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MiniBatchSparsePCA — scikit-learn 1.7.2 documen...
2. callback callable, default=None...differences in the dictionary between 2 steps. To disable early stopping...scikit-learn.org/stable/modules/generated/sklearn.decomposition.MiniBatchSparsePCA.html -
affinity_propagation — scikit-learn 1.7.2 docum...
2 ], [ 1 , 4 ], [ 1 , 0 ], ... [ 4 , 2 ], [ 4 , 4...scikit-learn.org/stable/modules/generated/sklearn.cluster.affinity_propagation.html -
PassiveAggressiveClassifier — scikit-learn 1.7....
n_features) if n_classes == 2 else (n_classes, n_features) Weights...of shape (1,) if n_classes == 2 else (n_classes,) Constants in...scikit-learn.org/stable/modules/generated/sklearn.linear_model.PassiveAggressiveClassifier.html -
GaussianProcessClassifier — scikit-learn 1.7.2 ...
2, and 5.1 from [RW2006] . Internally,...>>> gpc . predict_proba ( X [: 2 ,:]) array([[0.83548752, 0.03228706,...scikit-learn.org/stable/modules/generated/sklearn.gaussian_process.GaussianProcessClassifier.html -
StandardScaler — scikit-learn 1.7.2 documentation
transform ([[ 2 , 2 ]])) [[3. 3.]] fit ( X , y =...scikit-learn 1.2 Release Highlights for scikit-learn 1.2 Release Highlights...scikit-learn.org/stable/modules/generated/sklearn.preprocessing.StandardScaler.html -
f1_score — scikit-learn 1.7.2 documentation
2 , 0 , 1 , 2 ] >>> y_pred = [ 0 , 2 , 1 , 0 , 0...is: \[\text{F1} = \frac{2 * \text{TP}}{2 * \text{TP} + \text{FP}...scikit-learn.org/stable/modules/generated/sklearn.metrics.f1_score.html -
cross_validate — scikit-learn 1.7.2 documentation
pre_dispatch = '2*n_jobs' , return_train_score =...pre_dispatch int or str, default=’2*n_jobs’ Controls the number of...scikit-learn.org/stable/modules/generated/sklearn.model_selection.cross_validate.html -
1.6. Nearest Neighbors — scikit-learn 1.7.2 doc...
2 ]]) >>> y = np . array ([ 1 , 1 , 1 , 2 , 2 , 2 ]) >>>...- 1 ], [ - 2 , - 1 ], [ - 3 , - 2 ], [ 1 , 1 ], [ 2 , 1 ], [ 3...scikit-learn.org/stable/modules/neighbors.html -
1.2. Linear and Quadratic Discriminant Analysis...
\frac{1}{(2\pi)^{d/2} |\Sigma_k|^{1/2}}\exp\left(-\frac{1}{2} (x-\mu_k)^t...naive_bayes.GaussianNB . 1.2.2.2. LDA # LDA is a special case...scikit-learn.org/stable/modules/lda_qda.html -
Contributing — scikit-learn 1.7.2 documentation
cd scikit-learn Follow steps 2-6 in Building from source to build...pytest pytest-cov ruff == 0 .11.2 mypy numpydoc Add the upstream...scikit-learn.org/stable/developers/contributing.html