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  1. Principal Component Analysis (PCA) on Iris Data...

    0 ], X_reduced [:, 1 ], X_reduced [:, 2 ],...running time of the script: (0 minutes 2.060 seconds) Download Jupyter...
    scikit-learn.org/stable/auto_examples/decomposition/plot_pca_iris.html
    Mon Mar 23 20:39:20 UTC 2026
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  2. 7.2. Feature extraction — scikit-learn 1.8.0 do...

    0, 1, 1, 0], [1, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 1,...1, 1, 1, 0, 0, 0], [0, 0, 1, 1, 1, 1, 0, 1, 0, 0, 0, 0, 1, 1, 0,...
    scikit-learn.org/stable/modules/feature_extraction.html
    Mon Mar 23 20:39:20 UTC 2026
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  3. 1.6. Nearest Neighbors — scikit-learn 1.8.0 doc...

    1., 0., 0., 0.], [0., 0., 0., 1., 1., 0.], [0., 0., 0., 1.,...array([[1., 1., 0., 0., 0., 0.], [1., 1., 0., 0., 0., 0.], [0., 1.,...
    scikit-learn.org/stable/modules/neighbors.html
    Mon Mar 23 20:39:20 UTC 2026
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  4. Version 1.7 — scikit-learn 1.8.0 documentation

    10.0,<=3.10.11 and >=3.11.0,<=3.11.3 . By Jérémie...By gguiomar . #31559 Version 1.7.1 # July 2025 sklearn.base # Fix...
    scikit-learn.org/stable/whats_new/v1.7.html
    Mon Mar 23 20:39:20 UTC 2026
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  5. index.css

    text-shadow: 0px 0px 8px var(--sk-landing-bg-1); } div.sk-landing-top-bar...font-weight: 700; margin: 0 0 1rem 0; } div.sk-landing-body ....
    scikit-learn.org/stable/_static/styles/index.css
    Mon Mar 23 20:39:21 UTC 2026
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  6. Demonstrating the different strategies of KBins...

    array ([[ 0 , 0 ], [ 0 , 5 ], [ 2 , 4 ], [ 8 ,...centers_1 = np . array ([[ 0 , 0 ], [ 3 , 1 ]]) # construct the datasets...
    scikit-learn.org/stable/auto_examples/preprocessing/plot_discretization_strategies.html
    Mon Mar 23 20:39:20 UTC 2026
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  7. Release Highlights for scikit-learn 1.2 — sciki...

    114 -0.052506 -0.592373 3.0 4.0 62 0.189830 -1.973554 2.0 1.0 33...33 -0.416010 2.630382 0.0 1.0 107 1.765012 -0.362176 4.0 3.0 7...
    scikit-learn.org/stable/auto_examples/release_highlights/plot_release_highlights_1_2_0.html
    Mon Mar 23 20:39:21 UTC 2026
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  8. Release Highlights for scikit-learn 1.1 — sciki...

    x0_infrequent_sklearn 0 0.0 0.0 1.0 1 0.0 0.0 1.0 2 1.0 0.0 0.0 3 0.0 1.0 0.0 Performance...linspace ( 0 , 10 , num = 2000 ) X = X_1d . reshape ( - 1 , 1 ) y =...
    scikit-learn.org/stable/auto_examples/release_highlights/plot_release_highlights_1_1_0.html
    Mon Mar 23 20:39:20 UTC 2026
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  9. Release Highlights for scikit-learn 0.24 — scik...

    scikit-learn 1.0 Release Highlights for scikit-learn 1.0 Release Highlights...passed. .. versionadded:: 0.19 0.0 ccp_alpha ccp_alpha: non-negative...
    scikit-learn.org/stable/auto_examples/release_highlights/plot_release_highlights_0_24_0.html
    Mon Mar 23 20:39:20 UTC 2026
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  10. 7.3. Preprocessing data — scikit-learn 1.8.0 do...

    array([[1., 0., 0., 1., 0., 1.], [0., 1., 1., 0., 0., 1.]]) By...2. , 1. , 0.1], [4.4, 2.2, 1.1, 0.1], [4.4, 2.2, 1.2, 0.1], ...,...
    scikit-learn.org/stable/modules/preprocessing.html
    Mon Mar 23 20:39:23 UTC 2026
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