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  1. SGDRegressor — scikit-learn 1.7.1 documentation

    tol = 0.001 , shuffle = True , verbose = 0 , epsilon = 0.1 , random_state...( loss = 'squared_error' , * , penalty = 'l2' , alpha = 0.0001...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.SGDRegressor.html
    Sat Aug 23 16:32:04 UTC 2025
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  2. feature_extraction.rst.txt

    _feature_extraction: ========== Feature extraction ========== .. currentmodule::...Loading features from dicts ========== The class :class:`DictVectorizer`...
    scikit-learn.org/stable/_sources/modules/feature_extraction.rst.txt
    Sat Aug 23 16:32:04 UTC 2025
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  3. poisson_gamma_tweedie_distributions.png

    encoding=ISO-8859-1, compression=none keyword=Software, value=matplotlib...0.2540005 width=1200, height=350, bitDepth=8, colorType=RGBAlpha, ...
    scikit-learn.org/stable/_images/poisson_gamma_tweedie_distributions.png
    Sat Aug 23 16:32:03 UTC 2025
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  4. Robust linear model estimation using RANSAC — s...

    linear_model n_samples = 1000 n_outliers = 50 X , y , coef = datasets . make_regression...n_samples = n_samples , n_features = 1 , n_informative = 1 , noise...
    scikit-learn.org/stable/auto_examples/linear_model/plot_ransac.html
    Sat Aug 23 16:32:04 UTC 2025
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  5. LocallyLinearEmbedding — scikit-learn 1.7.1 doc...

    n_neighbors = 5 , n_components = 2 , reg = 0.001 , eigen_solver = 'auto'...'auto' , tol = 1e-06 , max_iter = 100 , method = 'standard' , hessian_tol...
    scikit-learn.org/stable/modules/generated/sklearn.manifold.LocallyLinearEmbedding.html
    Sat Aug 23 16:32:04 UTC 2025
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  6. DecisionBoundaryDisplay — scikit-learn 1.7.1 do...

    multiclass_colors = None , xlabel = None , ylabel = None , ax = None , **...plot_method = 'contourf' , ax = None , xlabel = None , ylabel = None...
    scikit-learn.org/stable/modules/generated/sklearn.inspection.DecisionBoundaryDisplay.html
    Sat Aug 23 16:32:03 UTC 2025
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  7. Demonstration of multi-metric evaluation on cro...

    alpha = 0.1 if sample == "test" else 0 , color = color , )...style , color = color , alpha = 1 if sample == "test" else 0.7...
    scikit-learn.org/stable/auto_examples/model_selection/plot_multi_metric_evaluation.html
    Sat Aug 23 16:32:03 UTC 2025
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  8. HashingVectorizer — scikit-learn 1.7.1 document...

    binary=False , norm='l2' , alternate_sign=True , dtype=<class..., input='content' , encoding='utf-8' , decode_error='strict'...
    scikit-learn.org/stable/modules/generated/sklearn.feature_extraction.text.HashingVectorizer.html
    Sat Aug 23 16:32:04 UTC 2025
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  9. Release Highlights for scikit-learn 1.3 — sciki...

    random_state = rng ) coef = rng . uniform ( low =- 10 , high = 20 , size...size = n_features ) y = rng . gamma ( shape = 2 , scale = np ....
    scikit-learn.org/stable/auto_examples/release_highlights/plot_release_highlights_1_3_0.html
    Sat Aug 23 16:32:03 UTC 2025
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  10. Better Binary Quantization (BBQ) in Lucene and ...

    max_{v_{c1}'}=max(v_{c1}')=0.19,min_{v_{c1}'}=min(v_{c1}')=-0.38 Q(x_{s})...bin(v_{c1}') = [0, 1, 1, 0, 0, 0, 0, 0] 0b00000110 = 6 v 1 = [ 0.56...
    www.elastic.co/search-labs/blog/better-binary-quantization-lucene-elasticsearch
    Mon Aug 25 00:52:24 UTC 2025
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