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Comparison of Manifold Learning methods —...
An illustration of dimensionality reduction on the S-curve dataset with various manifold learning methods. For a discussion and comparison of these algorithms, see the manifold module page For a si...scikit-learn.org/stable/auto_examples/manifold/plot_compare_methods.html -
Comparing Linear Bayesian Regressors — sc...
This example compares two different bayesian regressors: an Automatic Relevance Determination - ARD, a Bayesian Ridge Regression. In the first part, we use an Ordinary Least Squares(OLS) model as a...scikit-learn.org/stable/auto_examples/linear_model/plot_ard.html -
OOB Errors for Random Forests — scikit-le...
The RandomForestClassifier is trained using bootstrap aggregation, where each new tree is fit from a bootstrap sample of the training observations z_i = (x_i, y_i). The out-of-bag(OOB) error is the...scikit-learn.org/stable/auto_examples/ensemble/plot_ensemble_oob.html -
Plot the support vectors in LinearSVC — s...
Unlike SVC (based on LIBSVM), LinearSVC (based on LIBLINEAR) does not provide the support vectors. This example demonstrates how to obtain the support vectors in LinearSVC. Total running time of th...scikit-learn.org/stable/auto_examples/svm/plot_linearsvc_support_vectors.html -
Approximate nearest neighbors in TSNE — s...
This example presents how to chain KNeighborsTransformer and TSNE in a pipeline. It also shows how to wrap the packages nmslib and pynndescent to replace KNeighborsTransformer and perform approxima...scikit-learn.org/stable/auto_examples/neighbors/approximate_nearest_neighbors.html -
Version 0.14 — scikit-learn 1.8.0 documen...
(for scikit-learn) to the documentation. See Choosing the right...users who try it out on tiny document collections. A value of at...scikit-learn.org/stable/whats_new/v0.14.html -
Permutation Importance vs Random Forest Feature...
Documentation for Pipeline i Fitted Parameters...preprocess: ColumnTransformer ? Documentation for preprocess: ColumnTransformer...scikit-learn.org/stable/auto_examples/inspection/plot_permutation_importance.html -
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 -
Online learning of a dictionary of parts of fac...
This example uses a large dataset of faces to learn a set of 20 x 20 images patches that constitute faces. From the programming standpoint, it is interesting because it shows how to use the online ...scikit-learn.org/stable/auto_examples/cluster/plot_dict_face_patches.html