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Robust linear model estimation using RANSAC ...
coef_ ) lw = 2 plt . scatter ( X [ inlier_mask...scikit-learn.org/stable/auto_examples/linear_model/plot_ransac.html -
MNIST classification using multinomial logistic...
subplot ( 2 , 5 , i + 1 ) l1_plot . imshow...scikit-learn.org/stable/auto_examples/linear_model/plot_sparse_logistic_regression_mnist.html -
A demo of structured Ward hierarchical clusteri...
sigma = 2 ) rescaled_coins = rescale ( smoothened_coins , 0.2 , mode...scikit-learn.org/stable/auto_examples/cluster/plot_coin_ward_segmentation.html -
Comparing random forests and the multi-output m...
random_state = 2 ) regr_rf . fit ( X_train , y_train...) plt . ylabel ( "target 2" ) plt . title ( "Comparing...scikit-learn.org/stable/auto_examples/ensemble/plot_random_forest_regression_multioutput.html -
Comparison of the K-Means and MiniBatchKMeans c...
2 ) for k , col in zip ( range (...scikit-learn.org/stable/auto_examples/cluster/plot_mini_batch_kmeans.html -
Lasso, Lasso-LARS, and Elastic Net paths —...
figure ( 2 ) colors = cycle ([ "b"...scikit-learn.org/stable/auto_examples/linear_model/plot_lasso_lasso_lars_elasticnet_path.html -
Hashing feature transformation using Totally Ra...
TruncatedSVD ( n_components = 2 ) X_reduced = svd . fit_transform...scikit-learn.org/stable/auto_examples/ensemble/plot_random_forest_embedding.html -
One-class SVM with non-linear kernel (RBF) R...
2 ) X_train = np . r_ [ X + 2 , X - 2 ] # Generate...randn ( 20 , 2 ) X_test = np . r_ [ X + 2 , X - 2 ] # Generate...scikit-learn.org/stable/auto_examples/svm/plot_oneclass.html -
Selecting the number of clusters with silhouett...
and 2 columns fig , ( ax1 , ax2 ) = plt . subplots ( 1 , 2 ) fig...ambivalent in deciding between 2 and 4. Also from the thickness...scikit-learn.org/stable/auto_examples/cluster/plot_kmeans_silhouette_analysis.html -
Build an AI research agent for image analysis w...
2 Vision Model alongside the Granite 3.2 8B Language...image analysis with Granite 3.2 Reasoning and Vision models Combine...developer.ibm.com/tutorials/awb-build-ai-research-agent-image-analysis-granite/