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  1. Release Highlights for scikit-learn 0.23 &#8212...

    2. From 1.2, use # PartialDependenceDis...lam = np . exp ( X [:, 5 ]) / 2 ) X_train , X_test , y_train ,...
    scikit-learn.org/stable/auto_examples/release_highlights/plot_release_highlights_0_23_0.html
    Fri Nov 28 11:32:54 GMT 2025
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  2. Release Highlights for scikit-learn 1.4 —...

    2 Release Highlights for scikit-learn 1.2 Release Highlights..."adult" , version = 2 , return_X_y = True ) # Remove...
    scikit-learn.org/stable/auto_examples/release_highlights/plot_release_highlights_1_4_0.html
    Fri Nov 28 11:32:52 GMT 2025
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  3. The Johnson-Lindenstrauss bound for embedding w...

    v\|^2 < \|p(u) - p(v)\|^2 < (1 + eps) \|u - v\|^2\] Where...\geq 4 log(n\_samples) / (eps^2 / 2 - eps^3 / 3)\] The first plot...
    scikit-learn.org/stable/auto_examples/miscellaneous/plot_johnson_lindenstrauss_bound.html
    Fri Nov 28 11:32:52 GMT 2025
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  4. 1.3. Kernel ridge regression — scikit-lea...

    Kernel ridge regression (KRR)[M2012] combines Ridge regression and classification(linear least squares with L_2-norm regularization) with the kernel trick. It thus learns a linear function in the s...
    scikit-learn.org/stable/modules/kernel_ridge.html
    Fri Nov 28 11:32:55 GMT 2025
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  5. A demo of the Spectral Co-Clustering algorithm ...

    This example demonstrates how to generate a dataset and bicluster it using the Spectral Co-Clustering algorithm. The dataset is generated using the make_biclusters function, which creates a matrix ...
    scikit-learn.org/stable/auto_examples/bicluster/plot_spectral_coclustering.html
    Fri Nov 28 11:32:54 GMT 2025
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  6. Examples based on real world datasets — s...

    Applications to real world problems with some medium sized datasets or interactive user interface. Compressive sensing: tomography reconstruction with L1 prior (Lasso) Faces recognition example usi...
    scikit-learn.org/stable/auto_examples/applications/index.html
    Fri Nov 28 11:32:54 GMT 2025
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  7. 12.1. Array API support (experimental) — ...

    2.2. Meta-estimators # Meta-estimators...device . type 'cuda' 12.1.2. Support for Array API -compatible...
    scikit-learn.org/stable/modules/array_api.html
    Fri Nov 28 11:32:55 GMT 2025
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  8. 14. External Resources, Videos and Talks &#8212...

    2. Videos # The scikit-learn YouTube...
    scikit-learn.org/stable/presentations.html
    Fri Nov 28 11:32:54 GMT 2025
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  9. HuberRegressor vs Ridge on dataset with strong ...

    2.0 , size = 4 ) X_outliers [: 2 , :] += X . max...y_outliers [: 2 ] += y . min () - y . mean () / 4.0 y_outliers [ 2 :] +=...
    scikit-learn.org/stable/auto_examples/linear_model/plot_huber_vs_ridge.html
    Fri Nov 28 11:32:52 GMT 2025
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  10. Elasticsearch for Apache Hadoop version 8.12.2 ...

    2 ES-Hadoop 8.12.2 is a version compatibility...for Apache Hadoop version 8.12.2 IMPORTANT : This documentation...
    www.elastic.co/guide/en/elasticsearch/hadoop/8.19/eshadoop-8.12.2.html
    Mon Oct 20 16:31:51 GMT 2025
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