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Toby Godwin's Projects

brain_age_regression icon brain_age_regression

Explores three approaches to estimating age of patient from MRI scan of their brain. Code written as coursework for 'Machine Learning for Imaging' course as part of an MSc AI

cnns icon cnns

PyTorch implementation of 2D convolution, max pooling operation, linear layer and 2D batch normalization. Then a ResNet-18 classifier is built and trained on CIFAR-10. Code based on course work for 'Deep Learning' module

computer-science icon computer-science

:mortar_board: Path to a free self-taught education in Computer Science!

corsera_algorithms icon corsera_algorithms

Solutions to coursera course "Algorithmic Toolbox" by University of California San Diego

ctclib icon ctclib

A collection of utilities related to CTC

dcgan icon dcgan

Implementation of the DCGAN, trained to generate images using the CIFAR-10 dataset

ddsp icon ddsp

DDSP: Differentiable Digital Signal Processing

mt_evaluation icon mt_evaluation

Part of the NLP coursework, this projects seeks to estimate the quality of machine translated text from a dataset of machine translated sentences labelled with the quality of translation.

tch-rs icon tch-rs

Rust bindings for the C++ api of PyTorch.

tongrams-rs icon tongrams-rs

Rust library providing fast language model queries in compressed space

vae_mnist icon vae_mnist

Implementation and discussion of VAE trained to reconstruct MNIST digits

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