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Comparison of Calibration of Classifiers — scik...
"Naive Bayes" ), ( svc , "SVC" ), ( rfc , "Random forest" ), ] import...SPDX-License-Identifier: BSD-3-Clause # # Dataset # ------- # # We will use a...scikit-learn.org/stable/auto_examples/calibration/plot_compare_calibration.html -
Single estimator versus bagging: bias-variance ...
0003 (bias^2) + 0.0152 (var) + 0.0098 (noise) Bagging(Tree): 0.0196...0.0196 (error) = 0.0004 (bias^2) + 0.0092 (var) + 0.0098 (noise)...scikit-learn.org/stable/auto_examples/ensemble/plot_bias_variance.html -
Vector Quantization Example — scikit-learn 1.7....
encoder . fit_transform ( raccoon_face . reshape ( - 1 , 1 )) . reshape...subplots ( ncols = 2 , figsize = ( 12 , 4 )) ax [ 0 ] . imshow ( raccoon_face...scikit-learn.org/stable/auto_examples/cluster/plot_face_compress.html -
Biclustering documents with the Spectral Co-clu...
" , "comp.windows.x" , "misc.forsale" , "rec.autos" , "rec.motorcycles"..."comp.graphics" , "comp.sys.ibm.pc.hardware" , "comp.sys.mac.hardware"...scikit-learn.org/stable/auto_examples/bicluster/plot_bicluster_newsgroups.html -
Compressive sensing: tomography reconstruction ...
floor_x , floor_x + 1 )), np . hstack (( 1 - alpha , alpha )) def...= np . floor (( x - orig ) / dx ) . astype ( np . int64 ) alpha...scikit-learn.org/stable/auto_examples/applications/plot_tomography_l1_reconstruction.html -
Gradient Boosting Out-of-Bag estimates — scikit...
"max_depth" : 3 , "subsample" : 0.5 , "learning_rate" : 0.01 , "min_samples_leaf"...``y_test``.""" score = np . zeros (( n_estimators ,), dtype = np...scikit-learn.org/stable/auto_examples/ensemble/plot_gradient_boosting_oob.html -
Early stopping in Gradient Boosting — scikit-le...
[ 0 ] . set_yscale ( "log" ) axes [ 0 ] . legend () axes [ 0 ]...Iterations" ) axes [ 0 ] . set_ylabel ( "MSE (Training)" ) axes [...scikit-learn.org/stable/auto_examples/ensemble/plot_gradient_boosting_early_stopping.html -
Developing Estimators — scikit-learn 1.7.1 docu...
Ctrl + K GitHub Choose version Developing Estimators # Examples...development of Custom Estimator. __sklearn_is_fitted__ as Developer...scikit-learn.org/stable/auto_examples/developing_estimators/index.html -
KernelPCA — scikit-learn 1.7.1 documentation
kept. kernel {‘linear’, ‘poly’, ‘rbf’, ‘sigmoid’, ‘cosine’, ‘precomputed’}...based on [2] . eigen_solver {‘auto’, ‘dense’, ‘arpack’, ‘randomized’},...scikit-learn.org/stable/modules/generated/sklearn.decomposition.KernelPCA.html -
MiniBatchSparsePCA — scikit-learn 1.7.1 documen...
None , * , alpha = 1 , ridge_alpha = 0.01 , max_iter = 1000 , callback...components_ == 0 ) np.float64(0.9) fit ( X , y = None ) [source] # Fit the...scikit-learn.org/stable/modules/generated/sklearn.decomposition.MiniBatchSparsePCA.html