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Examples based on real world datasets — scikit-...
Applications to real world problems with some medium sized datasets or interactive user interface. Compressive sensing: tomography reconstruction with L1 prior (Lasso) Faces recognition example usi...scikit-learn.org/stable/auto_examples/applications/index.html -
sklearn.kernel_approximation — scikit-learn 1.5...
Approximate kernel feature maps based on Fourier transforms and count sketches. User guide. See the Kernel Approximation section for further details.scikit-learn.org/stable/api/sklearn.kernel_approximation.html -
sklearn.naive_bayes — scikit-learn 1.5.2 docume...
Naive Bayes algorithms. These are supervised learning methods based on applying Bayes’ theorem with strong (naive) feature independence assumptions. User guide. See the Naive Bayes section for furt...scikit-learn.org/stable/api/sklearn.naive_bayes.html -
load_sample_image — scikit-learn 1.5.2 document...
Gallery examples: Color Quantization using K-Meansscikit-learn.org/stable/modules/generated/sklearn.datasets.load_sample_image.html -
precision_recall_fscore_support — scikit-learn ...
beta = 1.0 , labels = None , pos_label = 1 , average = None...score reaches its best value at 1 and worst score at 0. The F-beta...scikit-learn.org/stable/modules/generated/sklearn.metrics.precision_recall_fscore_support.html -
dict_learning_online — scikit-learn 1.5.2 docum...
* || U || _1 , 1 ( U , V ) with || V_k || _2 = 1 for all 0 <=...Added in version 1.1. Deprecated since version 1.4: max_iter=None...scikit-learn.org/stable/modules/generated/sklearn.decomposition.dict_learning_online.html -
Curve Fitting with Bayesian Ridge Regression — ...
values (alpha_init = 1.90, lambda_init = 1.), the bias of the resulting...scale = 0.1 , size = size ) x_test = np . linspace ( 0.0 , 1.0 , 100...scikit-learn.org/stable/auto_examples/linear_model/plot_bayesian_ridge_curvefit.html -
SGD: convex loss functions — scikit-learn 1.5.2...
z >= - 1 ] = ( 1 - z [ z >= - 1 ]) ** 2 loss [ z >= 1.0 ] = 0...([ xmin , 0 , 0 , xmax ], [ 1 , 1 , 0 , 0 ], color = "gold" ,...scikit-learn.org/stable/auto_examples/linear_model/plot_sgd_loss_functions.html -
Label Propagation learning a complex structure ...
X [ labels == - 1 , 0 ], X [ labels == - 1 , 1 ], color = "darkorange"...circle), 1 (belonging to the inner circle), and -1 (unknown)....scikit-learn.org/stable/auto_examples/semi_supervised/plot_label_propagation_structure.html -
Metrics configuration options | APM Java Agent ...
dedot_custom_metrics ( [ 1.22.0 ] Added in 1.22.0. ) Replaces dots...gram_boundaries ( [ 1.37.0 ] Added in 1.37.0. experimental) This...www.elastic.co/guide/en/apm/agent/java/current/config-metrics.html