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12.1. Array API support (experimental) — ...
2.2. Meta-estimators # Meta-estimators...device . type 'cuda' 12.1.2. Support for Array API -compatible...scikit-learn.org/stable/modules/array_api.html -
HuberRegressor vs Ridge on dataset with strong ...
2.0 , size = 4 ) X_outliers [: 2 , :] += X . max...y_outliers [: 2 ] += y . min () - y . mean () / 4.0 y_outliers [ 2 :] +=...scikit-learn.org/stable/auto_examples/linear_model/plot_huber_vs_ridge.html -
Principal Component Regression vs Partial Least...
n_samples ) / 2 fig , axes = plt . subplots ( 1 , 2 , figsize =...) pca = PCA ( n_components = 2 ) . fit ( X ) plt . scatter (...scikit-learn.org/stable/auto_examples/cross_decomposition/plot_pcr_vs_pls.html -
Elasticsearch for Apache Hadoop version 8.12.2 ...
2 ES-Hadoop 8.12.2 is a version compatibility...for Apache Hadoop version 8.12.2 IMPORTANT : This documentation...www.elastic.co/guide/en/elasticsearch/hadoop/8.19/eshadoop-8.12.2.html -
Compare the effect of different scalers on data...
2, 0.2] range for the transformed...longitude" , } # Take only 2 features to make visualization...scikit-learn.org/stable/auto_examples/preprocessing/plot_all_scaling.html -
Common pitfalls in the interpretation of coeffi...
534 534 unique NaN 2 2 NaN 2 NaN 3 6 3 2 top NaN no male NaN...36.833333 NaN NaN NaN NaN std 2.615373 NaN NaN 12.379710 NaN 11.726573...scikit-learn.org/stable/auto_examples/inspection/plot_linear_model_coefficient_interpretation.html -
Release Highlights for scikit-learn 1.3 —...
gamma ( shape = 2 , scale = np . exp ( X @ coef ) / 2 ) gbdt = HistGradientBoosting...] * 30 + [ 20.4 ] * 20 + [ 21.2 ] * 38 enc = TargetEncoder ( random_state...scikit-learn.org/stable/auto_examples/release_highlights/plot_release_highlights_1_3_0.html -
Class Likelihood Ratios to measure classificati...
"n_features" : 2 , "n_informative" : 2 , "n_redundant"...subplots ( nrows = 3 , ncols = 2 , figsize = ( 15 , 12 )) for ax...scikit-learn.org/stable/auto_examples/model_selection/plot_likelihood_ratios.html -
Demonstration of multi-metric evaluation on cro...
"min_samples_split" : range ( 2 , 403 , 20 )}, scoring = scoring...= "AUC" , n_jobs = 2 , return_train_score = True ,...scikit-learn.org/stable/auto_examples/model_selection/plot_multi_metric_evaluation.html -
Hierarchical clustering: structured vs unstruct...
2 import mpl_toolkits.mplot3d #...== l , 1 ], X [ label == l , 2 ], color = plt . cm . jet ( float...scikit-learn.org/stable/auto_examples/cluster/plot_ward_structured_vs_unstructured.html