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Non-negative least squares — scikit-learn 1.7.2...
In this example, we fit a linear model with positive constraints on the regression coefficients and compare the estimated coefficients to a classic linear regression. Generate some random data Spli...scikit-learn.org/stable/auto_examples/linear_model/plot_nnls.html -
sklearn.linear_model — scikit-learn 1.7.2 docum...
A variety of linear models. User guide. See the Linear Models section for further details. The following subsections are only rough guidelines: the same estimator can fall into multiple categories,...scikit-learn.org/stable/api/sklearn.linear_model.html -
clear_data_home — scikit-learn 1.7.2 documentation
Skip to main content Back to top Ctrl + K GitHub Choose version clear_data_home # sklearn.datasets. clear_data_home (...scikit-learn.org/stable/modules/generated/sklearn.datasets.clear_data_home.html -
sklearn.cross_decomposition — scikit-learn 1.7....
Algorithms for cross decomposition. User guide. See the Cross decomposition section for further details.scikit-learn.org/stable/api/sklearn.cross_decomposition.html -
Product — scikit-learn 1.7.2 documentation
takes two kernels \(k_1\) and \(k_2\) and combines them via \[k_{prod}(X,...\[k_{prod}(X, Y) = k_1(X, Y) * k_2(X, Y)\] Note that the __mul__ magic...scikit-learn.org/stable/modules/generated/sklearn.gaussian_process.kernels.Product.html -
API Reference — scikit-learn 1.7.2 documentation
make_friedman2 Generate the “Friedman #2” regression problem. sklearn.datasets...sklearn.datasets make_hastie_10_2 Generate data for binary classification...scikit-learn.org/stable/api/index.html -
Single estimator versus bagging: bias-variance ...
- ( x ** 2 )) + 1.5 * np . exp ( - (( x - 2 ) ** 2 )) def generate...{0} : {1:.4f} (error) = {2:.4f} (bias^2) " " + {3:.4f} (var) +...scikit-learn.org/stable/auto_examples/ensemble/plot_bias_variance.html -
trustworthiness — scikit-learn 1.7.2 documentation
defined as \[T(k) = 1 - \frac{2}{nk (2n - 3k - 1)} \sum^n_{i=1}...Should be fewer than n_samples / 2 to ensure the trustworthiness...scikit-learn.org/stable/modules/generated/sklearn.manifold.trustworthiness.html -
Permutation Importance with Multicollinear or C...
n_jobs = 2 ) perm_sorted_idx = result . importances_mean...score ( X_test , y_test ) : .2 } " ) Baseline accuracy on test...scikit-learn.org/stable/auto_examples/inspection/plot_permutation_importance_multicollinear.html -
Column Transformer with Heterogeneous Data Sour...
We will only use posts from 2 categories to speed up running...empty ( shape = ( len ( posts ), 2 ), dtype = object ) for i , text...scikit-learn.org/stable/auto_examples/compose/plot_column_transformer.html