The training step uses the data from the BRATS 2015 challenge. Note that this challenge has been held since then and may contain more data.
The data can be downloaded from here : https://www.kaggle.com/andrewmvd/brain-tumor-segmentation-in-mri-brats-2015/
It should be decompressed in the ./data folder.