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DOC: cosmits in docs
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doc/modules/cross_validation.rst

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.. _cross_validation:
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Cross-Validation
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Cross-Validation: evaluating estimator performance
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===================================================
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.. currentmodule:: sklearn.cross_validation
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doc/modules/grid_search.rst

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.. _grid_search:
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Grid Search
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Grid Search: setting estimator parameters
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==========================================
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.. currentmodule:: sklearn
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doc/modules/pipeline.rst

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.. _pipeline:
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Pipeline
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Pipeline: chaining estimators
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.. currentmodule:: sklearn.pipeline
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of steps in processing the data, for example feature selection, normalization
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and classification. :class:`Pipeline` serves two purposes here:
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Convenience: You only have to call ``fit`` and ``predict`` once on your data to
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fit a whole sequence of estimators.
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**Convenience**: You only have to call ``fit`` and ``predict`` once on your
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data to fit a whole sequence of estimators.
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Joint parameter selection: You can :ref:`grid_search` over parameters of all
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estimators in the pipeline at once.
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**Joint parameter selection**: You can :ref:`grid_search <grid search>`
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over parameters of all estimators in the pipeline at once.
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For estimators to be usable within a pipeline, all except the last one need to have
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a ``transform`` function. Otherwise, the dataset can not be passed through this

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