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MNIST classification using multinomial logistic...
version = 1 , return_X_y = True , as_frame...reshape (( X . shape [ 0 ], - 1 )) X_train , X_test , y_train...scikit-learn.org/stable/auto_examples/linear_model/plot_sparse_logistic_regression_mnist.html -
Restricted Boltzmann Machine features for digit...
1 )) # 0-1 scaling X_train , X_test...f1-score support 0 0.10 1.00 0.18 174 1 0.00 0.00 0.00 184 2 0.00...scikit-learn.org/stable/auto_examples/neural_networks/plot_rbm_logistic_classification.html -
sklearn.cluster — scikit-learn 1.6.1 documentation
Popular unsupervised clustering algorithms. User guide. See the Clustering and Biclustering sections for further details.scikit-learn.org/stable/api/sklearn.cluster.html -
sklearn.calibration — scikit-learn 1.6.1 docume...
Methods for calibrating predicted probabilities. User guide. See the Probability calibration section for further details. Visualization:scikit-learn.org/stable/api/sklearn.calibration.html -
sklearn.decomposition — scikit-learn 1.6.1 docu...
Matrix decomposition algorithms. These include PCA, NMF, ICA, and more. Most of the algorithms of this module can be regarded as dimensionality reduction techniques. User guide. See the Decomposing...scikit-learn.org/stable/api/sklearn.decomposition.html -
Gaussian Mixture Models — scikit-learn 1.6.1 do...
Examples concerning the sklearn.mixture module. Concentration Prior Type Analysis of Variation Bayesian Gaussian Mixture Density Estimation for a Gaussian mixture GMM Initialization Methods GMM cov...scikit-learn.org/stable/auto_examples/mixture/index.html -
Comparison of kernel ridge and Gaussian process...
num = 1_000 ) . reshape ( - 1 , 1 ) target = np . sin...ExpSineSquared(length_scale=1, periodicity=1) Our kernel has two parameters:...scikit-learn.org/stable/auto_examples/gaussian_process/plot_compare_gpr_krr.html -
Various Agglomerative Clustering on a 2D embedd...
1 , 0.95 ]) # ---------- # 2D embedding...time of the script: (0 minutes 1.563 seconds) Download Jupyter...scikit-learn.org/stable/auto_examples/cluster/plot_digits_linkage.html -
extract_patches_2d — scikit-learn 1.6.1 documen...
max_patches is a float between 0 and 1, it is taken to be a proportion...patches: >>> print ( patches [ 1 ]) [[[174 201 231] [174 201 231]]...scikit-learn.org/stable/modules/generated/sklearn.feature_extraction.image.extract_patches_2d.html -
Semi-supervised Classification on a Text Datase...
sum ( 1 for x in y_train if x == - 1 )) clf . fit (...training set: 1706 End of iteration 1, added 1076 new labels. End of...scikit-learn.org/stable/auto_examples/semi_supervised/plot_semi_supervised_newsgroups.html