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Lasso, Lasso-LARS, and Elastic Net paths — scik...
y = load_diabetes ( return_X_y = True ) X /= X . std (...coefs_positive_lasso , _ = lasso_path ( X , y , eps = eps , positive = True ) print...scikit-learn.org/stable/auto_examples/linear_model/plot_lasso_lasso_lars_elasticnet_path.html -
Overview of multiclass training meta-estimators...
y = fetch_openml ( data_id = 181 , as_frame = True , return_X_y... cv = RepeatedStratifiedKF ( n_splits = 3 , n_repeats = 5 , random_state...scikit-learn.org/stable/auto_examples/multiclass/plot_multiclass_overview.html -
Compare the effect of different scalers on data...
alpha = 0.5 , marker = "o" , s = 5 , lw = 0 , c = colors )...hist_nbins = 50 , title = "" , x0_label = "" , x1_label = "" ): ax...scikit-learn.org/stable/auto_examples/preprocessing/plot_all_scaling.html -
Release Highlights for scikit-learn 0.23 — scik...
noise = rng . normal ( loc = 0.0 , scale = 0.01 , size = n_samples...alpha = 0.5 , zorder =- 1 , label = "samples" , color = "tab:green"...scikit-learn.org/stable/auto_examples/release_highlights/plot_release_highlights_0_23_0.html -
Robust vs Empirical covariance estimate — sciki...
n_samples = 80 n_features = 5 repeat = 10 range_n_outliers = np ....repeat ), label = "Robust location" , lw = lw , color = "m" , ) plt...scikit-learn.org/stable/auto_examples/covariance/plot_robust_vs_empirical_covariance.html -
PredictionErrorDisplay — scikit-learn 1.7.1 doc...
y_true == y_pred . Therefore, it is a diagonal line for kind="predictions"...X , y = load_diabetes ( return_X_y = True ) >>> ridge = Ridge...scikit-learn.org/stable/modules/generated/sklearn.metrics.PredictionErrorDisplay.html -
Demonstration of multi-metric evaluation on cro...
alpha = 0.1 if sample == "test" else 0 , color = color , )...style , color = color , alpha = 1 if sample == "test" else 0.7...scikit-learn.org/stable/auto_examples/model_selection/plot_multi_metric_evaluation.html -
spectral_embedding — scikit-learn 1.7.1 documen...
n_components = 8 , eigen_solver = None , random_state = None , eigen_tol...eigen_tol = 'auto' , norm_laplacian = True , drop_first = True )...scikit-learn.org/stable/modules/generated/sklearn.manifold.spectral_embedding.html -
Lagged features for time series forecasting — s...
cv = ts_cv , scoring = scoring , n_jobs = 2 , ) time = cv_results...https://openml.org/search?type=data&status=active&id=44063 ). The sha256...scikit-learn.org/stable/auto_examples/applications/plot_time_series_lagged_features.html -
Clustering text documents using k-means — sciki...
subset = "all" , categories = categories , shuffle = True , random_state...( km , X , name = None , n_runs = 5 ): name = km . __class__ ....scikit-learn.org/stable/auto_examples/text/plot_document_clustering.html