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Regularization path of L1- Logistic Regression ...
Train l1-penalized logistic regression models on a binary classification problem derived from the Iris dataset. The models are ordered from strongest regularized to least regularized. The 4 coeffic...scikit-learn.org/stable/auto_examples/linear_model/plot_logistic_path.html -
1.2. Linear and Quadratic Discriminant Analysis...
equal to \(\frac{1}{n - 1} X_k^tX_k = \frac{1}{n - 1} V S^2 V^t\)...\frac{1}{(2\pi)^{d/2} |\Sigma_k|^{1/2}}\exp\left(-\frac{1}{2} (x-\mu_k)^t...scikit-learn.org/stable/modules/lda_qda.html -
Release Highlights for scikit-learn 1.0 — sciki...
scikit-learn 1.1 Release Highlights for scikit-learn 1.1 Release Highlights...import make_pipeline y = [ 1 , 0 , 1 ] pipe = make_pipeline ( preprocessor...scikit-learn.org/stable/auto_examples/release_highlights/plot_release_highlights_1_0_0.html -
1.14. Semi-supervised learning — scikit-learn 1...
1.14.1. Self Training # This self-training...Ctrl + K GitHub Choose version 1.14. Semi-supervised learning #...scikit-learn.org/stable/modules/semi_supervised.html -
Plotting Learning Curves and Checking Models’ S...
1 , 1.0 , 5 ), "cv" : ShuffleSplit..."train_sizes" : np . linspace ( 0.1 , 1.0 , 5 ), "cv" : ShuffleSplit...scikit-learn.org/stable/auto_examples/model_selection/plot_learning_curve.html -
6.9. Transforming the prediction target (y) — s...
1, 1, 1], [0, 0, 1, 0, 0], [1, 1, 0, 1, 0], [1, 1, 1, 1,...1, 1], [1, 1, 1, 0, 0]]) For more information about multilabel...scikit-learn.org/stable/modules/preprocessing_targets.html -
3.4. Metrics and scoring: quantifying the quali...
1 , 1 , 1 , 1 , 1 ] >>> y_pred = [ 0 , 1 , 0 , 1 , 0 ,..., 0 , 1 , 1 , 1 , 1 , 1 ] >>> y_pred = [ 0 , 1 , 0 , 1 , 0 ,...scikit-learn.org/stable/modules/model_evaluation.html -
1.8. Cross decomposition — scikit-learn 1.6.1 d...
CCA and PLSSVD 1.8.1. PLSCanonical # We here describe...as follows: Set \(X_1\) to \(X\) and \(Y_1\) to \(Y\) . Then,...scikit-learn.org/stable/modules/cross_decomposition.html -
make_hastie_10_2 — scikit-learn 1.6.1 documenta...
float64(-1.0), np.float64(1.0), np.float64(-1.0), np.float64(1.0),...[ i ] = 1 if np . sum ( X [ i ] ** 2 ) > 9.34 else - 1 Read more...scikit-learn.org/stable/modules/generated/sklearn.datasets.make_hastie_10_2.html -
Comparing different hierarchical linkage method...
"connectivity matrix is [0-9]{1,2}" + " > 1. Completing it to avoid...y_pred ) + 1 ), ) ) ) plt . scatter ( X [:, 0 ], X [:, 1 ], s = 10...scikit-learn.org/stable/auto_examples/cluster/plot_linkage_comparison.html