Projects and writing
How residual shortcuts speed up learning: A minimal demonstration
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...
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Pix2Pix: A Tensorflow/Keras implementation
This implementation of the Pix2Pix (GAN) paper generates photo-realistic images of building facades from architectural diagrams.
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U-Nets: A segment space odyssey
Implementations of three U-Net architectures compared on the ISBI Challenge dataset. Models include: U-Net, TernausNet and Pix2Pix-generator.
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AWD-LSTM: a PyTorch implementation
An implementation of the AWD-LSTM language model in PyTorch trained on the Penn-Treebank dataset.
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ResNet: a PyTorch implementation
An implementation of the ResNet CIFAR-10 image-classification experiment in Pytorch
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Burst Forecast
Hackathon: A working prototype for South East Water that forecasts the likelihood of pipe bursts by geographic area.
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An Introduction to Statistical Learning
Numpy implementations of machine learning algorithms described in the classic textbook: An Introduction to Statistical Learning. Includes exercise solutions as jupyter notebooks.
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Mathematics for Machine Learning
Course by Imperial College covering linear algebra, calculus and probability theory with applications including linear-regression, backpropagation and PCA. Here's my course certificate.
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Molecules by Theodore Gray
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.
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Clapping Music
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.
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Incredible Numbers
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.
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