Jash V. Email & Phone Number

• Developing a novel method for isosurface extraction from implicit neural representations, focused on creating topologically consistent, non-overlapping, watertight, and visually appealing surfaces.
• Experimenting with Neural Network architectural features such as periodic activation functions, Fourier feature mappings, and custom loss functions incorporating geological data, such as ore grades.
• Revamped the Neural Network codebase by rewriting it in JAX and Keras3, which delivered a 5x speed-up in inference. This involved custom automatic differentiation and training routine implementations.

Created algorithms that process geological models to generate comparison statistics vital to geologists and mining engineers, enabling them to make decisive decisions and saving several engineering hours.

• Created Australia's first AI beer at the Australian Institute for Machine Learning.
• MLP and GAN-based learning models were trained on a custom dataset of over 200,000 beer recipes and used to produce a new recipe anticipated by the algorithms to be a public favourite.
• This beer was brewed and sold commercially across Australia. The project was featured in several media articles linked below.

Honours Degree Of Bachelor Of Computer Science

First Class Honours. Thesis title: Applying Generalist vision-language models to Object Tracking.

Bachelor Of Computer Science (Advanced), Artificial Intelligence

Activities and Societies: • Computer Science Club. • Competitive programming Club. • Adelaide University Mathematics Society. • Adelaide.