Hi, I'm Lord Patrick,

A Computer Science student based in the Philippines.

A motivated developer focused on applied AI/ML and practical software projects—building tools, prototypes, and systems that solve real problems.

West Visayas State University (2022–Present) DOST Scholar – JLSS (2024 – 2026)

Skills

Technologies and tools I usually work with

Languages

PythonPython C++C++ HTML5HTML Tailwind CSSTailwind CSS PHPPHP JavaScriptJavaScript

Machine Learning & AI

KerasKeras TensorFlowTensorFlow PyTorchPyTorch OpenCVOpenCV PandasPandas NumPyNumPy YOLOYOLO

Systems & Networking

  • WiresharkNetwork traffic analysis with Wireshark
  • Cisco Packet TracerCisco Packet Tracer
  • PowerShellCLI and PowerShell scripting

Tools

GitGit GitHubGitHub VimVim

Interests

Artificial Intelligence Artificial Intelligence & Machine Learning CyberSecurity CyberSecurity

Projects

Featured projects and implementation highlights

OrthoVision: A Computer-Aided Diagnostic System for Bone Fracture Classification and Localization

Python PyTorch ResNet18 YOLOv8 OpenCV Next.js
  • Developed a diagnostic system for automatic fracture classification and localization from X-ray images
  • Implemented a hybrid pipeline: ResNet18 (classification) + YOLOv8 (localization)
  • Preprocessed and augmented X-ray images to improve robustness
  • Evaluated using accuracy, precision, recall, and F1-score
  • Designed modular architecture supporting efficient inference and future clinical integration
View Demo

SideQuest: A Mobile Platform for Sideline Gigs and Local Job Matching (Iloilo City)

Flutter (Dart) Firebase Firestore Firebase SDKs Cloud Firestore REST API Android
  • Built a mobile gig marketplace connecting job seekers and employers for low-skilled work opportunities in Iloilo City
  • Implemented job posting, browsing, and in-app job applications with activity-based tracking
  • Added real-time messaging (conversation list, history, notifications — noted as buggy)
  • Designed role-aware navigation so users can switch between “job seeker” and “employer” behaviors
  • Integrated a Firebase-backed architecture for profiles, job posts, and messages with responsive sync

Real-Time Traffic Density Estimation Using Fine-Tuned YOLOv8 Object Detection

Python YOLOv8 OpenCV NumPy ONNX
  • Created a real-time pipeline to detect and count vehicles from video streams
  • Fine-tuned YOLOv8 on a custom top-view/aerial vehicle dataset for surveillance viewpoints
  • Implemented ROI-based counting using polygon regions and center-point filtering
  • Computed normalized traffic density using D = N / A for consistent metrics
  • Exported the trained model to ONNX for cross-platform deployment and scalable integration

Education

Academic background

Tertiary (2022–Present) — La Paz, Iloilo, PH

West Visayas State University
Organization: Vice President for External Affairs, West Esports

Secondary (2016–2022) — Leganes, Iloilo, PH

Leganes National High School
Graduation Date: March 2022
Math Club Officer Service Awardee, With High Honors

Primary (2010–2016) — Leganes, Iloilo, PH

Leganes Central Elementary School
Graduation Date: March 2016
Award: Academic Excellence