Project Portfolio

Below is a selection of project highlights where I’ve worn many hats — researcher, lead developer, system architect, presenter, and team coordinator. My work blends hands-on skills with system-level thinking, and I thrive in roles that require adaptability and communication.

🖥️ Workstation + Server Infrastructure

I designed and built my own multiboot workstation and connected it to a Debian 12 home server (a full refurbish project). The workstation runs AI models and containerized tools; the server hosts Plex, and Dockerized services (email, website, VPN). All networked securely with custom nftables rules. I maintain and administer this full system myself.

🤖 Multi-Object Tracking with Deep Learning

I led development of a pedestrian tracking pipeline using Mask R-CNN for detection and a Siamese ResNet for re-ID. We trained on the MOT16 dataset and implemented COCO-style evaluation and AMP-based training. As the de facto team lead, I managed repository organization, checkpointing logic, and model debug sessions. I also presented interim findings during team reviews.

📧 Private Email + Web Infrastructure

I configured a secure, self-hosted email system using Mailu (Docker) with DKIM, SPF, and DMARC validation. Alongside that, I deployed a static website over HTTPS using nginx and Let's Encrypt. I built the DNS logic using Cloudflare’s dynamic API.

📊 NLP Spam/Ham Classifier (Twitter Data)

I led a small team project to clean and classify Twitter-based spam using both classical and neural models. We used back-translation for data augmentation, implemented per-class token analysis, and built word clouds and KDE visualizations. I assigned responsibilities, ensured regular updates, and presented our final pipeline with results breakdowns.

🧪 Electrochemical Cell Production System

At IodiTech, I led development of a full-scale electrochemical production system based on bench-scale R&D. I was responsible for process design, sensor integration, SOP documentation, and training operators. I coordinated between departments, maintained schedules, and even authored the system’s operation and maintenance manual. Safety and regulatory requirements were met throughout.

🔥 Biomass Gasifier Efficiency Optimization

I joined a small team helping to improve the performance of a prototype gasifier. My role included combustion diagnostics, sourcing lab testing, and interpreting results. Working alongside other engineers and technicians, we improved gasifier throughput by over 18%. I presented findings to the startup team and helped them adjust heat exchange and input flows.