Jhames Andrew ⚡️
Hi 👋
I'm Jhames Andrew Macabata
Software · Data · AI/ML
Fresh CS graduate (8Con Academy) building production software, data pipelines, and machine learning. Five shipped personal projects plus two live client sites — spanning full-stack web, data engineering, applied ML, DevOps, and a multi-tier SaaS thesis. Open to entry-level Software Engineering, Data Engineering, and AI/ML roles.
View Projects GitHub
Featured projects </>
Edge (8ConEdge) — Forex Market Scanner

Edge (8ConEdge) — Forex Market Scanner
Thesis · Full-Stack + ML

CS thesis: multi-tier full-stack SaaS that ranks forex pairs by 9-indicator macroeconomic consensus, augmented with a Python GBDT model. React 19 · Express 5 · Python Flask · MySQL (two pools) · Docker + Nginx. Role + tier access, single-tab enforcement, multi-format report export.
StaySure — Hotel Booking Cancellation Predictor

StaySure — Hotel Booking Cancellation Predictor
ML

Random Forest classifier hits F1=0.85, AUC=0.958 on 119k real bookings. Full ML lifecycle: EDA → feature engineering → model comparison → SHAP explainability → Gradio demo on Hugging Face Spaces.
CryptoPulse — Crypto Market ETL & Dashboard

CryptoPulse — Crypto Market ETL & Dashboard
Data Eng

Daily ETL pipeline: CoinGecko API → DuckDB → dbt models → Streamlit dashboard. Runs every 6 hours via GitHub Actions cron. dbt docs site published on GitHub Pages.
MiniLink — Containerized URL Shortener

MiniLink — Containerized URL Shortener
DevOps · Docker · Railway

Self-hosted URL shortener with redirect analytics. FastAPI + PostgreSQL + Redis read-through cache, multi-stage Docker build, Docker Compose local dev, CI/CD pipeline to GHCR, deployed to Railway.
JobTrail — Job Application Tracker

JobTrail — Job Application Tracker
Full-Stack

Full-stack FastAPI + PostgreSQL + HTMX. Magic-link auth, inline editing, a status dashboard. Built during my own job hunt because spreadsheets lose context fast. Deployed on Render.
Client work </>

Shipped for real clients — real requirements, real deadlines, real users.

J.Kloting

Live

Marketing site and quote system for a custom apparel printer in Bulacan. Portfolio filtering, pricing breakdown, AJAX forms with spam protection.

Bootstrap 4 · jQuery · Cloudflare Workers
Live site → Details →

8Con Academy

Live

Official site for a forex derivatives trading school in Bulacan — program overview, 3-level curriculum, and enrollment inquiry form with Express email backend.

React 19 · Vite 6 · Express · Nodemailer
Live site → Details →

PCCI Membership Platform

Building

Membership management system for a Philippine chamber of commerce — role-based dues tracking, multi-channel payments, automated notifications.

Laravel 12 · PostgreSQL · Sanctum · Tailwind
What's next </>

Personal projects on the roadmap — each will graduate to Featured once shipped.

WatchTower

Planned

Observability stack for self-hosted services — metrics, logs, and alerts layered onto containerized apps.

Prometheus · Grafana · Loki

InfraKit

Planned

Reusable IaC templates for shipping small production apps fast — DNS, edge routing, secrets, CI/CD.

Terraform · Cloudflare · GitHub Actions
© 2026 Jhames Andrew Macabata