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fiftyone brain -> the fiftyone brain
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Jacob Sela committed Nov 25, 2024
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* :ref:`Leaky Splits <brain-image-leaky-splits>`:
Often when sourcing data en masse, duplicates and near duplicates can slip
through the cracks. The FiftyOne Brain offers a *leaky-splits check* that
through the cracks. The FiftyOne Brain offers a *leaky-splits analysis* that
can be used to find potential leaks between dataset splits. These splits can
be misleading when evaluating a model, giving an overly optimistic measure
for the quality of training.
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Despite our best efforts, duplicates and other forms of non-IID samples
show up in our data. When these samples end up in different splits, this
can have consequences when evaluating a model. It can often be easy to
overestimate model capability due to this issue. FiftyOne Brain offers a way
overestimate model capability due to this issue. The FiftyOne Brain offers a way
of identifying such cases in dataset splits.

The leaks of a |Dataset| or |DatasetView| can be computed directly without the need
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