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Compare Stochastic learning strategies for MLPC...
subplots ( 2 , 2 , figsize = ( 15 , 10 )) # load...0 , "learning_rate_init" : 0.2 , }, { "solver" : "sgd" , "learning_rate"...scikit-learn.org/stable/auto_examples/neural_networks/plot_mlp_training_curves.html -
Demonstration of k-means assumptions — scikit-l...
subplots ( nrows = 2 , ncols = 2 , figsize = ( 12 , 12 ))...plt . subplots ( nrows = 2 , ncols = 2 , figsize = ( 12 , 12 ))...scikit-learn.org/stable/auto_examples/cluster/plot_kmeans_assumptions.html -
check_X_y — scikit-learn 1.7.2 documentation
2 ], [ 3 , 4 ], [ 5 , 6 ]] >>> y = [ 1 , 2 , 3 ] >>>...array([[1, 2], [3, 4], [5, 6]]) >>> y array([1, 2, 3]) On this...scikit-learn.org/stable/modules/generated/sklearn.utils.check_X_y.html -
4. Metadata Routing — scikit-learn 1.7.2 docume...
2 , size = n_samples ) >>> my_groups...of its underlying objects. 4.1.2. Weighted scoring and unweighted...scikit-learn.org/stable/metadata_routing.html -
Plot the support vectors in LinearSVC — scikit-...
centers = 2 , random_state = 0 ) plt . figure...support_vector_indices ] plt . subplot ( 1 , 2 , i + 1 ) plt . scatter ( X [:,...scikit-learn.org/stable/auto_examples/svm/plot_linearsvc_support_vectors.html -
Features in Histogram Gradient Boosting Trees —...
showcasing all points except 2 and 6 in a real life setting...."recorded average" , linewidth = 2 , ax = ax ) for idx , max_iter...scikit-learn.org/stable/auto_examples/ensemble/plot_hgbt_regression.html -
Underfitting vs. Overfitting — scikit-learn 1.7...
ylim (( - 2 , 2 )) plt . legend ( loc = "best"...scikit-learn.org/stable/auto_examples/model_selection/plot_underfitting_overfitting.html -
Feature transformations with ensembles of trees...
max_depth 3 min_samples_split 2 min_samples_leaf 1 min_weight_fraction_leaf...= ax ) ax . set_xlim ( 0 , 0.2 ) ax . set_ylim ( 0.8 , 1 ) _...scikit-learn.org/stable/auto_examples/ensemble/plot_feature_transformation.html -
Demo of HDBSCAN clustering algorithm — scikit-l...
2 , 0.35 , 1.35 , 1.35 ], random_state...fig , axes = plt . subplots ( 2 , 1 , figsize = ( 10 , 8 )) params...scikit-learn.org/stable/auto_examples/cluster/plot_hdbscan.html -
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