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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 -
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 -
pairwise_distances — scikit-learn 1.5.0 documen...
scikit-learn: [‘cityblock’, ‘cosine’, ‘euclidean’, ‘l1’, ‘l2’, ‘manhattan’]....‘dice’, ‘hamming’, ‘jaccard’, ‘kulsinski’, ‘mahalanobis’, ‘minkowski’,...scikit-learn.org/stable/modules/generated/sklearn.metrics.pairwise_distances.html -
compute_optics_graph — scikit-learn 1.5.0 docum...
scikit-learn: [‘cityblock’, ‘cosine’, ‘euclidean’, ‘l1’, ‘l2’, ‘manhattan’]...‘chebyshev’, ‘correlation’, ‘dice’, ‘hamming’, ‘jaccard’, ‘kulsinski’,...scikit-learn.org/stable/modules/generated/sklearn.cluster.compute_optics_graph.html -
6.3. Preprocessing data — scikit-learn 1.5.0 do...
= [[ 'male' , 'from US' , 'uses Safari' ], [ 'female' , 'from...= [[ 'male' , 'from US' , 'uses Safari' ], [ 'female' , 'from...scikit-learn.org/stable/modules/preprocessing.html -
6.2. Feature extraction — scikit-learn 1.5.0 do...
() array([' w', 'ds', 'or', 'pr', 'rd', 's ', 'wo', 'wp'], ...)...array(['and', 'document', 'first', 'is', 'one', 'second', 'the',...scikit-learn.org/stable/modules/feature_extraction.html -
ParameterGrid — scikit-learn 1.5.0 documentation
= [{ 'kernel' : [ 'linear' ]}, { 'kernel' : [ 'rbf' ], 'gamma'...'kernel' : 'linear' }, ... { 'kernel' : 'rbf' , 'gamma' : 1 },...scikit-learn.org/stable/modules/generated/sklearn.model_selection.ParameterGrid.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 -
BayesianGaussianMixture — scikit-learn 1.5.0 do...
covariance_type {‘full’, ‘tied’, ‘diag’, ‘spherical’}, default=’full’ String...init_params {‘kmeans’, ‘k-means++’, ‘random’, ‘random_from_data’}, default=’kmeans’...scikit-learn.org/stable/modules/generated/sklearn.mixture.BayesianGaussianMixture.html