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johnson_lindenstrauss_min_dim — scikit-le...
v||^2 < ||p(u) - p(v)||^2 < (1 + eps) ||u - v||^2 Where...>= 4 log(n_samples) / (eps^2 / 2 - eps^3 / 3) Note that the number...scikit-learn.org/stable/modules/generated/sklearn.random_projection.johnson_lindenstrauss_min_dim... -
DecisionTreeRegressor — scikit-learn 1.8....
float \(R^2\) of self.predict(X) w.r.t. y . Notes The \(R^2\) score...= None , min_samples_split = 2 , min_samples_leaf = 1 , min_...scikit-learn.org/stable/modules/generated/sklearn.tree.DecisionTreeRegressor.html -
Face completion with a multi-output estimators ...
n_pixels // 2 :] X_test = test [:, : ( n_pixels + 1 ) // 2 ] y_test.... figure ( figsize = ( 2.0 * n_cols , 2.26 * n_faces )) plt ....scikit-learn.org/stable/auto_examples/miscellaneous/plot_multioutput_face_completion.html -
Statistical comparison of models using grid sea...
factorial ( 2 ) * factorial ( len ( model_scores ) - 2 ) ) pairwise_t_test..."poly" ], "degree" : [ 2 , 3 ]}, { "kernel" :...scikit-learn.org/stable/auto_examples/model_selection/plot_grid_search_stats.html -
Model-based and sequential feature selection &#...
2 area (worst): 185.2 4254.0 smoothness (worst):...Since we want to select only 2 features, we will set this threshold...scikit-learn.org/stable/auto_examples/feature_selection/plot_select_from_model_diabetes.html -
Manifold Learning methods on a severed sphere &...
2 sec ISO: 0.11 sec MDS: 1.1 sec...projections with matplotlib < 3.2 import mpl_toolkits.mplot3d #...scikit-learn.org/stable/auto_examples/manifold/plot_manifold_sphere.html -
Comparison of LDA and PCA 2D projection of Iris...
the different samples on the 2 first principal components. Linear...target_names pca = PCA ( n_components = 2 ) X_r = pca . fit ( X ) . transform...scikit-learn.org/stable/auto_examples/decomposition/plot_pca_vs_lda.html -
randomized_range_finder — scikit-learn 1....
size = 2 , n_iter = 2 , random_state = 42 ) array([[-0.214,...normalization if n_iter <= 2 and switches to LU otherwise....scikit-learn.org/stable/modules/generated/sklearn.utils.extmath.randomized_range_finder.html -
plot_hgbt_regression.ipynb
showcasing all points except 2 and 6 in a real life\nsetting.\n"...label=\"recorded average\", linewidth=2, ax=ax)\n\nfor idx, max_iter in...scikit-learn.org/stable/_downloads/cb9a8a373677fb481fe43a11d8fa0e94/plot_hgbt_regression.ipynb -
Joint feature selection with multi-task Lasso &...
2 , 2 ) plt . spy ( coef_multi_task_lasso_...)) times = np . linspace ( 0 , 2 * np . pi , n_tasks ) for k in...scikit-learn.org/stable/auto_examples/linear_model/plot_multi_task_lasso_support.html