For my final year project, I wanted to explore whether a web app could detect a user's emotional state and use it to generate music that matched how they felt. I built a full-stack PERN application with a custom Python/TensorFlow facial emotion recognition pipeline, bridged via FastAPI, with Spotify integration, authentication, and multilingual support. The result was a working end-to-end system that recognised emotions in real time and returned a personalised playlist — delivered as a graded project.

Valid plant stock in a live inventory system was being incorrectly flagged as breached, causing operators to distrust the data. I traced the issue to a logic error in the quantity contribution calculations and fixed it by rewriting the relevant stored procedures, then updated the DevExpress UI to surface stock status more clearly. The defect was resolved in production, data accuracy improved, and operators had a clearer interface to work from day to day.

A client needed their email infrastructure moved from cPanel to Microsoft 365 with as little disruption as possible. I handled mailbox migration tasks and tenant setup support, then built a dedicated documentation site with step-by-step user guides to cover post-migration onboarding. The migration completed successfully and the docs site gave end users a clear self-serve reference, reducing the need for follow-up support.

Operations staff at a scientific supplier were spending significant time on repetitive data entry inside a custom ERP system that lacked automation. I built bulk item and BOM creation workflows, certificate generation, and real-time stock sync, then supported a legacy data migration into the new platform. Manual workload dropped noticeably, inventory and compliance data stayed consistent, and the migration completed without disrupting day-to-day operations.