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LinearSVR — scikit-learn 1.6.1 documentation
intercept term: [x_1, ..., x_n, 1] , where 1 corresponds to the...version 1.3: The "auto" option is added in version 1.3 and will...scikit-learn.org/stable/modules/generated/sklearn.svm.LinearSVR.html -
MultiOutputClassifier — scikit-learn 1.6.1 docu...
( X [ - 2 :]) array([[1, 1, 1], [1, 0, 1]]) fit ( X , Y , sample_weight...means 1 unless in a joblib.parallel_backend context. -1 means...scikit-learn.org/stable/modules/generated/sklearn.multioutput.MultiOutputClassifier.html -
BaggingClassifier — scikit-learn 1.6.1 document...
max_samples = 1.0 , max_features = 1.0 , bootstrap = True...means 1 unless in a joblib.parallel_backend context. -1 means...scikit-learn.org/stable/modules/generated/sklearn.ensemble.BaggingClassifier.html -
Curve Fitting with Bayesian Ridge Regression — ...
values (alpha_init = 1.90, lambda_init = 1.), the bias of the resulting...scale = 0.1 , size = size ) x_test = np . linspace ( 0.0 , 1.0 , 100...scikit-learn.org/stable/auto_examples/linear_model/plot_bayesian_ridge_curvefit.html -
dict_learning_online — scikit-learn 1.6.1 docum...
* || U || _1 , 1 ( U , V ) with || V_k || _2 = 1 for all 0 <=...the Frobenius norm and ||.||_1,1 stands for the entry-wise matrix...scikit-learn.org/stable/modules/generated/sklearn.decomposition.dict_learning_online.html -
Pipeline — scikit-learn 1.6.1 documentation
version 1.5: Xt was deprecated in 1.5 and will be removed in 1.7....ing=True) . Added in version 1.6. memory str or object with the...scikit-learn.org/stable/modules/generated/sklearn.pipeline.Pipeline.html -
SGD: convex loss functions — scikit-learn 1.6.1...
z >= - 1 ] = ( 1 - z [ z >= - 1 ]) ** 2 loss [ z >= 1.0 ] = 0...([ xmin , 0 , 0 , xmax ], [ 1 , 1 , 0 , 0 ], color = "gold" ,...scikit-learn.org/stable/auto_examples/linear_model/plot_sgd_loss_functions.html -
Label Propagation learning a complex structure ...
X [ labels == - 1 , 0 ], X [ labels == - 1 , 1 ], color = "darkorange"...circle), 1 (belonging to the inner circle), and -1 (unknown)....scikit-learn.org/stable/auto_examples/semi_supervised/plot_label_propagation_structure.html -
Gaussian processes on discrete data structures ...
array ([ 1.0 , 1.0 , 2.0 , 2.0 , 3.0 , 3.0 ])...( len ( X_train )), [ 1.0 if c else - 1.0 for c in Y_train ],...scikit-learn.org/stable/auto_examples/gaussian_process/plot_gpr_on_structured_data.html -
7. Dataset loading utilities — scikit-learn 1.6...
1. Toy datasets 7.1.1. Iris plants dataset 7.1.2. Diabetes...digits dataset 7.1.4. Linnerrud dataset 7.1.5. Wine recognition dataset...scikit-learn.org/stable/datasets.html