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Using KBinsDiscretizer to discretize continuous...
reshape ( - 1 , 1 ) # transform the dataset with...endpoint = False ) . reshape ( - 1 , 1 ) reg = LinearRegression ()...scikit-learn.org/stable/auto_examples/preprocessing/plot_discretization.html -
Online learning of a dictionary of parts of fac...
- 1 )) buffer . append ( data ) index += 1 if index %...[MiniBatchKMeans] Reassigning 1 cluster centers. Partial fit of...scikit-learn.org/stable/auto_examples/cluster/plot_dict_face_patches.html -
load_svmlight_file — scikit-learn 1.6.1 documen...
length=-1 ) [source] # Load datasets in...binary mode. Changed in version 1.2: Path-like objects are now accepted....scikit-learn.org/stable/modules/generated/sklearn.datasets.load_svmlight_file.html -
L1 Penalty and Sparsity in Logistic Regression ...
axes_row ) in enumerate ( zip (( 1 , 0.1 , 0.01 ), axes )): # Increase...of the models for varying C. C=1.00 Sparsity with L1 penalty: 4.69%...scikit-learn.org/stable/auto_examples/linear_model/plot_logistic_l1_l2_sparsity.html -
Dimensionality Reduction with Neighborhood Comp...
subplot(1, 3, i + 1, aspect=1) # Fit the method's...X_embedded [:, 0 ], X_embedded [:, 1 ], c = y , s = 30 , cmap = "Set1"...scikit-learn.org/stable/auto_examples/neighbors/plot_nca_dim_reduction.html -
Segmenting the picture of greek coins in region...
1.95s Spectral clustering: discretize, 1.83s Spectral...the # actual image. For beta=1, the segmentation is close to...scikit-learn.org/stable/auto_examples/cluster/plot_coin_segmentation.html -
sklearn.gaussian_process — scikit-learn 1.6.1 d...
kernel takes two kernels \(k_1\) and \(k_2\) and combines them...kernel takes two kernels \(k_1\) and \(k_2\) and combines them...scikit-learn.org/stable/api/sklearn.gaussian_process.html -
johnson_lindenstrauss_min_dim — scikit-learn 1....
defined by: (1 - eps) ||u - v||^2 < ||p(u) - p(v)||^2 < (1 + eps) ||u...]0, 1[ and p is a projection by a random Gaussian N(0, 1) matrix...scikit-learn.org/stable/modules/generated/sklearn.random_projection.johnson_lindenstrauss_min_dim... -
SGD: Penalties — scikit-learn 1.6.1 documentation
[( - 1 , - 1 )], ) plt . clabel ( l2_contour , inline = 1 , fontsize...18 , fmt = { 1.0 : "L2" }, manual = [( - 1 , - 1 )]) plt . clabel...scikit-learn.org/stable/auto_examples/linear_model/plot_sgd_penalties.html -
matthews_corrcoef — scikit-learn 1.6.1 document...
[ + 1 , + 1 , + 1 , - 1 ] >>> y_pred = [ + 1 , - 1 , + 1 , +...value between -1 and +1. A coefficient of +1 represents a perfect...scikit-learn.org/stable/modules/generated/sklearn.metrics.matthews_corrcoef.html