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  1. ParameterSampler — scikit-learn 1.7.2 documenta...

    'a' : 2 }, ... { 'b' : 1.038159 , 'a' : 2 }] True On this...>>> param_grid = { 'a' :[ 1 , 2 ], 'b' : expon ()} >>> param_list...
    scikit-learn.org/stable/modules/generated/sklearn.model_selection.ParameterSampler.html
    Wed Sep 24 16:15:24 UTC 2025
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  2. Multiclass Receiver Operating Characteristic (R...

    This can be done in 2 different ways: the One-vs-Rest...linearly separable from the other 2; the latter are not linearly separable...
    scikit-learn.org/stable/auto_examples/model_selection/plot_roc.html
    Wed Sep 24 16:15:25 UTC 2025
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  3. Sparse coding with a precomputed dictionary — s...

    ) ** 2 / width ** 2 ) * np . exp ( - (( x - center ) ** 2 ) /.../ ( 2 * width ** 2 )) ) return x def ricker_matrix ( width , resolution...
    scikit-learn.org/stable/auto_examples/decomposition/plot_sparse_coding.html
    Wed Sep 24 16:15:25 UTC 2025
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  4. DictionaryLearning — scikit-learn 1.7.2 documen...

    _Fro ^ 2 + alpha * || U || _1 , 1 ( U , V ) with || V_k || _2 <=...X_hat - X ) ** 2 , axis = 1 ) / np . sum ( X ** 2 , axis = 1 ))...
    scikit-learn.org/stable/modules/generated/sklearn.decomposition.DictionaryLearning.html
    Wed Sep 24 16:15:25 UTC 2025
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  5. Gaussian Mixture Model Selection — scikit-learn...

    2 ), C ) # general component_2 = 0.7 * np . random...scatter ( component_2 [:, 0 ], component_2 [:, 1 ], s = 0.8 )...
    scikit-learn.org/stable/auto_examples/mixture/plot_gmm_selection.html
    Wed Sep 24 16:15:25 UTC 2025
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  6. grid_to_graph — scikit-learn 1.7.2 documentation

    'int64' with 2 stored elements and shape (2, 2)> Coords Values...= bool ) >>> mask [[ 1 , 2 ], [ 1 , 2 ], :] = True >>> graph =...
    scikit-learn.org/stable/modules/generated/sklearn.feature_extraction.image.grid_to_graph.html
    Wed Sep 24 16:15:25 UTC 2025
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  7. sparse_encode — scikit-learn 1.7.2 documentation

    2 ], ... [ 1 , 1 , 1 ], ... [ 0 , 1 , 1 ], ... [ 0 , 2 , 1...
    scikit-learn.org/stable/modules/generated/sklearn.decomposition.sparse_encode.html
    Wed Sep 24 16:15:26 UTC 2025
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  8. NotFittedError — scikit-learn 1.7.2 documentation

    2 ], [ 2 , 3 ], [ 3 , 4 ]]) ... except...
    scikit-learn.org/stable/modules/generated/sklearn.exceptions.NotFittedError.html
    Wed Sep 24 16:15:24 UTC 2025
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  9. Version 0.14 — scikit-learn 1.7.2 documentation

    Roland 2 Diego Molla 2 Imran Haque 2 Jochen Wersdörfer 2 Sergey...Sergey Karayev 2 Yannick Schwartz 2 jamestwebber 1 Abhijeet Kolhe...
    scikit-learn.org/stable/whats_new/v0.14.html
    Sun Sep 21 07:22:53 UTC 2025
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  10. Multi-dimensional scaling — scikit-learn 1.7.2 ...

    X_true ** 2 ) . sum ()) / np . sqrt (( X_nmds ** 2 ) . sum ())...X_true = rng . randint ( 0 , 20 , 2 * n_samples ) . astype ( float...
    scikit-learn.org/stable/auto_examples/manifold/plot_mds.html
    Wed Sep 24 16:15:25 UTC 2025
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