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OneHotEncoder — scikit-learn 1.7.2 documentation
handle_unknown {‘error’, ‘ignore’, ‘infrequent_if_exist’, ‘warn’}, default=’error’...feature + "_" + str(category) .E.g. feature X with values 1, 6, 7...scikit-learn.org/stable/modules/generated/sklearn.preprocessing.OneHotEncoder.html -
RandomTreesEmbedding — scikit-learn 1.7.2 docum...
[[ 0 , 0 ], [ 1 , 0 ], [ 0 , 1 ], [ - 1 , 0 ], [ 0 , - 1 ]] >>>...3-42, 2006. [ 2 ] Moosmann, F. and Triggs, B. and Jurie, F. “Fast...scikit-learn.org/stable/modules/generated/sklearn.ensemble.RandomTreesEmbedding.html -
HashingVectorizer — scikit-learn 1.7.2 document...
ngram_range=(1 , 1) , analyzer='word' , n_features=1048576 , binary=False...input='content' , encoding='utf-8' , decode_error='strict' , strip_accents=None...scikit-learn.org/stable/modules/generated/sklearn.feature_extraction.text.HashingVectorizer.html -
make_classification — scikit-learn 1.7.2 docume...
[np.int64(0), np.int64(0), np.int64(1), np.int64(1), np.int64(0)].... shape (100, 20) >>> y . shape (100,) >>> list ( y [: 5 ]) [np.int64(0),...scikit-learn.org/stable/modules/generated/sklearn.datasets.make_classification.html -
available_if — scikit-learn 1.7.2 documentation
HelloIfEven : ... def __init__ ( self , x ): ... self . x = x ... ... def..._x_is_even ( self ): ... return self . x % 2 == 0 ... ... @available_if...scikit-learn.org/stable/modules/generated/sklearn.utils.metaestimators.available_if.html -
quantile_transform — scikit-learn 1.7.2 documen...
normal ( loc = 0.5 , scale = 0.25 , size = ( 25 , 1 )), axis =...random_state = 0 , copy = True ) array([...]) Gallery examples # Effect...scikit-learn.org/stable/modules/generated/sklearn.preprocessing.quantile_transform.html -
OneVsRestClassifier — scikit-learn 1.7.2 docume...
. [ 8 , 10 ], ... [ - 5 , 5.5 ], ... [ - 5.4 , 5.5 ], ... [ -...- 20 , - 20 ], ... [ - 15 , - 20 ] ... ]) >>> y = np . array...scikit-learn.org/stable/modules/generated/sklearn.multiclass.OneVsRestClassifier.html -
TunedThresholdClassifierCV — scikit-learn 1.7.2...
= [ 0.9 , 0.1 ], class_sep = 0.8 , random_state = 42 ... ) >>>...object (e.g., function) with signature scorer(estimator, X, y) ....scikit-learn.org/stable/modules/generated/sklearn.model_selection.TunedThresholdClassifierCV.html -
DecisionBoundaryDisplay — scikit-learn 1.7.2 do...
max ()), ... np . linspace ( iris . data [:, 1 ] . min (), iris...iris . data [:, 1 ] . max ()) ... ) >>> grid = np . vstack ([ feature_1...scikit-learn.org/stable/modules/generated/sklearn.inspection.DecisionBoundaryDisplay.html -
plot_classifier_comparison.rst.txt
KNeighborsClassifier(3), SVC(kernel="linear", C=0.025, random_state=42), SVC(gamma=2,...Process", "Decision Tree", "Random Forest", "Neural Net", "AdaBoost",...scikit-learn.org/stable/_sources/auto_examples/classification/plot_classifier_comparison.rst.txt