Key Links¶
Full Dataset Download¶
If you wish to download the dataset in its entirety, you are welcome to do so using this link: https://storage.googleapis.com/crossed-wires-dataset/full_cifar10_results.zip. The full dataset size is approximately 340 GB expanded, and 324 GB compressed. It is licensed under CC-BY-4.0.
Weights and Biases - Dataset Trial Logs¶
All experiments were tracked using Weights and Biases. These links include some extra information that can be helpful, such as training loss curves.
You can find the raw logging information for each trial on its respective project page:
Supporting Libraries and Research¶
This project would not have been possible without extensive previous libraries and research. In particular, we relied heavily upon these resources:
Ray Tune: a highly effective hyperparameter optimization package which automated our search and provided extremely helpful resource and trial management.
HyperSpace: a search algorithm implemented by Todd Young for more effective hyperparameter searches. This original approach is integrated with Ray Tune in the SpaceRay package.