Summary of changes:
Buildings-900K Pretraining Dataset
• Load value scaling is fixed. By error, we averaged instead of summed when aggregating 15-min to hourly data
Outlier removal
• Updated paths to point to a filtered version of the time series with outliers removed
• Argument added to switch off outlier-removal (use the unfiltered data)
• Script with our implementation of outlier removal
New baselines
• DeepAutoregressiveRNN
Misc
• New script for splitting train/test for Buildings-900K
• Updates to zero-shot/transfer learning scripts for outlier removal
• Hyperparameter optimization arguments added to pretrain.py
Docs and tests updated accordingly.