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  1. Shrinkage covariance estimation: LedoitWolf vs ...

    [ 1 ] . Its convergence is significantly...* np . log (( plt . ylim ()[ 1 ] - plt . ylim ()[ 0 ])) ymax...
    scikit-learn.org/stable/auto_examples/covariance/plot_covariance_estimation.html
    Tue Mar 17 03:44:38 UTC 2026
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  2. 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
    Tue Mar 17 03:44:36 UTC 2026
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  3. Comparing different hierarchical linkage method...

    y_pred ) + 1 ), ) ) ) plt . scatter ( X [:, 0 ], X [:, 1 ], s = 10...= n_samples , cluster_std = [ 1.0 , 2.5 , 0.5 ], random_state...
    scikit-learn.org/stable/auto_examples/cluster/plot_linkage_comparison.html
    Tue Mar 17 03:44:38 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
    Tue Mar 17 03:44:39 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
    Tue Mar 17 03:44:39 UTC 2026
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  6. Plot the decision surface of decision trees tra...

    1 ], [ 0 , 2 ], [ 0 , 3 ], [ 1 , 2 ], [ 1 , 3 ], [ 2.... subplot ( 2 , 3 , pairidx + 1 ) plt . tight_layout ( h_pad =...
    scikit-learn.org/stable/auto_examples/tree/plot_iris_dtc.html
    Tue Mar 17 03:44:38 UTC 2026
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  7. Crafting a minimal reproducer for scikit-learn ...

    1.43 , 30.01 , 22.17 ], "target"...recent call last) <ipython-input-1-a674e682c281> in <module> 4 vectorizer...
    scikit-learn.org/stable/developers/minimal_reproducer.html
    Tue Mar 17 03:44:39 UTC 2026
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  8. 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
    Tue Mar 17 03:44:38 UTC 2026
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  9. 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
    Tue Mar 17 03:44:39 UTC 2026
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  10. WebTestClient.Builder (Spring Framework 7.0.1 API)

    1.13 exchangeStrategies WebTestClient.Builder...the connector to use Since: 6.1 entityExchangeResult WebTestClient.Builder...
    docs.spring.io/spring-framework/docs/current/javadoc-api/org/springframework/test/web/reactive/se...
    Fri Feb 01 00:00:00 UTC 1980
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