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  1. LocallyLinearEmbedding — scikit-learn 1.8...

    > n_components * (1 + (n_components + 1) / 2 . see reference...means 1 unless in a joblib.parallel_backend context. -1 means...
    scikit-learn.org/stable/modules/generated/sklearn.manifold.LocallyLinearEmbedding.html
    Mon Jan 26 14:16:29 GMT 2026
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  2. ARDRegression — scikit-learn 1.8.0 docume...

    [ 1 , 1 ], [ 2 , 2 ]], [ 0 , 1 , 2 ]) ARDRegression()...>>> clf . predict ([[ 1 , 1 ]]) array([1.]) Comparing Linear Bayesian...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.ARDRegression.html
    Mon Jan 26 14:16:33 GMT 2026
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  3. Regularization path of L1- Logistic Regression ...

    1 , 16 ) Create a pipeline with...LogisticRegression ( l1_ratio = 1 , solver = "liblinear"...
    scikit-learn.org/stable/auto_examples/linear_model/plot_logistic_path.html
    Mon Jan 26 11:09:14 GMT 2026
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  4. HashingVectorizer — scikit-learn 1.8.0 do...

    ngram_range of (1, 1) means only unigrams, (1, 2) means unigrams...\\w\\w+\\b' , ngram_range=(1 , 1) , analyzer='word' , n_features=1048576...
    scikit-learn.org/stable/modules/generated/sklearn.feature_extraction.text.HashingVectorizer.html
    Mon Jan 26 11:09:14 GMT 2026
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  5. Restricted Boltzmann Machine features for digit...

    1 )) # 0-1 scaling X_train , X_test...deprecated:: 1.8 `penalty` was deprecated in version 1.8 and will...
    scikit-learn.org/stable/auto_examples/neural_networks/plot_rbm_logistic_classification.html
    Mon Jan 26 11:09:12 GMT 2026
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  6. BaggingRegressor — scikit-learn 1.8.0 doc...

    means 1 unless in a joblib.parallel_backend context. -1 means...max_samples = None , max_features = 1.0 , bootstrap = True , bootstrap_features...
    scikit-learn.org/stable/modules/generated/sklearn.ensemble.BaggingRegressor.html
    Mon Jan 26 11:09:12 GMT 2026
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  7. Recursive feature elimination — scikit-le...

    n_features_to_select = 1 , step = 1 )), ] ) pipe . fit ( X ,...(( len ( digits . images ), - 1 )) y = digits . target pipe =...
    scikit-learn.org/stable/auto_examples/feature_selection/plot_rfe_digits.html
    Mon Jan 26 11:09:12 GMT 2026
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  8. Multiclass Receiver Operating Characteristic (R...

    1 ], [ 0 , 1 ], "k--" , label...xlim = ( - 0.01 , 1.01 ), ylim = ( - 0.01 , 1.01 ), ) We confirm...
    scikit-learn.org/stable/auto_examples/model_selection/plot_roc.html
    Mon Jan 26 11:09:17 GMT 2026
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  9. Testimonials — scikit-learn 1.8.0 documen...

    Group # Scikit-learn is our #1 toolkit for all things machine...used for originating at least 1 billion GBP worth of Zopa loans....
    scikit-learn.org/stable/testimonials/testimonials.html
    Mon Jan 26 11:09:16 GMT 2026
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  10. SVM: Separating hyperplane for unbalanced class...

    0 ]] clusters_std = [ 1.5 , 0.5 ] X , y = make_blobs (...kernel = "linear" , C = 1.0 ) clf . fit ( X , y ) # fit...
    scikit-learn.org/stable/auto_examples/svm/plot_separating_hyperplane_unbalanced.html
    Mon Jan 26 11:09:12 GMT 2026
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