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  1. Faces dataset decompositions — scikit-learn 1.8...

    mean ( axis = 1 ) . reshape ( n_samples , - 1 ) print ( "Dataset...regularisation. Duality gap: 1.144e-05, tolerance: 1.173e-06 /home/circ...
    scikit-learn.org/stable/auto_examples/decomposition/plot_faces_decomposition.html
    Mon Mar 23 20:39:20 UTC 2026
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  2. TestExecutionListeners.MergeMode (Spring Framew...

    1 Author: Sam Brannen Nested Class...
    docs.spring.io/spring-framework/docs/current/javadoc-api/org/springframework/test/context/TestExe...
    Fri Feb 01 00:00:00 UTC 1980
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  3. 9.2. Computational Performance — scikit-learn 1...

    1.1. Bulk versus Atomic mode # In...data as more complex ones. 9.2.1. Prediction Latency # One of the...
    scikit-learn.org/stable/computing/computational_performance.html
    Mon Mar 23 20:39:20 UTC 2026
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  4. Nested versus non-nested cross-validation — sci...

    = { "C" : [ 1 , 10 , 100 ], "gamma" : [ 0.01 , 0.1 ]} # We will...Iris Dataset" , x = 0.5 , y = 1.1 , fontsize = "15" , ) # Plot...
    scikit-learn.org/stable/auto_examples/model_selection/plot_nested_cross_validation_iris.html
    Mon Mar 23 20:39:22 UTC 2026
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  5. 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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  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. Various Agglomerative Clustering on a 2D embedd...

    1 , 0.95 ]) # ---------- # 2D embedding...time of the script: (0 minutes 1.491 seconds) Download Jupyter...
    scikit-learn.org/stable/auto_examples/cluster/plot_digits_linkage.html
    Mon Mar 23 20:39:20 UTC 2026
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  9. 3.4. Metrics and scoring: quantifying the quali...

    1 , 1 , 1 , 1 , 1 ] >>> y_pred = [ 0 , 1 , 0 , 1 , 0 ,..., 0 , 1 , 1 , 1 , 1 , 1 ] >>> y_pred = [ 0 , 1 , 0 , 1 , 0 ,...
    scikit-learn.org/stable/modules/model_evaluation.html
    Mon Mar 23 20:39:21 UTC 2026
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  10. 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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