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load_svmlight_file — scikit-learn 1.7.1 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 -
GraphicalLasso — scikit-learn 1.7.1 documentation
1 ], ... [ 0.0 , 0.0 , 0.1 , 0.7 ]]) >>> np...the data X . Added in version 1.3. tol float, default=1e-4 The...scikit-learn.org/stable/modules/generated/sklearn.covariance.GraphicalLasso.html -
Segmenting the picture of greek coins in region...
1.92s Spectral clustering: discretize, 1.81s Spectral...the # actual image. For beta=1, the segmentation is close to...scikit-learn.org/stable/auto_examples/cluster/plot_coin_segmentation.html -
auc — scikit-learn 1.7.1 documentation
array ([ 1 , 1 , 2 , 2 ]) >>> y_score = np . array ([ 0.1 , 0.4...scikit-learn.org/stable/modules/generated/sklearn.metrics.auc.html -
TruncatedSVD — scikit-learn 1.7.1 documentation
Added in version 1.1. power_iteration_normalizer {‘auto’,...more details. Added in version 1.1. random_state int, RandomState...scikit-learn.org/stable/modules/generated/sklearn.decomposition.TruncatedSVD.html -
Plot classification boundaries with different S...
1 , 1 , 1 , 1 , 1 , 1 , 1 , 1 ]) # Plotting settings...], [ - 1.5 , - 1.0 ], [ - 1.4 , - 0.9 ], [ - 1.3 , - 1.2 ], [...scikit-learn.org/stable/auto_examples/svm/plot_svm_kernels.html -
7.7. Kernel Approximation — scikit-learn 1.7.1 ...
[ 1 , 1 ], [ 1 , 0 ], [ 0 , 1 ]] >>> y = [ 0 , 0 , 1 , 1 ] >>>...\Lambda^{-1} U_1^T K_{21}^T \\&= K_{21} U_1 \Lambda^{-1} U_1^T K_{21}^T...scikit-learn.org/stable/modules/kernel_approximation.html -
Statistical comparison of models using grid sea...
\[t=\frac{\frac{1}{k \cdot r}\sum_{i=1}^{k}\sum_{j=1}^{r}x_{ij}}...p-values higher than 1 p_val = 1 if p_val > 1 else p_val pairwise_t_test...scikit-learn.org/stable/auto_examples/model_selection/plot_grid_search_stats.html -
sklearn.gaussian_process — scikit-learn 1.7.1 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