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Label Propagation digits: Active learning — sci...
0 24 0] [ 0 0 0 0 2 1 0 2 2 27]] Iteration 2 __________ Label...0 0 0 0 0 25 0] [ 0 0 0 0 2 1 0 2 2 27]] Iteration 1 __________...scikit-learn.org/stable/auto_examples/semi_supervised/plot_label_propagation_digits_active_learni... -
1.5. Stochastic Gradient Descent — scikit-learn...
\(L_2\) norm: \(R(w) := \frac{1}{2} \sum_{j=1}^{m} w_j^2 = ||w||_2^2\)...values: >>> clf . predict ([[ 2. , 2. ]]) array([1]) SGD fits a...scikit-learn.org/stable/modules/sgd.html -
Tweedie regression on insurance claims — scikit...
9900 2.015718e+02 2.015412e+02 2.015342e+02 2.015600e+02...abs. error 2.730129e+02 2.722124e+02 2.740176e+02 2.731633e+02...scikit-learn.org/stable/auto_examples/linear_model/plot_tweedie_regression_insurance_claims.html -
GroupKFold — scikit-learn 1.7.0 documentation
Fold 0: Train: index=[2 3], group=[2 2] Test: index=[0 1 4 5],...group=[0 0 3 3] Test: index=[2 3], group=[2 2] get_metadata_routing...scikit-learn.org/stable/modules/generated/sklearn.model_selection.GroupKFold.html -
1.4. Support Vector Machines — scikit-learn 1.7...
2}\) \(\alpha^{2}_{0,2}\) \(\alpha^{0}_{1,2}\) \(\alpha^{1}_{1,2}\)...\(\alpha^{0}_{2,0}\) \(\alpha^{1}_{2,0}\) \(\alpha^{0}_{0,2}\) \(\alpha^{1}_{0,2}\)...scikit-learn.org/stable/modules/svm.html -
LabelBinarizer — scikit-learn 1.7.0 documentation
2 , 6 , 4 , 2 ]) LabelBinarizer() >>>...array([0, 1, 2]) >>> lb . transform ([ 0 , 1 , 2 , 1 ]) array([[1,...scikit-learn.org/stable/modules/generated/sklearn.preprocessing.LabelBinarizer.html -
Robust vs Empirical covariance estimate — sciki...
subplot ( 2 , 1 , 1 ) lw = 2 plt . errorbar ( range_n_outliers..."Error ($||\mu - \hat{\mu}||_2^2$)" ) plt . legend ( loc = "upper...scikit-learn.org/stable/auto_examples/covariance/plot_robust_vs_empirical_covariance.html -
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inplace_column_scale — scikit-learn 1.7.0 docum...
2 , 2 ]) >>> data = np . array ([ 8 , 1 , 2 , 5 ]) >>>...>>> scale = np . array ([ 2 , 3 , 2 ]) >>> csr = sparse . csr_matrix...scikit-learn.org/stable/modules/generated/sklearn.utils.sparsefuncs.inplace_column_scale.html -
Version 0.15 — scikit-learn 1.7.0 documentation
Marsi 2 csytracy 2 LK 2 Vlad Niculae 2 Laurent Direr 2 Erik Shilts...Liau 2 abhishek thakur 2 James Yu 2 Rohit Sivaprasad 2 Roland...scikit-learn.org/stable/whats_new/v0.15.html