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Recent Projects
Truck Loading Animation Web Application
System: Web application to display an interactive 3D animation of a truck loading a specified shipment
Client: Private
Technologies: .NET core, C#, Blender, Three.js, SQL
Problem: Create a web application which loads details of a user-specified shipment from a database, and depicts that shipment loading in a user-interactive animation.
Solution: This project integrates a number of separate areas of software engineering, including web development, 3D modelling and dynamic animation. The truck trailer with backgrounds and skybox were modelled in Blender, together with the Cargo bay and truck door opening animations - and these were imported into Three.js. Camera zoom and rotation were enabled using OrbitControls.js. The cargo box loading animation was created in Three.js directly using suitable vector mathematics, and the system mounted in a .NET core based framework. Specification of the shipment to load is provided by the user via a web form.
Novel LLM-based Analytic System to Support Asset Price Prediction
System: Specific details are protected by NDA. However, this system - developed over a number of years - involved creation of a unique architecture utilising LLM technology in a novel way.
Client: NDA Protected
Technologies: Llama3-70B (and other LLM and ML models), vLLM, Python, Transformers, Algorithms
Problem: NDA Protected - but relates to asset price prediction
Solution: The innovative approach involved making an analogy between the "fuzzy" system we needed to model, and certain more rigorously defined mathematical/physical systems. Specific details are NDA protected. For the implementation we took advantage of per-hour cloud GPU rental to perform the necessary heavy processing as cost-efficiently as possible.