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  1. 7.2. Feature extraction — scikit-learn 1.7.2 do...

    2.0986]}{\sqrt{\big(3^2 + 0^2 + 2.0986^2\big)}} = [...\frac{v}{||v||_2} = \frac{v}{\sqrt{v{_1}^2 + v{_2}^2 + \dots + v{_n}^2}}\)...
    scikit-learn.org/stable/modules/feature_extraction.html
    Mon Nov 03 14:20:03 UTC 2025
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  2. 2.8. Density Estimation — scikit-learn 1.7.2 do...

    [ - 2 , - 1 ], [ - 3 , - 2 ], [ 1 , 1 ], [ 2 , 1 ], [ 3...the distribution of points. 2.8.2. Kernel Density Estimation #...
    scikit-learn.org/stable/modules/density.html
    Mon Nov 03 14:20:03 UTC 2025
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  3. 2.3. Clustering — scikit-learn 1.7.2 documentation

    2 , 2 , 2 , 2 ] >>> metrics . adjusted_mutual_info_score...labels_pred = [ 1 , 1 , 0 , 0 , 2 , 2 , 2 , 2 ] >>> metrics . fowlkes_mallows_score...
    scikit-learn.org/stable/modules/clustering.html
    Mon Nov 03 14:20:05 UTC 2025
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  4. make_hastie_10_2 — scikit-learn 1.7.2 documenta...

    make_hastie_10_2 # sklearn.datasets. make_hastie_10_2 ( n_samples...make_hastie_10_2 >>> X , y = make_hastie_10_2 ( n_samples = 24000...
    scikit-learn.org/stable/modules/generated/sklearn.datasets.make_hastie_10_2.html
    Mon Nov 03 14:20:04 UTC 2025
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  5. 5.2. Permutation feature importance — scikit-le...

    2.2. Relation to impurity-based importance...Ctrl + K GitHub Choose version 5.2. Permutation feature importance...
    scikit-learn.org/stable/modules/permutation_importance.html
    Mon Nov 03 14:20:03 UTC 2025
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  6. 2.5. Decomposing signals in components (matrix ...

    o)}{2} ||H||_{\mathrm{Fro}} ^ 2) * n\_samples\] 2.5.7.2. NMF...2009 2.5.2. Kernel Principal Component Analysis (kPCA) # 2.5.2.1....
    scikit-learn.org/stable/modules/decomposition.html
    Mon Nov 03 14:20:04 UTC 2025
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  7. 1.2. Linear and Quadratic Discriminant Analysis...

    \frac{1}{(2\pi)^{d/2} |\Sigma_k|^{1/2}}\exp\left(-\frac{1}{2} (x-\mu_k)^t...naive_bayes.GaussianNB . 1.2.2.2. LDA # LDA is a special case...
    scikit-learn.org/stable/modules/lda_qda.html
    Mon Nov 03 14:20:05 UTC 2025
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  8. 2.1. Gaussian mixture models — scikit-learn 1.7...

    2.1.2. Variational Bayesian Gaussian...models using a finite mixture. 2.1.2.1. The Dirichlet Process # Here...
    scikit-learn.org/stable/modules/mixture.html
    Mon Nov 03 14:20:04 UTC 2025
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  9. TimeSeriesSplit — scikit-learn 1.7.2 documentation

    2 ], [ 3 , 4 ], [ 1 , 2 ], [ 3 , 4 ], [ 1 , 2 ], [ 3 ,...1] Test: index=[2] Fold 2: Train: index=[0 1 2] Test: index=[3]...
    scikit-learn.org/stable/modules/generated/sklearn.model_selection.TimeSeriesSplit.html
    Mon Nov 03 14:20:03 UTC 2025
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  10. 3.2. Tuning the hyper-parameters of an estimato...

    17 // 2 = 8 24 * 2 = 48 8 // 2 = 4 48 * 2 = 96 4 // 2 = 2 We can...(=n_candidates) 3 * 2 = 6 70 // 2 = 35 6 * 2 = 12 35 // 2 = 17 12 * 2 = 24 17...
    scikit-learn.org/stable/modules/grid_search.html
    Mon Nov 03 14:20:05 UTC 2025
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