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13. Choosing the right estimator — scikit-learn...
number of... NO NO <10K samples <10K... <10K samples <10K... NO NO...NEXT TRY... TRY NEXT TRY... TRY NEXT TRY... TRY NEXT TRY... TRY NEXT...scikit-learn.org/stable/machine_learning_map.html -
8.1. Toy datasets — scikit-learn 1.7.2 document...
Intelligence, Vol. PAMI-2, No. 1, 67-71. Gates, G.W. (1972) “The Reduced...length: 4.3 7.9 5.84 0.83 0.7826 sepal width: 2.0 4.4 3.05 0.43 -0.4194...scikit-learn.org/stable/datasets/toy_dataset.html -
Monotonic Constraints — scikit-learn 1.7.2 docu...
sin ( 10 * np . pi * f_0 ) - 5 * f_1 - np . cos ( 10 * np . pi.... c_ [ f_0 , f_1 ] noise = rng . normal ( loc = 0.0 , scale =...scikit-learn.org/stable/auto_examples/ensemble/plot_monotonic_constraints.html -
Gaussian processes on discrete data structures ...
**- 0.5 ))) plt . xticks ( np . arange ( len ( X )), X ) plt...( np . diag ( D **- 0.5 ) . dot ( K ) . dot ( np . diag ( D **-...scikit-learn.org/stable/auto_examples/gaussian_process/plot_gpr_on_structured_data.html -
Gradient Boosting regression — scikit-learn 1.7...
plt . subplot ( 1 , 1 , 1 ) plt . title ( "Deviance" ) plt . plot..."min_samples_split" : 5 , "learning_rate" : 0.01 , "loss" : "squared_error"...scikit-learn.org/stable/auto_examples/ensemble/plot_gradient_boosting_regression.html -
__sklearn_is_fitted__ as Developer API — scikit...
value. """ return hasattr ( self , "_is_fitted" ) and self . _is_fitted...self , X , y ): """ Fit the estimator to the training data. """...scikit-learn.org/stable/auto_examples/developing_estimators/sklearn_is_fitted.html -
Faces dataset decompositions — scikit-learn 1.7...
( 2.0 * n_col , 2.3 * n_row ), facecolor = "white" , constrained_layout...h_pad = 0.02 , hspace = 0 , wspace = 0 ) fig . set_edgecolor ( "black"...scikit-learn.org/stable/auto_examples/decomposition/plot_faces_decomposition.html -
Comparing different hierarchical linkage method...
= 170 ) transformation = [[ 0.6 , - 0.6 ], [ - 0.4 , 0.8 ]] X_aniso...* 1.3 + 2 , 14.5 )) plt . subplots_adjust ( left = 0.02 , right...scikit-learn.org/stable/auto_examples/cluster/plot_linkage_comparison.html -
Release Highlights for scikit-learn 1.1 — sciki...
StandardScaler())]), ['age', 'fare']), ('cat', OneHotEncoder(handle_unknown='ignore',...SimpleImputer(strategy='median')), ('standardscaler', StandardScaler())]),...scikit-learn.org/stable/auto_examples/release_highlights/plot_release_highlights_1_1_0.html -
Nested versus non-nested cross-validation — sci...
= { "C" : [ 1 , 10 , 100 ], "gamma" : [ 0.01 , 0.1 ]} # We will...bbox_to_anchor = ( 0 , 0.4 , 0.5 , 0 ), ) plt . title ( "Non-Nested and...scikit-learn.org/stable/auto_examples/model_selection/plot_nested_cross_validation_iris.html