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Developer’s Guide — scikit-learn 1.7.dev0 docum...
Contributing- Ways to contribute, Automated Contributions Policy, Submitting a bug report or a feature request- How to make a good bug report., Contributing code- Video resources, How to contribute...scikit-learn.org/dev/developers/index.html -
Gaussian Process for Machine Learning — scikit-...
Examples concerning the sklearn.gaussian_process module. Ability of Gaussian process regression (GPR) to estimate data noise-level Comparison of kernel ridge and Gaussian process regression Forecas...scikit-learn.org/stable/auto_examples/gaussian_process/index.html -
Feature transformations with ensembles of trees...
feature values for these leaves to 1 and the other feature values to..., 0.2 ) ax . set_ylim ( 0.8 , 1 ) _ = ax . set_title ( "ROC curve...scikit-learn.org/stable/auto_examples/ensemble/plot_feature_transformation.html -
mean_squared_log_error — scikit-learn 1.7.dev0 ...
1 ], [ 1 , 2 ], [ 7 , 6 ]] >>> y_pred...y_pred = [[ 0.5 , 2 ], [ 1 , 2.5 ], [ 8 , 8 ]] >>> mean_squared_log_error...scikit-learn.org/dev/modules/generated/sklearn.metrics.mean_squared_log_error.html -
Permutation Importance with Multicollinear or C...
subplots ( 1 , 2 , figsize = ( 12 , 8 )) mdi_importances...ax1 , ax2 ) = plt . subplots ( 1 , 2 , figsize = ( 12 , 8 )) corr...scikit-learn.org/stable/auto_examples/inspection/plot_permutation_importance_multicollinear.html -
Ledoit-Wolf vs OAS estimation — scikit-learn 1....
covariance matrix (AR(1) process) r = 0.1 real_cov = toeplitz (...plot MSE plt . subplot ( 2 , 1 , 1 ) plt . errorbar ( n_samples_range...scikit-learn.org/stable/auto_examples/covariance/plot_lw_vs_oas.html -
Effect of varying threshold for self-training —...
mean ( axis = 1 ), yerr = scores . std ( axis = 1 ), capsize =...( axis = 1 ), yerr = amount_labeled . std ( axis = 1 ), capsize...scikit-learn.org/stable/auto_examples/semi_supervised/plot_self_training_varying_threshold.html -
l1_min_c — scikit-learn 1.6.0 documentation
intercept_scaling = 1.0 ) [source] # Return the lowest...intercept_scaling float, default=1.0 When fit_intercept is True,...scikit-learn.org/stable/modules/generated/sklearn.svm.l1_min_c.html -
2.8. Density Estimation — scikit-learn 1.6.0 do...
([[ - 1 , - 1 ], [ - 2 , - 1 ], [ - 3 , - 2 ], [ 1 , 1 ], [ 2...\(x_i; i=1\cdots N\) is given by: \[\rho_K(y) = \sum_{i=1}^{N} K(y...scikit-learn.org/stable/modules/density.html -
A demo of the mean-shift clustering algorithm —...
centers = [[ 1 , 1 ], [ - 1 , - 1 ], [ 1 , - 1 ]] X , _ = make_blobs...matplotlib.pyplot as plt plt . figure ( 1 ) plt . clf () colors = [ "#dede00"...scikit-learn.org/stable/auto_examples/cluster/plot_mean_shift.html