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load_svmlight_file — scikit-learn 1.7.0 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 -
train_test_split — scikit-learn 1.7.0 documenta...
1 3.5 1.4 0.2 1 4.9 3.0 1.4 0.2 2 4.7 3.2 1.3 0.2 3 4.6...4.2 1.3 105 7.6 3.0 6.6 2.1 66 5.6 3.0 4.5 1.5 0 5.1 3.5 1.4 0.2...scikit-learn.org/stable/modules/generated/sklearn.model_selection.train_test_split.html -
2.3. Clustering — scikit-learn 1.7.0 documentation
1 , 1 , 1 ] >>> labels_pred = [ 0 , 0 , 1 , 1 , 2 , 2...0 , 0 , 1 , 1 , 1 ] >>> labels_pred = [ 0 , 0 , 1 , 1 , 2 , 2...scikit-learn.org/stable/modules/clustering.html -
Time-related feature engineering — scikit-learn...
spring 0 1 0 False 6 False clear 9.84 14.395 0.81 0.0000 1 spring...spring 0 1 1 False 6 False clear 9.02 13.635 0.80 0.0000 2 spring...scikit-learn.org/stable/auto_examples/applications/plot_cyclical_feature_engineering.html -
Confusion matrix — scikit-learn 1.7.0 documenta...
confusion matrix [[1. 0. 0. ] [0. 0.62 0.38] [0. 0. 1. ]] # Authors:...scikit-learn.org/stable/auto_examples/model_selection/plot_confusion_matrix.html -
brier_score_loss — scikit-learn 1.7.0 documenta...
y_true in {-1, 1} or {0, 1}, pos_label defaults to 1; else if y_true...defined as: \[\frac{1}{N}\sum_{i=1}^{N}\sum_{c=1}^{C}(y_{ic} - \hat{p}_{ic})^{2}\]...scikit-learn.org/stable/modules/generated/sklearn.metrics.brier_score_loss.html -
Introducing the set_output API — scikit-learn 1...
798301 -1.271411 -1.327605 12 -1.244466 -0.086944 -1.327407 -1.459074...60 5.0 2.0 3.5 1.0 1 4.9 3.0 1.4 0.2 8 4.4 2.9 1.4 0.2 93 5.0 2.3...scikit-learn.org/stable/auto_examples/miscellaneous/plot_set_output.html -
Segmenting the picture of greek coins in region...
1.57s Spectral clustering: discretize, 1.44s Spectral...the # actual image. For beta=1, the segmentation is close to...scikit-learn.org/stable/auto_examples/cluster/plot_coin_segmentation.html -
fowlkes_mallows_score — scikit-learn 1.7.0 docu...
1 , 1 ], [ 0 , 0 , 1 , 1 ]) 1.0 >>> fowlkes_mallows_score...fowlkes_mallows_score ([ 0 , 0 , 1 , 1 ], [ 1 , 1 , 0 , 0 ]) 1.0 If classes members...scikit-learn.org/stable/modules/generated/sklearn.metrics.fowlkes_mallows_score.html