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sklearn.utils.parallel_backend — scikit-learn 1...
‘threading’: single-host, thread-based parallelism, ‘multiprocessing’:...following backends are available: ‘loky’: single-host, process-based...scikit-learn.org/stable/modules/generated/sklearn.utils.parallel_backend.html -
sklearn.linear_model.lars_path_gram — scikit-le...
method {‘lar’, ‘lasso’}, default=’lar’ Specifies the returned...model. Select 'lar' for Least Angle Regression, 'lasso' for the Lasso....scikit-learn.org/stable/modules/generated/sklearn.linear_model.lars_path_gram.html -
sklearn.feature_extraction.FeatureHasher — scik...
default=’dict’ Choose a string from {‘dict’, ‘pair’, ‘string’}. Either...D = [{ 'dog' : 1 , 'cat' : 2 , 'elephant' : 4 },{ 'dog' : 2 ,...scikit-learn.org/stable/modules/generated/sklearn.feature_extraction.FeatureHasher.html -
Custom refit strategy of a grid search with cro...
'kernel': ['rbf']}, {'C': [1, 10, 100, 1000], 'kernel': ['linear']}],...'kernel': ['rbf']}, {'C': [1, 10, 100, 1000], 'kernel': ['linear']}],...scikit-learn.org/stable/auto_examples/model_selection/plot_grid_search_digits.html -
Permutation Importance vs Random Forest Feature...
['age', 'sibsp', 'parch', 'fare', 'random_num'])], verbose_featur...['age', 'sibsp', 'parch', 'fare', 'random_num'])], verbose_featur...scikit-learn.org/stable/auto_examples/inspection/plot_permutation_importance.html -
Displaying estimators and complex pipelines — s...
('feat0', 'feat2'))]) pipeline-1 ('feat1', 'feat3') SimpleImputer...('feat1', 'feat3')), ('pipeline-2', Pipeline(steps=[('simpleimputer',...scikit-learn.org/stable/auto_examples/miscellaneous/plot_estimator_representation.html -
sklearn.impute.KNNImputer — scikit-learn 1.4.2 ...
weights {‘uniform’, ‘distance’} or callable, default=’uniform’ Weight..., weights = 'uniform' , metric = 'nan_euclidean' , copy = True...scikit-learn.org/stable/modules/generated/sklearn.impute.KNNImputer.html -
sklearn.compose.ColumnTransformer — scikit-lear...
remainder {‘drop’, ‘passthrough’} or estimator, default=’drop’ By default,...search. transformer {‘drop’, ‘passthrough’} or estimator Estimator...scikit-learn.org/stable/modules/generated/sklearn.compose.ColumnTransformer.html -
sklearn.neural_network.MLPRegressor — scikit-le...
activation {‘identity’, ‘logistic’, ‘tanh’, ‘relu’}, default=’relu’...x) solver {‘lbfgs’, ‘sgd’, ‘adam’}, default=’adam’ The solver...scikit-learn.org/stable/modules/generated/sklearn.neural_network.MLPRegressor.html -
Visualizing the stock market structure — scikit...
history for 'AAPL' Fetching quote history for 'AIG' Fetching quote...history for 'AMZN' Fetching quote history for 'AXP' Fetching quote...scikit-learn.org/stable/auto_examples/applications/plot_stock_market.html