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Demo of OPTICS clustering algorithm — scikit-le...
Finds core samples of high density and expands clusters from them. This example uses data that is generated so that the clusters have different densities. The OPTICS is first used with its Xi clust...scikit-learn.org/stable/auto_examples/cluster/plot_optics.html -
parametrize_with_checks — scikit-learn 1.6.1 do...
Gallery examples: Release Highlights for scikit-learn 1.6 Release Highlights for scikit-learn 0.22scikit-learn.org/stable/modules/generated/sklearn.utils.estimator_checks.parametrize_with_checks.... -
2. Unsupervised learning — scikit-learn 1.6.1 d...
Gaussian mixture models- Gaussian Mixture, Variational Bayesian Gaussian Mixture., Manifold learning- Introduction, Isomap, Locally Linear Embedding, Modified Locally Linear Embedding, Hessian Eige...scikit-learn.org/stable/unsupervised_learning.html -
Tweedie regression on insurance claims — scikit...
This example illustrates the use of Poisson, Gamma and Tweedie regression on the French Motor Third-Party Liability Claims dataset, and is inspired by an R tutorial 1. In this dataset, each sample ...scikit-learn.org/stable/auto_examples/linear_model/plot_tweedie_regression_insurance_claims.html -
Robust linear estimator fitting — scikit-learn ...
Here a sine function is fit with a polynomial of order 3, for values close to zero. Robust fitting is demonstrated in different situations: No measurement errors, only modelling errors (fitting a s...scikit-learn.org/stable/auto_examples/linear_model/plot_robust_fit.html -
Agglomerative clustering with and without struc...
This example shows the effect of imposing a connectivity graph to capture local structure in the data. The graph is simply the graph of 20 nearest neighbors. There are two advantages of imposing a ...scikit-learn.org/stable/auto_examples/cluster/plot_agglomerative_clustering.html -
is_outlier_detector — scikit-learn 1.6.1 docume...
Skip to main content Back to top Ctrl + K GitHub Choose version is_outlier_detector # sklearn.base. is_outlier_detect...scikit-learn.org/stable/modules/generated/sklearn.base.is_outlier_detector.html -
fetch_20newsgroups_vectorized — scikit-learn 1....
normalizes each document’s feature vector to unit norm...scikit-learn.org/stable/modules/generated/sklearn.datasets.fetch_20newsgroups_vectorized.html -
Post-tuning the decision threshold for cost-sen...
Documentation for HistGradientBoosting...TunedThresholdClassi ? Documentation for TunedThresholdClassi...scikit-learn.org/stable/auto_examples/model_selection/plot_cost_sensitive_learning.html -
Partial Dependence and Individual Conditional E...
Documentation for ColumnTransformer i...'windspeed'] QuantileTransformer ? Documentation for QuantileTransformer...scikit-learn.org/stable/auto_examples/inspection/plot_partial_dependence.html