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  1. SGDClassifier — scikit-learn 1.8.0 docume...

    loss/||x||**2) . ‘pa2’: passive-aggressive algorithm 2, see [1]...eta = hinge_loss / (||x||**2 + 1/(2 eta0)) . Added in version...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.SGDClassifier.html
    Mon Dec 15 15:02:31 GMT 2025
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  2. t-SNE: The effect of various perplexity values ...

    2 sec circles, perplexity=50 in...n_samples = 150 n_components = 2 ( fig , subplots ) = plt . subplots...
    scikit-learn.org/stable/auto_examples/manifold/plot_t_sne_perplexity.html
    Mon Dec 15 15:02:33 GMT 2025
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  3. locally_linear_embedding — scikit-learn 1...

    (n_components + 1) / 2. see reference [2] modified use the modified...n_components = 2 ) >>> embedding . shape (100, 2) Gallery...
    scikit-learn.org/stable/modules/generated/sklearn.manifold.locally_linear_embedding.html
    Mon Dec 15 15:02:31 GMT 2025
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  4. KernelCenterer — scikit-learn 1.8.0 docum...

    - 2. , 2. ], ... [ - 2. , 1. , 3. ], ... [ 4. , 1. , - 2. ]]...K array([[ 9., 2., -2.], [ 2., 14., -13.], [ -2., -13., 21.]])...
    scikit-learn.org/stable/modules/generated/sklearn.preprocessing.KernelCenterer.html
    Mon Dec 15 15:02:33 GMT 2025
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  5. OutlierMixin — scikit-learn 1.8.0 documen...

    2 ], [ 2 , 3 ], [ 3 , 4 ]]) >>>...
    scikit-learn.org/stable/modules/generated/sklearn.base.OutlierMixin.html
    Mon Dec 15 15:02:33 GMT 2025
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  6. supervised_learning.rst.txt

    toctree:: :maxdepth: 2 modules/linear_model modules/lda_qda.rst...
    scikit-learn.org/stable/_sources/supervised_learning.rst.txt
    Mon Dec 15 15:02:33 GMT 2025
      538 bytes
     
  7. affinity_propagation — scikit-learn 1.8.0...

    2 ], [ 1 , 4 ], [ 1 , 0 ], ... [ 4 , 2 ], [ 4 , 4...
    scikit-learn.org/stable/modules/generated/sklearn.cluster.affinity_propagation.html
    Mon Dec 15 15:02:30 GMT 2025
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  8. Release Highlights for scikit-learn 0.22 &#8212...

    2. From 1.2, use RocCurveDisplay instead....n_neighbors = 2 ) print ( imputer . fit_transform ( X )) [[1. 2. 4. ]...
    scikit-learn.org/stable/auto_examples/release_highlights/plot_release_highlights_0_22_0.html
    Mon Dec 15 15:02:31 GMT 2025
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  9. make_friedman3 — scikit-learn 1.8.0 docum...

    in Friedman [1] and Breiman [2]. Inputs X are 4 independent features...<= 560 * pi , 0 <= X [:, 2 ] <= 1 , 1 <= X [:, 3 ]...
    scikit-learn.org/stable/modules/generated/sklearn.datasets.make_friedman3.html
    Mon Dec 15 15:02:30 GMT 2025
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  10. Evaluate the performance of a classifier with C...

    set_printoptions ( precision = 2 ) # Plot non-normalized confusion...n_redundant = 0 , n_classes = 2 , random_state = 42 , ) X_train...
    scikit-learn.org/stable/auto_examples/model_selection/plot_confusion_matrix.html
    Mon Dec 15 15:02:31 GMT 2025
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