Table 1.

A selection of popular, generalist tooling platforms used in ML and their features

Feature	UCI	Kaggle	HuggingFace	W&B	MLflow	Sacred	Hydra	DVC	Codabench	Dynabench	OpenML
Data and task hub	✓	✓	✓	×	×	×	×	×	×	×	✓
Model and results hub	×	✓	✓	✓	✓	×	×	✓	×	×	✓
Experiment management	×	×	×	✓	✓	✓	✓	✓	×	×	×
Community benchmarking	×	✓	✓	×	×	×	×	×	✓	✓	✓