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Species distribution modeling — scikit-learn 1....
subplot ( 1 , 2 , i + 1 ) if basemap : print ( "...Returns ------- (xgrid, ygrid) : 1-D arrays The grid corresponding...scikit-learn.org/stable/auto_examples/applications/plot_species_distribution_modeling.html -
smacof — scikit-learn 1.7.2 documentation
n_iter will change from 8 to 1 in version 1.9. n_jobs int, default=None...means 1 unless in a joblib.parallel_backend context. -1 means...scikit-learn.org/stable/modules/generated/sklearn.manifold.smacof.html -
Kernel Density Estimation — scikit-learn 1.7.2 ...
logspace ( - 1 , 1 , 20 )} grid = GridSearchCV...new_data . reshape (( 4 , 11 , - 1 )) real_data = digits . data [:...scikit-learn.org/stable/auto_examples/neighbors/plot_digits_kde_sampling.html -
load_diabetes — scikit-learn 1.7.2 documentation
Added in version 1.1. Returns : data Bunch Dictionary-like...scikit-learn 1.2 Release Highlights for scikit-learn 1.2 On this...scikit-learn.org/stable/modules/generated/sklearn.datasets.load_diabetes.html -
RegressorChain — scikit-learn 1.7.2 documentation
= [[ 1 , 0 ], [ 0 , 1 ], [ 1 , 1 ]], [[ 0 , 2 ], [ 1 , 1 ], [...order = [ 0 , 1 , 2 , ... , Y . shape [ 1 ] - 1 ] The order of...scikit-learn.org/stable/modules/generated/sklearn.multioutput.RegressorChain.html -
Univariate Feature Selection — scikit-learn 1.7...
shape [ - 1 ]) plt . figure ( 1 ) plt . clf () plt ....RandomState ( 42 ) . uniform ( 0 , 0.1 , size = ( X . shape [ 0 ], 20...scikit-learn.org/stable/auto_examples/feature_selection/plot_feature_selection.html -
SparseRandomProjection — scikit-learn 1.7.2 doc...
with probability 1 / 2s 0 with probability 1 - 1 / s +sqrt(s) /...Added in version 1.1. density_ float in range 0.0 - 1.0 Concrete density...scikit-learn.org/stable/modules/generated/sklearn.random_projection.SparseRandomProjection.html -
SVM with custom kernel — scikit-learn 1.7.2 doc...
T (0 1) """ M = np . array ([[ 2 , 0 ], [ 0 , 1.0 ]]) return.... scatter ( X [:, 0 ], X [:, 1 ], c = Y , cmap = plt . cm . Paired...scikit-learn.org/stable/auto_examples/svm/plot_custom_kernel.html -
clone — scikit-learn 1.7.2 documentation
>>> X = [[ - 1 , 0 ], [ 0 , 1 ], [ 0 , - 1 ], [ 1 , 0 ]] >>> y...y = [ 0 , 0 , 1 , 1 ] >>> classifier = LogisticRegression ()...scikit-learn.org/stable/modules/generated/sklearn.base.clone.html -
3.3. Tuning the decision threshold for class pr...
1, 1]) While these hard-coded rules...case an insurance company). 3.3.1.1. Options to tune the decision...scikit-learn.org/stable/modules/classification_threshold.html