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Splitters

All registered Splitter components in DashAI.

NameDescription
GroupKFoldSplitterSplitter that generates folds while preserving the group structure of the data.
HoldoutSplitterSplit the dataset into train, test and validation partitions at random.
KFoldSplitterSplitter that generates K folds for cross-validation.
LeaveOneOutSplitterSplitter that creates one fold per sample by leaving one example out at a time.
RepeatedKFoldSplitterSplitter that repeats the K-fold procedure multiple times.
RepeatedStratifiedKFoldSplitterSplitter that repeats the stratified K-fold procedure multiple times.
RollingOriginSplitterCross-validate a series by walking the origin forward through time.
StratifiedGroupKFoldSplitterSplitter that preserves both class balance and group membership in each fold.
StratifiedKFoldSplitterSplitter that generates folds while preserving the class distribution.
TemporalHoldoutSplitterSplit a series in time order: train first, then validation, then test.