Adventures in data science, machine learning etc
- myohddac is a web app to "make your own hand drawn digits and characters" (think MNIST)
- learn-to-fit-curves.ipynb looks at how curves can be approximated with functions made up of linear/non-linear layers
- pytorch-things
- pytorch-custom-layer.ipynb shows how to create a custom nn.Module and use it in a neural net
- pytorch-LSUV.ipynb follows on from pytorch-custom-layer.ipynb to see if "model specific weight initialization" improves training
- calculating-variance.ipynb calculates statistics when a dataset is too big to process in one hit
- fastai-things
- train-imagenette-mininet.ipynb spent a while at the top of the imagenette leaderboard (from 2020-02-04 - 2021-?)
- decision_tree is an nbdev test project (for testing things like magic flags) and random forrest implementation