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Don't refit onehot_encoder for validation data #132

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Reference Issues/PRs

Fixes sktime/sktime#5864

What does this implement/fix? Explain your changes.

Currently, this leads to a bug when validation data has fewer classes
than the training data since the onehot_encoder will be fit to the
validation data categories.

Does your contribution introduce a new dependency? If yes, which one?

No new dependency

Currently, this leads to a bug when validation data has fewer classes
than the training data since the onehot_encoder will be fit to the
validation data categories.
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[BUG] InceptionTime does not support validation data with fewer classes than in the training data
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