An original auto-scroll climber and runner in TypeScript on Phaser 3: jump, double-jump, dash, combat with spells and mana, real pixel parallax, and online VS through a Cloudflare Durable Object. A game I first prototyped in Python, rebuilt with today's tooling.
Forecasting models and end-to-end data pipelines that sharpen demand prediction across a scaling catering operation. Better predictions mean better resource planning — directly reducing food waste and improving margins.
Forecasting
Python
Operational Analytics
Optimization
Deployed
ERP Integration & Internal Platforms
Contributed to ERP development and maintenance, plus several internal web apps and operational dashboards. Connects operational data to the people who act on it, with workflow automation that removes repetitive manual work.
ERP Systems
REST APIs
Internal Tooling
Automation
Deployed
Operational Analytics Infrastructure
Scalable data collection and transformation workflows feeding sales and operational analysis. The analytics backbone that turns day-to-day business activity into decisions about efficiency and profitability.
Data Engineering
Analytics
Python
Profitability Analysis
Deployed
End-to-End ML Pipelines deployed in AWS & Docker
Production-grade ML pipelines — from feature engineering through deployment — running on AWS with Docker for environment standardization and repeatable, reliable shipping to production.
ML Pipelines
AWS
Docker
Production ML
These represent ongoing, real-world work inside a scaling food-tech / catering business. Want to talk specifics or see how a similar system could help your operation?Get in touch →
How models learn
Descending a loss landscape.
Training is optimization: a model rolls downhill across a surface of error, step by step, toward the valley where its predictions are most accurate. Every forecasting and ML pipeline above is built on this idea.
Engineering & systems
End-to-end builds that show ownership from requirements through deployment and servicing.
Project
Industrial PC Deployment & ERP-Managed Service Pipeline
End-to-end industrial deployment: a custom application on a locked-down industrial PC, serviced through an SFTP-to-S3 workflow and maintained via a custom ERP module — a complete pipeline from business system to deployed operational hardware. Owned from requirements through deployment and servicing.
Industrial PC
Custom App
ERP Module
SFTP
S3
Systems Integration
Project
Dynamic Product Portfolio Web App
Customer-facing React application serving a tailored product-sheet portfolio that updates as backend data changes and adapts to customer preferences and prior interactions — moving product communication from static documents toward a living digital interface.