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  1. Release Highlights — scikit-learn 1.8.0 documen...

    scikit-learn 1.1 Release Highlights for scikit-learn 1.1 Release Highlights...scikit-learn 1.8 Release Highlights for scikit-learn 1.8 Release...
    scikit-learn.org/stable/auto_examples/release_highlights/index.html
    Mon Mar 23 20:39:21 UTC 2026
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  2. The Johnson-Lindenstrauss bound for embedding w...

    by: \[(1 - eps) \|u - v\|^2 < \|p(u) - p(v)\|^2 < (1 + eps) \|u...matrix with size: 1.304 MB Mean distances rate: 1.02 (0.17) Projected...
    scikit-learn.org/stable/auto_examples/miscellaneous/plot_johnson_lindenstrauss_bound.html
    Mon Mar 23 20:39:21 UTC 2026
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  3. One-class SVM with non-linear kernel (RBF) — sc...

    reshape ( - 1 , 1 ), yy . reshape ( - 1 , 1 )], axis = 1 ) DecisionBoundaryDisp...OneClassSVM ( nu = 0.1 , kernel = "rbf" , gamma = 0.1 ) clf . fit (...
    scikit-learn.org/stable/auto_examples/svm/plot_oneclass.html
    Mon Mar 23 20:39:20 UTC 2026
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  4. 12. Dispatching — scikit-learn 1.8.0 documentation

    1. Array API support (experimental) 12.1.1. Enabling...array API support 12.1.2. Example usage 12.1.3. Support for Array...
    scikit-learn.org/stable/dispatching.html
    Mon Mar 23 20:39:21 UTC 2026
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  5. 5. Inspection — scikit-learn 1.8.0 documentation

    1.1. Partial dependence plots 5.1.2. Individual...expectation (ICE) plot 5.1.3. Mathematical Definition 5.1.4. Computation...
    scikit-learn.org/stable/inspection.html
    Mon Mar 23 20:39:20 UTC 2026
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  6. 2.9. Neural network models (unsupervised) — sci...

    \[\sigma(x) = \frac{1}{1 + e^{-x}}\] 2.9.1.3. Stochastic Maximum...for digit classification 2.9.1.1. Graphical model and parametrization...
    scikit-learn.org/stable/modules/neural_networks_unsupervised.html
    Mon Mar 23 20:39:20 UTC 2026
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  7. Novelty detection with Local Outlier Factor (LO...

    n_neighbors) is typically set 1) greater than the minimum number...novelty = True , contamination = 0.1 ) clf . fit ( X_train ) # DO NOT...
    scikit-learn.org/stable/auto_examples/neighbors/plot_lof_novelty_detection.html
    Mon Mar 23 20:39:22 UTC 2026
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  8. sklearn.decomposition — scikit-learn 1.8.0 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
    Mon Mar 23 20:39:23 UTC 2026
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  9. Model Selection — scikit-learn 1.8.0 documentation

    Examples related to the sklearn.model_selection module. Balance model complexity and cross-validated score Class Likelihood Ratios to measure classification performance Comparing randomized search ...
    scikit-learn.org/stable/auto_examples/model_selection/index.html
    Mon Mar 23 20:39:20 UTC 2026
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  10. sklearn.feature_extraction — scikit-learn 1.8.0...

    Feature extraction from raw data. User guide. See the Feature extraction section for further details. From images: Utilities to extract features from images. From text: Utilities to build feature v...
    scikit-learn.org/stable/api/sklearn.feature_extraction.html
    Mon Mar 23 20:39:20 UTC 2026
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