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Bisecting K-Means and Regular K-Means Performan...
centers = 2 , random_state = random_state...scikit-learn.org/stable/auto_examples/cluster/plot_bisect_kmeans.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 -
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 -
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 -
Comparison between grid search and successive h...
1e-2 , 1e-3 , 1e-4 , 1e-5 , 1e-6 ,...param_grid = param_grid , factor = 2 , random_state = rng ) gsh . fit...scikit-learn.org/stable/auto_examples/model_selection/plot_successive_halving_heatmap.html -
Post-hoc tuning the cut-off point of decision f...
subplots ( ncols = 2 , figsize = ( 12 , 4 ), sharex...scikit-learn.org/stable/auto_examples/model_selection/plot_tuned_decision_threshold.html -
Gaussian Processes regression: basic introducto...
length_scale_bounds = ( 1e-2 , 1e2 )) gaussian_process = GaussianProcessRegre...gaussian_process . kernel_ 5.02**2 * RBF(length_scale=1.43) After...scikit-learn.org/stable/auto_examples/gaussian_process/plot_gpr_noisy_targets.html