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Segmenting the picture of greek coins in region...
This example uses Spectral clustering on a graph created from voxel-to-voxel difference on an image to break this image into multiple partly-homogeneous regions. This procedure (spectral clustering...scikit-learn.org/stable/auto_examples/cluster/plot_coin_segmentation.html -
Gradient Boosting Out-of-Bag estimates — ...
Out-of-bag (OOB) estimates can be a useful heuristic to estimate the “optimal” number of boosting iterations. OOB estimates are almost identical to cross-validation estimates but they can be comput...scikit-learn.org/stable/auto_examples/ensemble/plot_gradient_boosting_oob.html -
Multiclass Receiver Operating Characteristic (R...
This example describes the use of the Receiver Operating Characteristic (ROC) metric to evaluate the quality of multiclass classifiers. ROC curves typically feature true positive rate (TPR) on the ...scikit-learn.org/stable/auto_examples/model_selection/plot_roc.html -
Scalable learning with polynomial kernel approx...
This example illustrates the use of PolynomialCountSketch to efficiently generate polynomial kernel feature-space approximations. This is used to train linear classifiers that approximate the accur...scikit-learn.org/stable/auto_examples/kernel_approximation/plot_scalable_poly_kernels.html -
Target Encoder’s Internal Cross fitting —...
The TargetEncoder replaces each category of a categorical feature with the shrunk mean of the target variable for that category. This method is useful in cases where there is a strong relationship ...scikit-learn.org/stable/auto_examples/preprocessing/plot_target_encoder_cross_val.html -
Release Highlights for scikit-learn 1.7 —...
Documentation for Pipeline i Not fitted...False StandardScaler ? Documentation for StandardScaler Parameters...scikit-learn.org/stable/auto_examples/release_highlights/plot_release_highlights_1_7_0.html -
Sample pipeline for text feature extraction and...
cached and reused for the document classification example. In...the Classification of text documents using sparse features notebook....scikit-learn.org/stable/auto_examples/model_selection/plot_grid_search_text_feature_extraction.html -
Demonstration of k-means assumptions — sc...
the example Clustering text documents using k-means ). In the case...scikit-learn.org/stable/auto_examples/cluster/plot_kmeans_assumptions.html -
Scaling the regularization parameter for SVCs &...
the limitations on the documentation builder. Total running time...scikit-learn.org/stable/auto_examples/svm/plot_svm_scale_c.html -
9.3. Parallelism, resource management, and conf...
n_jobs is currently poorly documented. Please help us by improving...explained by this piece of documentation . 9.3.1.3. Parallel NumPy...scikit-learn.org/stable/computing/parallelism.html