from huggingface_hub import notebook_login
notebook_login()

Load UCF101 dataset
Start by loading a subset of the UCF-101 dataset. This will give you a chance to experiment and make sure everything works before spending more time training on the full dataset.

from huggingface_hub import hf_hub_download
hf_dataset_identifier = "sayakpaul/ucf101-subset"
filename = "UCF101_subset.tar.gz"
file_path = hf_hub_download(repo_id=hf_dataset_identifier, filename=filename, repo_type="dataset")