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Manifold learning on handwritten digits: Locall...
shape [ 1 ] + 1 ] += 0.01 # Make X invertible else...plt . subplots ( nrows = 10 , ncols = 10 , figsize = ( 6 , 6 ))...scikit-learn.org/stable/auto_examples/manifold/plot_lle_digits.html -
Imputing missing values with variants of Iterat...
X_full = X_full [:: 10 ] y_full = y_full [:: 10 ] n_samples , n_features...max_depth = 10 , bootstrap = True , max_samples = 0.5 , n_jobs...scikit-learn.org/stable/auto_examples/impute/plot_iterative_imputer_variants_comparison.html -
Gaussian Mixture Model Ellipsoids — scikit-lear...
seed ( 0 ) C = np . array ([[ 0.0 , - 0.1 ], [ 1.7 , 0.4 ]]) X...v = 2.0 * np . sqrt ( 2.0 ) * np . sqrt ( v ) u = w [ 0 ] / linalg...scikit-learn.org/stable/auto_examples/mixture/plot_gmm.html -
HuberRegressor vs Ridge on dataset with strong ...
n_features = 1 , random_state = 0 , noise = 4.0 , bias = 100.0 ) # Add...) epsilon_values = [ 1 , 1.5 , 1.75 , 1.9 ] for k , epsilon in...scikit-learn.org/stable/auto_examples/linear_model/plot_huber_vs_ridge.html -
Inspection — scikit-learn 1.8.0 documentation
Examples related to the sklearn.inspection module. Common pitfalls in the interpretation of coefficients of linear models Failure of Machine Learning to infer causal effects Partial Dependence and ...scikit-learn.org/stable/auto_examples/inspection/index.html -
Neural Networks — scikit-learn 1.8.0 documentation
Examples concerning the sklearn.neural_network module. Compare Stochastic learning strategies for MLPClassifier Restricted Boltzmann Machine features for digit classification Varying regularization...scikit-learn.org/stable/auto_examples/neural_networks/index.html -
Manifold learning — scikit-learn 1.8.0 document...
Examples concerning the sklearn.manifold module. Comparison of Manifold Learning methods Manifold Learning methods on a severed sphere Manifold learning on handwritten digits: Locally Linear Embedd...scikit-learn.org/stable/auto_examples/manifold/index.html -
sklearn.frozen — scikit-learn 1.8.0 documentation
Skip to main content Back to top Ctrl + K GitHub Choose version sklearn.frozen # FrozenEstimator Estimator that wraps...scikit-learn.org/stable/api/sklearn.frozen.html -
Clustering text documents using k-means — sciki...
Rand-Index: 0.203 ± 0.017 Silhouette Coefficient: 0.007 ± 0.000 All those...clustering done in 0.02 ± 0.00 s Homogeneity: 0.398 ± 0.011 Completeness:...scikit-learn.org/stable/auto_examples/text/plot_document_clustering.html -
sklearn.multiclass — scikit-learn 1.8.0 documen...
Multiclass learning algorithms. one-vs-the-rest / one-vs-all, one-vs-one, error correcting output codes. The estimators provided in this module are meta-estimators: they require a base estimator to...scikit-learn.org/stable/api/sklearn.multiclass.html