Pinned Repositories
jax
Composable transformations of Python+NumPy programs: differentiate, vectorize, JIT to GPU/TPU, and more
AWS-ViT
Implementing a vision transformer on the CIFAR-10 dataset using AWS.
black-jack-black-belt
Using reinforcement learning to find the optimal strategy in Blackjack. We also look at how we can use card counting to improve strategy and make favourable bets. The results showing the optimal strategy and simulations demonstrating profitability are shown in a tableau dashboard. Link to original dashboard: https://public.tableau.com/app/profile/matthew7441/viz/BlackbeltinBlackjack/Blackjackblackbelt
Bradley-Terry-model
Masters project predicting the outcomes of football matches in the premier league using statistical modelling. The model correctly predicts the outcome of 62% of matches in the 2016/17 season. The report and poster explaining all methods and findings have been written up using LaTeX.
Frogs
Using statistical analysis to provide insights about some experimental data. The experiments investigate how the size of a frog affects its probability of being successfully hunted by a predator. Findings are professionally reported using LaTeX.
ivy
The Unified AI Framework
mikit-learn
Coding a variety of classification algorithms from scratch, including a convolutional neural network. We also show the results from libraries scikit learn and TensorFlow, with our implementations giving similar results in all cases.
MyMC3
Using the Hamiltonian Monte Carlo algorithm, and a visualisation of how the algorithm works. 'MyMC3' - HMC is the main algorithm used in Bayesian statistical package PyMC3.
tensorflow
An Open Source Machine Learning Framework for Everyone
pytorch
Tensors and Dynamic neural networks in Python with strong GPU acceleration
mattbarrett98's Repositories
mattbarrett98/mikit-learn
Coding a variety of classification algorithms from scratch, including a convolutional neural network. We also show the results from libraries scikit learn and TensorFlow, with our implementations giving similar results in all cases.
mattbarrett98/black-jack-black-belt
Using reinforcement learning to find the optimal strategy in Blackjack. We also look at how we can use card counting to improve strategy and make favourable bets. The results showing the optimal strategy and simulations demonstrating profitability are shown in a tableau dashboard. Link to original dashboard: https://public.tableau.com/app/profile/matthew7441/viz/BlackbeltinBlackjack/Blackjackblackbelt
mattbarrett98/AWS-ViT
Implementing a vision transformer on the CIFAR-10 dataset using AWS.
mattbarrett98/Bradley-Terry-model
Masters project predicting the outcomes of football matches in the premier league using statistical modelling. The model correctly predicts the outcome of 62% of matches in the 2016/17 season. The report and poster explaining all methods and findings have been written up using LaTeX.
mattbarrett98/Frogs
Using statistical analysis to provide insights about some experimental data. The experiments investigate how the size of a frog affects its probability of being successfully hunted by a predator. Findings are professionally reported using LaTeX.
mattbarrett98/ivy
The Unified AI Framework
mattbarrett98/MyMC3
Using the Hamiltonian Monte Carlo algorithm, and a visualisation of how the algorithm works. 'MyMC3' - HMC is the main algorithm used in Bayesian statistical package PyMC3.
mattbarrett98/tensorflow
An Open Source Machine Learning Framework for Everyone