Machine Learning
  • Embedded Systems
  • Python
Read case study

Independent Project

INDEXAI.WORLD

Historical AI application for market-movement prediction and analysis.

Project focusReal-time market prediction

  • AI
  • Predictive Analytics
  • Market Analysis
Read case study

Independent Project

SPORTSAI.WORLD

Historical AI application for soccer-match prediction and analysis.

Project focusSoccer match prediction AI

  • AI
  • Sports Analytics
  • Machine Learning
Read case study
EJ Caliwag | AI Engineer — Applied AI & Backend Systems