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Pushing the docs to dev/ for branch: main, commit c59a310e5eb4c3f72a00503a2643005551b9d3eb
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dev/_downloads/26f110ad6cff1a8a7c58b1a00d8b8b5a/plot_column_transformer_mixed_types.ipynb

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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"The resulting score is not exactly the same as the one from the previous\npipeline becase the dtype-based selector treats the ``pclass`` columns as\na numeric features instead of a categorical feature as previously:\n\n"
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"The resulting score is not exactly the same as the one from the previous\npipeline because the dtype-based selector treats the ``pclass`` column as\na numeric feature instead of a categorical feature as previously:\n\n"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"The best hyper-parameters have be used to re-fit a final model on the full\ntraining set. We can evaluate that final model on held out test data that was\nnot used for hyparameter tuning.\n\n\n"
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"The best hyper-parameters have be used to re-fit a final model on the full\ntraining set. We can evaluate that final model on held out test data that was\nnot used for hyperparameter tuning.\n\n\n"
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]
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},
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{
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dev/_downloads/79c38d2f2cb1f2ef7d68e0cc7ea7b4e4/plot_column_transformer_mixed_types.py

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# %%
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# The resulting score is not exactly the same as the one from the previous
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# pipeline becase the dtype-based selector treats the ``pclass`` columns as
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# a numeric features instead of a categorical feature as previously:
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# pipeline because the dtype-based selector treats the ``pclass`` column as
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# a numeric feature instead of a categorical feature as previously:
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selector(dtype_exclude="category")(X_train)
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# %%
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# The best hyper-parameters have be used to re-fit a final model on the full
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# training set. We can evaluate that final model on held out test data that was
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# not used for hyparameter tuning.
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# not used for hyperparameter tuning.
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#
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print(("best logistic regression from grid search: %.3f"
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% grid_search.score(X_test, y_test)))

dev/_downloads/scikit-learn-docs.zip

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dev/_sources/auto_examples/applications/plot_face_recognition.rst.txt

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dev/_sources/auto_examples/applications/plot_model_complexity_influence.rst.txt

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dev/_sources/auto_examples/applications/plot_out_of_core_classification.rst.txt

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dev/_sources/auto_examples/applications/plot_outlier_detection_wine.rst.txt

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dev/_sources/auto_examples/applications/plot_prediction_latency.rst.txt

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dev/_sources/auto_examples/applications/plot_species_distribution_modeling.rst.txt

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dev/_sources/auto_examples/applications/plot_stock_market.rst.txt

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dev/_sources/auto_examples/applications/plot_tomography_l1_reconstruction.rst.txt

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dev/_sources/auto_examples/applications/plot_topics_extraction_with_nmf_lda.rst.txt

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