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  1. make_swiss_roll — scikit-learn 1.8.0 docu...

    is from Marsland [1] . References [ 1 ] ( 1 , 2 ) S. Marsland,...from Stephen Marsland’s code [1] . Parameters : n_samples int,...
    scikit-learn.org/stable/modules/generated/sklearn.datasets.make_swiss_roll.html
    Mon Feb 09 10:22:28 GMT 2026
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  2. zero_one_loss — scikit-learn 1.8.0 docume...

    1 ], [ 1 , 1 ]]), np . ones (( 2 , 2...zero_one_loss >>> y_pred = [ 1 , 2 , 3 , 4 ] >>> y_true...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.zero_one_loss.html
    Mon Feb 09 10:22:28 GMT 2026
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  3. cross_validate — scikit-learn 1.8.0 docum...

    means 1 unless in a joblib.parallel_backend context. -1 means...scikit-learn 1.4 Release Highlights for scikit-learn 1.4 Release...
    scikit-learn.org/stable/modules/generated/sklearn.model_selection.cross_validate.html
    Mon Feb 09 10:22:28 GMT 2026
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  4. precision_recall_curve — scikit-learn 1.8...

    y_true is in {-1, 1} or {0, 1}, pos_label is set to 1, otherwise...0.66666667, 0.5 , 1. , 1. ]) >>> recall array([1. , 1. , 0.5,...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.precision_recall_curve.html
    Mon Feb 09 10:22:28 GMT 2026
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  5. FeatureHasher and DictVectorizer Comparison &#8...

    'example': 1, 'but': 1, 'this': 1, 'another':...tokenize ( doc ): freq [ tok ] += 1 return freq token_freqs ( "That...
    scikit-learn.org/stable/auto_examples/text/plot_hashing_vs_dict_vectorizer.html
    Mon Feb 09 10:22:28 GMT 2026
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  6. 5.1. Partial Dependence and Individual Conditio...

    1.1. Partial dependence plots # Partial..., learning_rate = 1.0 , ... max_depth = 1 , random_state = 0...
    scikit-learn.org/stable/modules/partial_dependence.html
    Mon Feb 09 10:22:28 GMT 2026
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  7. make_friedman3 — scikit-learn 1.8.0 docum...

    1 ] <= 560 * pi , 0 <= X [:, 2 ] <= 1 , 1 <=...arctan (( X [:, 1 ] * X [:, 2 ] - 1 / ( X [:, 1 ] * X [:, 3 ]))...
    scikit-learn.org/stable/modules/generated/sklearn.datasets.make_friedman3.html
    Mon Feb 09 10:22:28 GMT 2026
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  8. FeatureUnion — scikit-learn 1.8.0 documen...

    svd__n_components = 1 ) . fit_transform ( X ) array([[-1.5 , 3.04], [ 1.5 , 5.72]])...unchanged. Added in version 1.1: Added the option "passthrough"...
    scikit-learn.org/stable/modules/generated/sklearn.pipeline.FeatureUnion.html
    Mon Feb 09 10:22:28 GMT 2026
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  9. fetch_covtype — scikit-learn 1.8.0 docume...

    Added in version 1.5. delay float, default=1.0 Number of seconds...False , n_retries = 3 , delay = 1.0 ) [source] # Load the covertype...
    scikit-learn.org/stable/modules/generated/sklearn.datasets.fetch_covtype.html
    Mon Feb 09 10:22:28 GMT 2026
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  10. DictionaryLearning — scikit-learn 1.8.0 d...

    1 ( U , V ) with || V_k || _2 <= 1 for all 0 <=...version 1.2: When None, default value changed from 1.0 to alpha...
    scikit-learn.org/stable/modules/generated/sklearn.decomposition.DictionaryLearning.html
    Mon Feb 09 10:22:28 GMT 2026
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