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Generalized Linear Models — scikit-learn 1.5.2 ...
scikit-learn.org/stable/auto_examples/linear_model/index.html -
mean_absolute_error — scikit-learn 1.5.2 docume...
2 , 7 ] >>> y_pred = [ 2.5 , 0.0 , 2 , 8 ] >>> mean_absolute_error...]] >>> y_pred = [[ 0 , 2 ], [ - 1 , 2 ], [ 8 , - 5 ]] >>> mean_absolute_error...scikit-learn.org/stable/modules/generated/sklearn.metrics.mean_absolute_error.html -
make_scorer — scikit-learn 1.5.2 documentation
beta = 2 ) >>> ftwo_scorer make_scorer(fbeta_score,...response_method='predict', beta=2) >>> from sklearn.model_selection...scikit-learn.org/stable/modules/generated/sklearn.metrics.make_scorer.html -
make_hastie_10_2 — scikit-learn 1.5.2 documenta...
make_hastie_10_2 # sklearn.datasets. make_hastie_10_2 ( n_samples...make_hastie_10_2 >>> X , y = make_hastie_10_2 ( n_samples = 24000...scikit-learn.org/stable/modules/generated/sklearn.datasets.make_hastie_10_2.html -
ClassifierChain — scikit-learn 1.5.2 documentation
scikit-learn.org/stable/modules/generated/sklearn.multioutput.ClassifierChain.html -
locally_linear_embedding — scikit-learn 1.5.2 d...
(n_components + 1) / 2. see reference [2] modified use the modified...n_components = 2 ) >>> embedding . shape (100, 2) Gallery examples...scikit-learn.org/stable/modules/generated/sklearn.manifold.locally_linear_embedding.html -
Release Highlights for scikit-learn 1.2 — sciki...
ON 2 1 Allison, Miss. Helen Loraine female 2.0000 1 2 113781...0.189830 -1.973554 2.0 1.0 33 -0.416010 2.630382 0.0 1.0 107...scikit-learn.org/stable/auto_examples/release_highlights/plot_release_highlights_1_2_0.html -
1.5. Stochastic Gradient Descent — scikit-learn...
:= \frac{1}{2} \sum_{j=1}^{m} w_j^2 = ||w||_2^2\) , L1 norm:...values: >>> clf . predict ([[ 2. , 2. ]]) array([1]) SGD fits a...scikit-learn.org/stable/modules/sgd.html -
Sparsity Example: Fitting only features 1 and 2...
only features 1 and 2 # Features 1 and 2 of the diabetes-dataset...0.15 ]]) . T ) . reshape (( 2 , 2 )), alpha = 0.5 , ) ax . set_xlabel...scikit-learn.org/stable/auto_examples/linear_model/plot_ols_3d.html -
TimeSeriesSplit — scikit-learn 1.5.2 documentation
2 ], [ 3 , 4 ], [ 1 , 2 ], [ 3 , 4 ], [ 1 , 2 ], [ 3 ,...1] Test: index=[2] Fold 2: Train: index=[0 1 2] Test: index=[3]...scikit-learn.org/stable/modules/generated/sklearn.model_selection.TimeSeriesSplit.html