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  1. MiniBatchNMF — scikit-learn 1.8.0 documentation

    ||H||_{Fro}^2,\end{aligned}\end{align} \] where \(||A||_{Fro}^2 = \sum_{i,j}...array ([[ 1 , 1 ], [ 2 , 1 ], [ 3 , 1.2 ], [ 4 , 1 ], [ 5 , 0.8...
    scikit-learn.org/stable/modules/generated/sklearn.decomposition.MiniBatchNMF.html
    Tue Mar 17 03:44:39 UTC 2026
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  2. LeavePGroupsOut — scikit-learn 1.8.0 docu...

    group=[2] Test: index=[0 2], group=[1 3] Fold 2: Train: index=[0],...([ 1 , 2 , 1 ]) >>> groups = np . array ([ 1 , 2 , 3 ])...
    scikit-learn.org/stable/modules/generated/sklearn.model_selection.LeavePGroupsOut.html
    Mon Mar 09 14:07:54 UTC 2026
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  3. make_friedman1 — scikit-learn 1.8.0 documentation

    2 ] - 0.5 ) ** 2 + 10 * X [:, 3 ] + 5 *...in Friedman [1] and Breiman [2]. Inputs X are independent features...
    scikit-learn.org/stable/modules/generated/sklearn.datasets.make_friedman1.html
    Tue Mar 17 03:44:39 UTC 2026
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  4. GMM covariances — scikit-learn 1.8.0 documentation

    covariances_ [ n ][: 2 , : 2 ] elif gmm . covariance_type...covariances = gmm . covariances_ [: 2 , : 2 ] elif gmm . covariance_type...
    scikit-learn.org/stable/auto_examples/mixture/plot_gmm_covariances.html
    Tue Mar 17 03:44:39 UTC 2026
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  5. Ordinary Least Squares and Ridge Regression — s...

    [ 2 ]] # Use only one feature X_train...ax = plt . subplots ( ncols = 2 , figsize = ( 10 , 5 ), sharex...
    scikit-learn.org/stable/auto_examples/linear_model/plot_ols_ridge.html
    Tue Mar 17 03:44:38 UTC 2026
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  6. Version 0.15 — scikit-learn 1.8.0 documentation

    Marsi 2 csytracy 2 LK 2 Vlad Niculae 2 Laurent Direr 2 Erik Shilts...Liau 2 abhishek thakur 2 James Yu 2 Rohit Sivaprasad 2 Roland...
    scikit-learn.org/stable/whats_new/v0.15.html
    Tue Mar 17 03:44:39 UTC 2026
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  7. Dimensionality Reduction with Neighborhood Comp...

    ( n_components = 2 )) # Reduce dimension to 2 with NeighborhoodComponen...the different samples on the 2 first principal components. Linear...
    scikit-learn.org/stable/auto_examples/neighbors/plot_nca_dim_reduction.html
    Tue Mar 17 03:44:38 UTC 2026
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  8. dcg_score — scikit-learn 1.8.0 documentation

    log_base = 2 , sample_weight = None , ignore_ties...outputs. log_base float, default=2 Base of the logarithm used for...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.dcg_score.html
    Tue Mar 17 03:44:39 UTC 2026
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  9. BaggingRegressor — scikit-learn 1.8.0 documenta...

    float \(R^2\) of self.predict(X) w.r.t. y . Notes The \(R^2\) score...the method is known as Bagging [2] . When random subsets of the...
    scikit-learn.org/stable/modules/generated/sklearn.ensemble.BaggingRegressor.html
    Tue Mar 17 03:44:39 UTC 2026
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  10. Normal, Ledoit-Wolf and OAS Linear Discriminant...

    centers = [[ - 2 ], [ 2 ]]) # add non-discriminative...features_samples_ratio , acc_clf1 , linewidth = 2 , label = "LDA" , color = "gold"...
    scikit-learn.org/stable/auto_examples/classification/plot_lda.html
    Tue Mar 17 03:44:39 UTC 2026
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