Dasmariñas, Cavite, Philippines // 2026
Quenzzy
Navelgas
Navelgas
Quenzzy
Navelgas
Navelgas
CS Student·ML Developer·Vibe Coder·AI Scripter
01 // THE PROFILE
ISSUE NO. 2026 // PUBLISHED IN PHLocationDasmariñas, Cavite
LanguagesEnglish, Filipino
Demographics21 Y.O · Female
Results-driven Computer Science graduate and freelance professional with hands-on experience in AI-assisted content creation, automation testing, and frontend web development. Proven ability to manage high-volume, multi-project workloads independently while maintaining quality and meeting strict deadlines. Adept at leveraging AI tools, modern development frameworks, and structured workflows to deliver consistent, client-aligned outputs across diverse technical and creative roles.
FIG. 01
3+
Projects Shipped
FIG. 02
94%
Best ML Accuracy
FIG. 03
100+
Scripts Written
FIG. 04
2
Certifications
INDEX // CAPABILITIES & DISCIPLINES
Communication01
Detail-Oriented02
Time Management03
Fast Learner04
Leadership05
Adaptable06
Team Player07
Problem Solving08
Quenzzy J. Navelgas — Portfolio 202601 / 07
02 // THE COMPETENCY MATRIX
WEB DEVELOPMENT • MACHINE LEARNING • FULL STACK ENGINEERING • SYSTEM DESIGN • API DEVELOPMENT • UI/UX IMPLEMENTATION • DATABASES • AUTOMATION TESTING■WEB DEVELOPMENT • MACHINE LEARNING • FULL STACK ENGINEERING • SYSTEM DESIGN • API DEVELOPMENT • UI/UX IMPLEMENTATION • DATABASES • AUTOMATION TESTING■WEB DEVELOPMENT • MACHINE LEARNING • FULL STACK ENGINEERING • SYSTEM DESIGN • API DEVELOPMENT • UI/UX IMPLEMENTATION • DATABASES • AUTOMATION TESTING■WEB DEVELOPMENT • MACHINE LEARNING • FULL STACK ENGINEERING • SYSTEM DESIGN • API DEVELOPMENT • UI/UX IMPLEMENTATION • DATABASES • AUTOMATION TESTING■WEB DEVELOPMENT • MACHINE LEARNING • FULL STACK ENGINEERING • SYSTEM DESIGN • API DEVELOPMENT • UI/UX IMPLEMENTATION • DATABASES • AUTOMATION TESTING■WEB DEVELOPMENT • MACHINE LEARNING • FULL STACK ENGINEERING • SYSTEM DESIGN • API DEVELOPMENT • UI/UX IMPLEMENTATION • DATABASES • AUTOMATION TESTING■WEB DEVELOPMENT • MACHINE LEARNING • FULL STACK ENGINEERING • SYSTEM DESIGN • API DEVELOPMENT • UI/UX IMPLEMENTATION • DATABASES • AUTOMATION TESTING■WEB DEVELOPMENT • MACHINE LEARNING • FULL STACK ENGINEERING • SYSTEM DESIGN • API DEVELOPMENT • UI/UX IMPLEMENTATION • DATABASES • AUTOMATION TESTING■
CATALOGUE NO. 01
Web Development
Index Evaluation82%
•Astro•Bootstrap•CSS•DjangoExpand [10]
CATALOGUE NO. 02
Machine Learning
Index Evaluation78%
•Cross-Validation•Feature Engineering•Hyperparameter Tuning•NumPyExpand [3]
CATALOGUE NO. 03
Testing & QA
Index Evaluation75%
•Automation Testing•Bug Tracking•Playwright•Regression Testing
CATALOGUE NO. 04
Data & Analytics
Index Evaluation60%
•Looker Studio•Power BI•Tableau
CATALOGUE NO. 05
DevOps & Version Control
Index Evaluation72%
•Branching•Git•GitHub•Pull Requests
CATALOGUE NO. 06
IT & Networking
Index Evaluation65%
•Computer Hardware•Command Line Interface•DNS•LinuxExpand [3]
CATALOGUE NO. 07
Collaboration
Index Evaluation88%
•Discord•Google Workspace•Microsoft Office•NotionExpand [1]
CATALOGUE NO. 08
AI Tools
Index Evaluation90%
•BlackBox•ChatGPT•Claude•CursorExpand [4]
* DATASET REFLECTS 2026 BENCHMARK VERIFICATIONCLICK CARD TO EXPAND ALL SKILLS
Quenzzy J. Navelgas — Portfolio 202602 / 07
03 // THE FOLIO
Systematic exploration of Machine Learning, Finance, and Automation.
Emilio Aguinaldo College — Thesis Project2025 – 2026
Case Study01 / 03
ML-Based Dog Disease Prediction System
A full-stack web-based clinical screening tool that predicts 14 common dog diseases using a Voting Classifier ensemble achieving 94% cross-validated accuracy.
[01]Engineered end-to-end ML pipeline with feature engineering across 10 input categories, one-hot encoding, StandardScaler normalization, and soft-voting aggregation.
[02]Benchmarked 10 models (Decision Tree, Logistic Regression, SVC, Random Forest, XGBoost, Gradient Boosting) using k-fold cross-validation (k=5–7).
[03]Applied hyperparameter tuning via Grid Search, Random Search, and Bayesian Optimization (Optuna).
[04]Built and deployed as Django web app with REST Framework API, Django-templated frontend, PostgreSQL, and Groq AI integration.
[05]Implemented security features: rate limiting, brute-force protection, and CAPTCHA.
[06]Collaborated with licensed veterinarians to validate clinical accuracy of encoded symptom-disease relationships.
• Python• Django• Scikit-learn• PostgreSQL• Groq AI• JavaScript
Case Study02 / 03
Budgeting & Expense Tracking Web App
A full-stack personal finance web app for tracking income, expenses, and savings goals — featuring multi-currency support, AI-powered insights, and a real-time dashboard with budget analytics.
[01]Built with Next.js 15 App Router, Prisma ORM, and PostgreSQL (Neon), with NextAuth v5 for Google OAuth and credential-based authentication.
[02]Designed a global multi-currency system with live exchange rates, supporting 11 currencies with real-time conversion across all charts and KPIs.
[03]Implemented a responsive bento-grid dashboard with animated KPI cards, cash flow bar charts, and categorical spending pie charts.
[04]Integrated Groq AI to generate personalized financial insights and spending pattern summaries.
[05]Built a dynamic theming system with light/dark/system mode and 6 selectable color themes.
[06]Developed full CRUD for accounts, transactions, budgets, savings goals — with CSV/Excel import and JSON backup.
• Next.js• TypeScript• PostgreSQL• Prisma• Groq AI• Tailwind CSS
Personal Project2026
Personal Project2026
Case Study03 / 03
Editorial Personal Portfolio Website
A magazine-editorial personal portfolio built with Next.js 14 and Framer Motion — designed to communicate that a Computer Science graduate is not just technical, but also deeply creative. Inspired by the art direction of GQ, Vogue, and Cosmopolitan.
[01]Designed an original editorial design system — GQ gold-on-paper palette, Cormorant Garamond display type, JetBrains Mono for code register, and a strict no-rounded-corners philosophy.
[02]Built premium animations: character-by-character name reveal, masked slide-up section headers, magnetic 3D hover cards, clip-path panel transitions, and a continuously rotating SVG stamp seal.
[03]Implemented a full-screen editorial navigation drawer, scroll-driven chapter indicator, dual-layer clip name rendering for light/dark mode compatibility, and a functional contact form via Resend API.
[04]Architected with a single data/portfolio.ts source of truth — all content updates propagate across every section with zero component edits.
[05]Deployed on Vercel with environment-based email dispatch and full SEO metadata including Open Graph and Twitter cards.
• Next.js• TypeScript• Tailwind CSS• Framer Motion• Resend• Vercel
Addendum
In Development.
Currently engineering new structural systems focused on Generative AI pipelines and automated testing architectures. Documentation pending.
04Classified System
ETA 2026
05Classified System
ETA 2026
Quenzzy J. Navelgas — Portfolio 202603 / 07
04 // THE ARCHIVE
Verified Chronology
2023 — Present Day
2023 — Present Day
Timeline FrameOrganization
February 2026 – June 2026No. 01
YTA Business
Freelance AI Scriptwriter
January 2026 – February 2026No. 02
JogaLiga — Startup
Freelance Virtual Assistant / Web Developer
June 2025 – July 2025No. 03
QNE Software Philippines, Inc.
Quality Assurance Intern (Automation Testing)
RemoteID: YTA // ENTRY
Freelance AI Scriptwriter
YTA Business
Created AI-assisted long-form YouTube scripts across 30+ channels spanning history, lifestyle, automotive, documentary, survival, and true crime niches.
Key Responsibilities
- [01]Leveraged AI tools (Claude, ChatGPT, Poppy) with structured prompt engineering to produce retention-focused scripts tailored to each channel's unique voice.
- [02]Managed production pipeline using Trello and Google Sheets across simultaneous projects.
- [03]Coordinated with cross-functional teams including video editors and thumbnail artists via Discord.
- [04]Adapted writing style and tone across 30+ distinct channel personalities while maintaining brand consistency.
- [05]Submitted biweekly EOD reports summarizing script completions, blockers, and channel status updates.
Technical Index
• AI Tools• Prompt Engineering• Content Creation• Trello• Discord
Quenzzy J. Navelgas — Portfolio 202604 / 07
05 // ACADEMIAIntellectual
Intellectual
foundations.
Archival record of institutional
credentials and distinctions.
credentials and distinctions.
Registry of Degrees
Bachelor of Science in Computer Science
Emilio Aguinaldo College
Dasmariñas, Cavite
2023 – 2026
Status: In Progress
Status: In Progress
Distinctions
01
Excellence in Team Stewardship Award
02
Polaris Award for Strategic Guidance
Criteria established via high academic thresholds. Verified institutional standing required.
Leadership Index
2025 – 2026
Vice President – Internal
School of Computer Studies and Informatics
2024 – 2026
Vice President – External
Junior Philippine Computer Society
2025
Secretary
School of Engineering and Technology
2023 – 2025
Computer Science Representative
School of Engineering and Technology
2026
Event Member
Central Student Council Board — EAC Student Leadership Training & Seminar
2024
Event Member
CS Seminar: CTRL+F The Future — Web Dev with Kblink.ph
2024
Event Member
Central Student Council Board — EAC Student Leadership Training & Seminar
Quenzzy J. Navelgas — Portfolio 202605 / 07
06 // COMPLIANCECredential
Credential
ledger.
Official certifications and professional
standing. Verified entries.
standing. Verified entries.
No. 012025
Google AI Essentials
IssuerGoogle via Coursera
No. 022025
Google IT Support Professional Certificate
IssuerGoogle via Coursera
End of RegistryAll certifications are active and verified.
Quenzzy J. Navelgas — Portfolio 202606 / 07
07 // BACK_COVER
Let's start something.
Open for inquiries.
Engineering & Design.
Engineering & Design.
[ DIRECTORY INDEX ]
Currently accepting global commissions
and collaborative engineering directives.
and collaborative engineering directives.
[ TRANSMISSION_DOCKET ]
Quenzzy J. Navelgas — Portfolio 202607 / 07