Ubuntu 24.04 · Docker · Tailscale · Portainer
A self-hosted enterprise server infrastructure built on Ubuntu, managed entirely through Docker and accessed securely via private networking. Designed for reliability, modularity, and remote access from any device.
Python · PyTorch · Grad-CAM · Docker
A hierarchical CNN pipeline that classifies galaxy shapes from the Galaxy Zoo dataset. Uses Explainable AI (Grad-CAM) at every decision step to verify the model learns genuine galactic structure — not image artefacts. Built around a diagnostic methodology of train → interrogate → fix → verify.
View Project →Python · FastAPI · Qdrant · Ollama · Docker
A three-stage RAG pipeline that turns a natural language query into a ranked Bill of Materials. Searches 54,000 Hackaday projects via vector similarity, cross-references 15,000 community-reviewed Amazon products for reliability scores, and uses a local LLM to generate a structured Maker Receipt — project summary, difficulty rating, build notes, and Amazon-linked components.
View Project →Python · Streamlit · LangChain · ChromaDB · Ollama · Docker
A fully local AI tutor for Operating Systems concepts built on LangChain RAG, ChromaDB, and Ollama-hosted LLMs. Structures sessions into timed Reading, Recall, and Problem-Solving phases and grades answers from text, speech, or webcam photos of handwritten work — no cloud API required.
View Project →Python · FastAPI · SQLite · Playwright · Docker
An automated market opportunity scanner that scrapes Google Play Store reviews, scores apps by the gap between user demand and developer attention, and surfaces ranked business opportunities. Zombie apps, broken promises, and neglected feature requests become a prioritised investment shortlist.
View Project →