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  1. NMF — scikit-learn 1.6.0 documentation

    array ([[ 1 , 1 ], [ 2 , 1 ], [ 3 , 1.2 ], [ 4 , 1 ], [ 5 , 0.8...version 1.5: Xt was deprecated in 1.5 and will be removed in 1.7....
    scikit-learn.org/stable/modules/generated/sklearn.decomposition.NMF.html
    Fri Dec 20 11:14:14 UTC 2024
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  2. 1.2. Linear and Quadratic Discriminant Analysis...

    equal to \(\frac{1}{n - 1} X_k^tX_k = \frac{1}{n - 1} V S^2 V^t\)...\frac{1}{(2\pi)^{d/2} |\Sigma_k|^{1/2}}\exp\left(-\frac{1}{2} (x-\mu_k)^t...
    scikit-learn.org/stable/modules/lda_qda.html
    Fri Dec 20 11:14:16 UTC 2024
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  3. StandardScaler — scikit-learn 1.6.0 documentation

    ( data )) [[-1. -1.] [-1. -1.] [ 1. 1.] [ 1. 1.]] >>> print (...0 , 0 ], [ 0 , 0 ], [ 1 , 1 ], [ 1 , 1 ]] >>> scaler = StandardScaler...
    scikit-learn.org/stable/modules/generated/sklearn.preprocessing.StandardScaler.html
    Fri Dec 20 11:14:14 UTC 2024
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  4. StratifiedShuffleSplit — scikit-learn 1.6.0 doc...

    array ([[ 1 , 2 ], [ 3 , 4 ], [ 1 , 2 ], [ 3 , 4 ], [ 1 , 2 ], [...np . array ([ 0 , 0 , 0 , 1 , 1 , 1 ]) >>> sss = StratifiedShuffleSpl...
    scikit-learn.org/stable/modules/generated/sklearn.model_selection.StratifiedShuffleSplit.html
    Fri Dec 20 11:14:14 UTC 2024
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  5. Kernel PCA — scikit-learn 1.6.0 documentation

    1 ], c = y_train ) train_ax . set_ylabel ( "Feature #1" )...= make_circles ( n_samples = 1_000 , factor = 0.3 , noise = 0.05...
    scikit-learn.org/stable/auto_examples/decomposition/plot_kernel_pca.html
    Fri Dec 20 11:14:18 UTC 2024
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  6. Lasso — scikit-learn 1.6.0 documentation

    1 ) >>> clf . fit ([[ 0 , 0 ], [ 1 , 1 ], [ 2 , 2...* || W || _11 where \(||W||_{1,1}\) is the sum of the magnitude...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.Lasso.html
    Fri Dec 20 11:14:16 UTC 2024
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  7. Release Highlights for scikit-learn 1.0 — sciki...

    scikit-learn 1.1 Release Highlights for scikit-learn 1.1 Release Highlights...import make_pipeline y = [ 1 , 0 , 1 ] pipe = make_pipeline ( preprocessor...
    scikit-learn.org/stable/auto_examples/release_highlights/plot_release_highlights_1_0_0.html
    Fri Dec 20 11:14:18 UTC 2024
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  8. PassiveAggressiveRegressor — scikit-learn 1.6.0...

    default=1.0 Maximum step size (regularization). Defaults to 1.0. fit_intercept...PassiveAggressiveReg ( * , C = 1.0 , fit_intercept = True , max_iter...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.PassiveAggressiveRegressor.html
    Fri Dec 20 11:14:16 UTC 2024
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  9. KernelPCA — scikit-learn 1.6.0 documentation

    coef0 = 1 , kernel_params = None , alpha = 1.0 , fit_inverse_transform...means 1 unless in a joblib.parallel_backend context. -1 means...
    scikit-learn.org/stable/modules/generated/sklearn.decomposition.KernelPCA.html
    Fri Dec 20 11:14:14 UTC 2024
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  10. MiniBatchSparsePCA — scikit-learn 1.6.0 documen...

    means 1 unless in a joblib.parallel_backend context. -1 means...tol to 0.0. Added in version 1.1. max_no_improvement int or None,...
    scikit-learn.org/stable/modules/generated/sklearn.decomposition.MiniBatchSparsePCA.html
    Fri Dec 20 11:14:16 UTC 2024
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