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Permutation Importance with Multicollinear or C...
n_jobs = 2 ) perm_sorted_idx = result . importances_mean...score ( X_test , y_test ) : .2 } " ) Baseline accuracy on test...scikit-learn.org/stable/auto_examples/inspection/plot_permutation_importance_multicollinear.html -
Column Transformer with Heterogeneous Data Sour...
We will only use posts from 2 categories to speed up running...empty ( shape = ( len ( posts ), 2 ), dtype = object ) for i , text...scikit-learn.org/stable/auto_examples/compose/plot_column_transformer.html -
Linear and Quadratic Discriminant Analysis with...
[ 2.5 , 0.7 ]]) * 2.0 cov_class_2 = cov_class_1 ....n_features = 2 , cov_class_1 = covariance , cov_class_2 = covariance...scikit-learn.org/stable/auto_examples/classification/plot_lda_qda.html -
nan_euclidean_distances — scikit-learn 1.7.2 do...
is: \[\sqrt{\frac{4}{2}((3-1)^2 + (6-5)^2)}\] If all the coordinates...scikit-learn.org/stable/modules/generated/sklearn.metrics.pairwise.nan_euclidean_distances.html -
Label Propagation digits: Active learning — sci...
0 24 0] [ 0 0 0 0 2 1 0 2 2 27]] Iteration 2 __________ Label...0 0 0 0 0 25 0] [ 0 0 0 0 2 1 0 2 2 27]] Iteration 1 __________...scikit-learn.org/stable/auto_examples/semi_supervised/plot_label_propagation_digits_active_learni... -
Effect of transforming the targets in regressio...
subplots ( 2 , 2 , sharey = "row" , figsize =...ax1 ) = plt . subplots ( 1 , 2 ) ax0 . hist ( y , bins = 100...scikit-learn.org/stable/auto_examples/compose/plot_transformed_target.html -
Robust covariance estimation and Mahalanobis di...
standard deviation equal to 2 and feature 2 has a standard deviation...n_features = 2 # generate Gaussian data of shape (125, 2) gen_cov...scikit-learn.org/stable/auto_examples/covariance/plot_mahalanobis_distances.html -
Version 0.23 — scikit-learn 1.7.2 documentation
2 # Changed models # The following...by avoiding slower BLAS Level 2 calls on small arrays #17021 by...scikit-learn.org/stable/whats_new/v0.23.html -
1.11. Ensembles: Gradient boosting, random fore...
make_hastie_10_2 >>> X , y = make_hastie_10_2 ( random_state...x_1' \implies F(x_1, x_2) \leq F(x_1', x_2)\] a monotonic decrease...scikit-learn.org/stable/modules/ensemble.html -
Gradient Boosting Out-of-Bag estimates — scikit...
staged_predict_proba ( X_test )): score [ i ] = 2 * log_loss ( y_test , y_proba...scikit-learn.org/stable/auto_examples/ensemble/plot_gradient_boosting_oob.html