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SVM: Maximum margin separating hyperplane — sci...
levels = [ - 1 , 0 , 1 ], alpha = 0.5 , linestyles...support_vectors_ [:, 1 ], s = 100 , linewidth = 1 , facecolors = "none"...scikit-learn.org/stable/auto_examples/svm/plot_separating_hyperplane.html -
HuberRegressor vs Ridge on dataset with strong ...
) epsilon_values = [ 1 , 1.5 , 1.75 , 1.9 ] for k , epsilon in...n_samples = 20 , n_features = 1 , random_state = 0 , noise = 4.0...scikit-learn.org/stable/auto_examples/linear_model/plot_huber_vs_ridge.html -
Partial Dependence and Individual Conditional E...
rstride = 1 , cstride = 1 , cmap = plt . cm . BuPu...scikit-learn 1.2 Release Highlights for scikit-learn 1.2 Gallery...scikit-learn.org/stable/auto_examples/inspection/plot_partial_dependence.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 -
3.3. Tuning the decision threshold for class pr...
1, 1]) While these hard-coded rules...case an insurance company). 3.3.1.1. Options to tune the decision...scikit-learn.org/stable/modules/classification_threshold.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 -
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 -
Lasso on dense and sparse data — scikit-learn 1...
coo_matrix ( X ) alpha = 1 sparse_lasso = Lasso ( alpha =...Distance between coefficients : 1.01e-13 Comparing the two Lasso...scikit-learn.org/stable/auto_examples/linear_model/plot_lasso_dense_vs_sparse_data.html -
9. Computing with scikit-learn — scikit-learn 1...
1.1. Scaling with instances using out-of-core...Computing with scikit-learn # 9.1. Strategies to scale computationally:...scikit-learn.org/stable/computing.html -
Imputing missing values before building an esti...
True ) mses_diabetes [ 1 ], stds_diabetes [ 1 ] = get_score ( X_miss_diabetes...mses_california [ 1 ], stds_california [ 1 ] = get_score ( X_miss_california...scikit-learn.org/stable/auto_examples/impute/plot_missing_values.html