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Evaluation of outlier detection estimators — sc...
constraints of the scikit-learn documentation, the sample size of some...refer to their respective documentation for more details. Note that...scikit-learn.org/stable/auto_examples/miscellaneous/plot_outlier_detection_bench.html -
Comparing Target Encoder with Other Encoders — ...
Documentation for Pipeline i Not fitted...columntransformer: ColumnTransformer ? Documentation for columntransformer: ColumnTransformer...scikit-learn.org/stable/auto_examples/preprocessing/plot_target_encoder.html -
Selecting dimensionality reduction with Pipelin...
Documentation for GridSearchCV i Fitted...Pipeline MinMaxScaler ? Documentation for MinMaxScaler Parameters...scikit-learn.org/stable/auto_examples/compose/plot_compare_reduction.html -
ConfusionMatrixDisplay — scikit-learn 1.8.0 doc...
performance Classification of text documents using sparse features Classification...Classification of text documents using sparse features On this page...scikit-learn.org/stable/modules/generated/sklearn.metrics.ConfusionMatrixDisplay.html -
Understanding the decision tree structure — sci...
Documentation for DecisionTreeClassifi...DecisionTreeClassifi ? Documentation for DecisionTreeClassifi...scikit-learn.org/stable/auto_examples/tree/plot_unveil_tree_structure.html -
RadiusNeighborsClassifier — scikit-learn 1.8.0 ...
See the documentation of scipy.spatial.distance...Neighbors in the online documentation for a discussion of the...scikit-learn.org/stable/modules/generated/sklearn.neighbors.RadiusNeighborsClassifier.html -
Principal Component Analysis (PCA) on Iris Data...
This example shows a well known decomposition technique known as Principal Component Analysis (PCA) on the Iris dataset. This dataset is made of 4 features: sepal length, sepal width, petal length,...scikit-learn.org/stable/auto_examples/decomposition/plot_pca_iris.html -
Probabilistic predictions with Gaussian process...
This example illustrates the predicted probability of GPC for an RBF kernel with different choices of the hyperparameters. The first figure shows the predicted probability of GPC with arbitrarily c...scikit-learn.org/stable/auto_examples/gaussian_process/plot_gpc.html -
Imputing missing values before building an esti...
Missing values can be replaced by the mean, the median or the most frequent value using the basic SimpleImputer. In this example we will investigate different imputation techniques: imputation by t...scikit-learn.org/stable/auto_examples/impute/plot_missing_values.html -
Plotting Learning Curves and Checking Models’ S...
In this example, we show how to use the class LearningCurveDisplay to easily plot learning curves. In addition, we give an interpretation to the learning curves obtained for a naive Bayes and SVM c...scikit-learn.org/stable/auto_examples/model_selection/plot_learning_curve.html