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Comparison between grid search and successive h...
} clf = SVC ( random_state = rng ) tic = time () gsh = HalvingGridSearchCV...ha = "center" , va = "center" , color = "w" , fontsize = 20 ,...scikit-learn.org/stable/auto_examples/model_selection/plot_successive_halving_heatmap.html -
Ability of Gaussian process regression (GPR) to...
y = y_train , color = "black" , alpha = 0.4 , label = "Observations"...], y = y_train , color = "black" , alpha = 0.4 , label = "Observations"...scikit-learn.org/stable/auto_examples/gaussian_process/plot_gpr_noisy.html -
Developing scikit-learn estimators — scikit-lea...
method: clf2 = SGDClassifier ( alpha = 2.3 ) clf3 = SGDClassifier...self , param1 = 1 , param2 = 2 ): self . param1 = param1 self ....scikit-learn.org/stable/developers/develop.html -
Ridge coefficients as a function of the L2 Regu...
w = make_regression ( n_samples = 100 , n_features = 10 ,...n_informative = 8 , coef = True , random_state = 1 ) # Obtain...scikit-learn.org/stable/auto_examples/linear_model/plot_ridge_coeffs.html -
Comparison of the K-Means and MiniBatchKMeans c...
different += ( k_means_labels == k ) != ( mbk_means_labels == k ) identical...( left = 0.02 , right = 0.98 , bottom = 0.05 , top = 0.9 ) colors...scikit-learn.org/stable/auto_examples/cluster/plot_mini_batch_kmeans.html -
make_low_rank_matrix — scikit-learn 1.6.1 docum...
n_samples = 100 , n_features = 100 , * , effective_rank = 10 , tail_strength...n_features = 25 , ... effective_rank = 5 , ... tail_strength = 0.01...scikit-learn.org/stable/modules/generated/sklearn.datasets.make_low_rank_matrix.html -
Plot Hierarchical Clustering Dendrogram — sciki...
distance_threshold = 0 , n_clusters = None ) model = model . fit (...current_count += 1 # leaf node else : current_count += counts [ child_idx...scikit-learn.org/stable/auto_examples/cluster/plot_agglomerative_dendrogram.html -
plot_multi_metric_evaluation.py
""" ========== Demonstration of multi-metric evaluation on cross_val_score...cross_val_score and GridSearchCV ========== Multiple metric parameter...scikit-learn.org/stable/_downloads/dedbcc9464f3269f4f012f4bfc7d16da/plot_multi_metric_evaluation.py -
Common pitfalls in the interpretation of coeffi...
data = coefs , orient = "h" , palette = "dark:k" , alpha = 0.5...data = coefs , orient = "h" , color = "cyan" , saturation = 0.5...scikit-learn.org/stable/auto_examples/inspection/plot_linear_model_coefficient_interpretation.html -
Plotting Cross-Validated Predictions — scikit-l...
y = load_diabetes ( return_X_y = True ) lr = LinearRegression...y_pred = cross_val_predict ( lr , X , y , cv = 10 ) Since cv=10 ,...scikit-learn.org/stable/auto_examples/model_selection/plot_cv_predict.html