Recently I worked on a PyTorch implementation of the ResNet paper by Kaiming He et al. The paper demonstrates the effect of residual shortcuts in large convolutional neural networks with up to...
This implementation of the Pix2Pix (GAN) paper generates photo-realistic images of building facades from architectural diagrams.
Implementations of three U-Net architectures compared on the ISBI Challenge dataset. Models include: U-Net, TernausNet and Pix2Pix-generator.
An implementation of the AWD-LSTM language model in PyTorch trained on the Penn-Treebank dataset.
An implementation of the ResNet CIFAR-10 image-classification experiment in Pytorch
Hackathon: A working prototype for South East Water that forecasts the likelihood of pipe bursts by geographic area.
Numpy implementations of machine learning algorithms described in the classic textbook: An Introduction to Statistical Learning. Includes exercise solutions as jupyter notebooks.
Course by Imperial College covering linear algebra, calculus and probability theory with applications including linear-regression, backpropagation and PCA. Here's my course certificate.
An interactive chemistry book with NAMD molecular dynamic simulations. Developed in collaboration with Theodore Gray and research scientists at Illinois. 5-star customer reviews, $200k+ revenue.
Simple iOS game that teaches musical rhythm. I prototyped and led development. 200,000+ downloads, 4.7-star customer reviews, acclaimed by New York Times, WIRED, and Business Insider.
I designed and engineered this light installation for public exhibitions at The Roundhouse and Glasgow Science Centre.
An interactive exploration of pure maths in collaboration with Professor Ian Stewart. I developed prototypes and led the development team. This video demonstrates the iOS app.