Software Engineer And Researcher
Current• 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.