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  1. Working with text documents — scikit-learn 1.6....

    Examples concerning the sklearn.feature_extraction.text module. Classification of text documents using sparse features Clustering text documents using k-means FeatureHasher and DictVectorizer Compa...
    scikit-learn.org/stable/auto_examples/text/index.html
    Mon Dec 23 08:41:44 UTC 2024
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  2. sklearn.compose — scikit-learn 1.6.0 documentation

    Meta-estimators for building composite models with transformers. In addition to its current contents, this module will eventually be home to refurbished versions of Pipeline and FeatureUnion. User ...
    scikit-learn.org/stable/api/sklearn.compose.html
    Mon Dec 23 08:41:44 UTC 2024
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  3. sklearn.base — scikit-learn 1.6.0 documentation

    Base classes for all estimators and various utility functions.
    scikit-learn.org/stable/api/sklearn.base.html
    Mon Dec 23 08:41:44 UTC 2024
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  4. Multi-output Decision Tree Regression — scikit-...

    scatter ( y_1 [:, 0 ], y_1 [:, 1 ], c = "cornflowerblue"...RandomState ( 1 ) X = np . sort ( 200 * rng . rand ( 100 , 1 ) - 100...
    scikit-learn.org/stable/auto_examples/tree/plot_tree_regression_multioutput.html
    Sun Dec 08 14:35:21 UTC 2024
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  5. SVM-Anova: SVM with univariate feature selectio...

    score_stds = list () percentiles = ( 1 , 3 , 6 , 10 , 15 , 20 , 30 ,...
    scikit-learn.org/stable/auto_examples/svm/plot_svm_anova.html
    Mon Dec 23 08:41:44 UTC 2024
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  6. SelectFpr — scikit-learn 1.6.0 documentation

    Added in version 1.0. See also f_classif ANOVA F-value..."x1", ..., "x(n_features_in_ - 1)"] . If input_features is an array-like,...
    scikit-learn.org/stable/modules/generated/sklearn.feature_selection.SelectFpr.html
    Mon Dec 23 08:41:44 UTC 2024
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  7. Restricted Boltzmann Machine features for digit...

    1 )) # 0-1 scaling X_train , X_test...f1-score support 0 0.10 1.00 0.18 174 1 0.00 0.00 0.00 184 2 0.00...
    scikit-learn.org/stable/auto_examples/neural_networks/plot_rbm_logistic_classification.html
    Mon Dec 23 08:41:44 UTC 2024
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  8. FactorAnalysis — scikit-learn 1.6.0 documentation

    Added in version 1.0. See also PCA Principal component...Machine Learning, Algorithm 21.1. Christopher M. Bishop: Pattern...
    scikit-learn.org/stable/modules/generated/sklearn.decomposition.FactorAnalysis.html
    Fri Dec 20 11:14:16 UTC 2024
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  9. Comparison of kernel ridge and Gaussian process...

    num = 1_000 ) . reshape ( - 1 , 1 ) target = np . sin...ExpSineSquared(length_scale=1, periodicity=1) Our kernel has two parameters:...
    scikit-learn.org/stable/auto_examples/gaussian_process/plot_compare_gpr_krr.html
    Mon Dec 23 08:41:44 UTC 2024
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  10. Related Projects — scikit-learn 1.6.0 documenta...

    As of scikit-learn version 1.3.0, there is HDBSCAN . Pre-processing...encoders. As of scikit-learn version 1.3.0, there is TargetEncoder ....
    scikit-learn.org/stable/related_projects.html
    Mon Dec 23 08:41:44 UTC 2024
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