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  1. Early stopping of Stochastic Gradient Descent &...

    2 ), } # Load the dataset X , y...subplots ( nrows = 1 , ncols = 2 , sharey = True , figsize = (...
    scikit-learn.org/stable/auto_examples/linear_model/plot_sgd_early_stopping.html
    Thu Nov 27 16:33:54 GMT 2025
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  2. Glossary of Common Terms and API Elements &#821...

    2], 2 is the positive class; of [‘no’,...array whose .shape has length 2. Often represents a matrix. API...
    scikit-learn.org/stable/glossary.html
    Thu Nov 27 16:33:57 GMT 2025
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  3. One-class SVM with non-linear kernel (RBF) &#82...

    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
    Thu Nov 27 16:33:54 GMT 2025
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  4. 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
    Thu Nov 27 16:33:57 GMT 2025
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  5. 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/
    Fri Nov 28 04:35:53 GMT 2025
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  6. Outlier detection on a real data set — sc...

    2 ]] # two clusters fig , ax = plt..."outlying points" , xy = ( 4 , 2 ), xycoords = "data"...
    scikit-learn.org/stable/auto_examples/applications/plot_outlier_detection_wine.html
    Thu Nov 27 16:33:57 GMT 2025
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  7. Multilabel classification using a classifier ch...

    2 , random_state = 0 ) Fit models..."Chain 1" , "Chain 2" , "Chain 3" ,...
    scikit-learn.org/stable/auto_examples/multioutput/plot_classifier_chain_yeast.html
    Thu Nov 27 16:33:57 GMT 2025
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  8. A demo of K-Means clustering on the handwritten...

    can use PCA to project into a 2-dimensional space and plot the...reduced_data = PCA ( n_components = 2 ) . fit_transform ( data ) kmeans...
    scikit-learn.org/stable/auto_examples/cluster/plot_kmeans_digits.html
    Thu Nov 27 16:33:57 GMT 2025
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  9. Plot Ridge coefficients as a function of the re...

    - 2 , n_alphas ) coefs = [] for a...
    scikit-learn.org/stable/auto_examples/linear_model/plot_ridge_path.html
    Thu Nov 27 16:33:57 GMT 2025
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  10. Test with permutations the significance of a cl...

    StratifiedKFold ( n_splits = 2 , shuffle = True , random_state...
    scikit-learn.org/stable/auto_examples/model_selection/plot_permutation_tests_for_classification.html
    Thu Nov 27 16:33:55 GMT 2025
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