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1. Supervised learning — scikit-learn 1.5.2 doc...
2. Linear and Quadratic Discriminant Analysis 1.2.1. Dimensionality...Linear Discriminant Analysis 1.2.2. Mathematical formulation of...scikit-learn.org/stable/supervised_learning.html -
Clustering text documents using k-means — sciki...
moon like mission just Cluster 2: god people jesus believe bible...) = plt . subplots ( ncols = 2 , figsize = ( 16 , 6 ), sharey...scikit-learn.org/stable/auto_examples/text/plot_document_clustering.html -
Release Highlights for scikit-learn 1.4 — sciki...
2 Release Highlights for scikit-learn 1.2 Release Highlights...fetch_openml ( "adult" , version = 2 , return_X_y = True ) # Remove...scikit-learn.org/stable/auto_examples/release_highlights/plot_release_highlights_1_4_0.html -
Ridge coefficients as a function of the L2 Regu...
- X \beta \|^{2}_{2} + \alpha \| \beta \|^{2}_{2}\) where \(X\)...side (e.g. \(\|y - X\beta\|^{2}_{2}\) ) measures the squared difference...scikit-learn.org/stable/auto_examples/linear_model/plot_ridge_coeffs.html -
Plot randomly generated multilabel dataset — sc...
1500 * p_c ** 2 , color = COLORS . take ([ 1 , 2 , 4 ]), ) ax...means the class is present: 1 2 3 Color Y N N Red N Y N Blue N...scikit-learn.org/stable/auto_examples/datasets/plot_random_multilabel_dataset.html -
1.11. Ensembles: Gradient boosting, random fore...
make_hastie_10_2 >>> X , y = make_hastie_10_2 ( random_state...x_1' \implies F(x_1, x_2) \leq F(x_1', x_2)\] a monotonic decrease...scikit-learn.org/stable/modules/ensemble.html -
dict_learning_online — scikit-learn 1.5.2 docum...
_Fro ^ 2 + alpha * || U || _1 , 1 ( U , V ) with || V_k || _2 = 1...X_hat - X ) ** 2 , axis = 1 ) / np . sum ( X ** 2 , axis = 1 ))...scikit-learn.org/stable/modules/generated/sklearn.decomposition.dict_learning_online.html -
Sparse coding with a precomputed dictionary — s...
) ** 2 / width ** 2 ) * np . exp ( - (( x - center ) ** 2 ) /.../ ( 2 * width ** 2 )) ) return x def ricker_matrix ( width , resolution...scikit-learn.org/stable/auto_examples/decomposition/plot_sparse_coding.html -
zero_one_loss — scikit-learn 1.5.2 documentation
2 , 3 , 4 ] >>> y_true = [ 2 , 2 , 3 , 4 ] >>>...], [ 1 , 1 ]]), np . ones (( 2 , 2 ))) 0.5 On this page Show Source...scikit-learn.org/stable/modules/generated/sklearn.metrics.zero_one_loss.html -
Gaussian Mixture Model Selection — scikit-learn...
2 ), C ) # general component_2 = 0.7 * np . random...scatter ( component_2 [:, 0 ], component_2 [:, 1 ], s = 0.8 )...scikit-learn.org/stable/auto_examples/mixture/plot_gmm_selection.html