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Principal Component Regression vs Partial Least...
mean = [ 0 , 0 ], cov = cov , size = n_samples ) pca = PCA ( n_components...label = f "Component { i } " , linewidth = 5 , color = f "C {...scikit-learn.org/stable/auto_examples/cross_decomposition/plot_pcr_vs_pls.html -
GroupShuffleSplit — scikit-learn 1.7.1 document...
splits=2, random_state=42, test_size=None, train_size=0.7) >>>...n_splits = 5 , * , test_size = None , train_size = None , random_state...scikit-learn.org/stable/modules/generated/sklearn.model_selection.GroupShuffleSplit.html -
SGD: Weighted samples — scikit-learn 1.7.1 docu...
c = y , s = sample_weight , alpha = 0.9 , cmap = plt . cm...alpha = 0.01 , max_iter = 100 ) clf . fit ( X , y ) Z = clf ....scikit-learn.org/stable/auto_examples/linear_model/plot_sgd_weighted_samples.html -
export_graphviz — scikit-learn 1.7.1 documentation
out_file = None , * , max_depth = None , feature_names = None ,..., class_names = None , label = 'all' , filled = False , leaves_parallel...scikit-learn.org/stable/modules/generated/sklearn.tree.export_graphviz.html -
SVM Tie Breaking Example — scikit-learn 1.7.1 d...
()): svm = SVC ( kernel = "linear" , C = 1 , break_ties = break_ties...SVC X , y = make_blobs ( random_state = 27 ) fig , sub = plt . subplots...scikit-learn.org/stable/auto_examples/svm/plot_svm_tie_breaking.html -
Sparse inverse covariance estimation — scikit-l...
cov /= d cov /= d [:, np . newaxis ] prec *= d prec *= d [:,..., size = n_samples ) X -= X . mean ( axis = 0 ) X /= X . std...scikit-learn.org/stable/auto_examples/covariance/plot_sparse_cov.html -
SVM-Anova: SVM with univariate feature selectio...
score_means = list () score_stds = list () percentiles = ( 1 , 3...import load_iris X , y = load_iris ( return_X_y = True ) # Add non-informative...scikit-learn.org/stable/auto_examples/svm/plot_svm_anova.html -
8.4. Loading other datasets — scikit-learn 1.7....
mice = fetch_openml ( name = 'miceprotein' , version = 4 ) To...iris_version_3 = fetch_openml ( name = "iris" , version = 3 ) >>> iris_version_3...scikit-learn.org/stable/datasets/loading_other_datasets.html -
OneVsRestClassifier — scikit-learn 1.7.1 docume...
n_jobs = None , verbose = 0 ) [source] # One-vs-the-rest...binary (0/1) matrix, where [i, j] == 1 indicates the presence of label...scikit-learn.org/stable/modules/generated/sklearn.multiclass.OneVsRestClassifier.html -
lars_path_gram — scikit-learn 1.7.1 documentation
max_iter = 500 , alpha_min = 0 , method = 'lar' , copy_X = True ,..., verbose = 0 , return_path = True , return_n_iter = False , positive...scikit-learn.org/stable/modules/generated/sklearn.linear_model.lars_path_gram.html