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Introducing approximate nearest neighbor search...
called ann-benchmarks which tests the leading algorithms against...and also did well in our own testing. Another benefit of HNSW is...www.elastic.co/blog/introducing-approximate-nearest-neighbor-search-in-elasticsearch-8-0 -
sklearn.dummy.DummyRegressor — scikit-learn 1.4...
n_features) Test samples. Passing None as test samples gives...return_std]) Perform classification on test vectors X. score (X, y[, sample_weight])...scikit-learn.org/stable/modules/generated/sklearn.dummy.DummyRegressor.html -
sklearn.multiclass.OneVsOneClassifier — scikit-...
X_test , y_train , y_test = train_test_split ( ......sklearn.model_selection import train_test_split >>> from sklearn.multiclass...scikit-learn.org/stable/modules/generated/sklearn.multiclass.OneVsOneClassifier.html -
3.3. Metrics and scoring: quantifying the quali...
(pre-test and post-tests): \[\text{post-test odds} = \text{Likelihood...\frac{\text{pre-test probability}}{1 - \text{pre-test probability}},\]...scikit-learn.org/stable/modules/model_evaluation.html -
sklearn.linear_model.ElasticNet — scikit-learn ...
Train error vs Test error Train error vs Test error...shape (n_samples, n_features) Test samples. For some estimators...scikit-learn.org/stable/modules/generated/sklearn.linear_model.ElasticNet.html -
sklearn.ensemble.VotingClassifier — scikit-lear...
the mean accuracy on the given test data and labels. set_fit_request...the mean accuracy on the given test data and labels. In multi-label...scikit-learn.org/stable/modules/generated/sklearn.ensemble.VotingClassifier.html -
plot_multi_metric_evaluation.rst.txt
1)[0][0] best_score = results["mean_test_%s" % scorer][best_index]...etc...) The ``best_estimator_``, ``best_index_``, ``best_score_``...scikit-learn.org/stable/_sources/auto_examples/model_selection/plot_multi_metric_evaluation.rst.txt -
sklearn.covariance.EllipticEnvelope — scikit-le...
the mean accuracy on the given test data and labels. score_samples...the mean accuracy on the given test data and labels. In multi-label...scikit-learn.org/stable/modules/generated/sklearn.covariance.EllipticEnvelope.html -
sklearn.linear_model.LogisticRegressionCV — sci...
scoring option on the given test data and labels. set_fit_request...scoring option on the given test data and labels. Parameters...scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegressionCV.html -
model_evaluation.rst.txt
ratio (pre-test and post-tests): .. math:: \text{post-test odds} =...\frac{\text{pre-test probability}}{1 - \text{pre-test probability}},...scikit-learn.org/stable/_sources/modules/model_evaluation.rst.txt -
sklearn.datasets.fetch_species_distributions — ...
in degrees test record array, shape = (620,) The test points for...scikit-learn.org/stable/modules/generated/sklearn.datasets.fetch_species_distributions.html -
Movie search application | Elastic
for 14 days to go deeper and test these capabilities. Start free...www.elastic.co/demo-gallery/ent-search -
sklearn.ensemble.HistGradientBoostingClassifier...
the mean accuracy on the given test data and labels. set_fit_request...the mean accuracy on the given test data and labels. In multi-label...scikit-learn.org/stable/modules/generated/sklearn.ensemble.HistGradientBoostingClassifier.html -
sklearn.multioutput.ClassifierChain — scikit-le...
X_test , Y_train , Y_test = train_test_split ( ......An iterable yielding (train, test) splits as arrays of indices....scikit-learn.org/stable/modules/generated/sklearn.multioutput.ClassifierChain.html -
sklearn.linear_model.PassiveAggressiveClassifie...
classification of text documents Out-of-core classification of text documents...the mean accuracy on the given test data and labels. set_fit_request...scikit-learn.org/stable/modules/generated/sklearn.linear_model.PassiveAggressiveClassifier.html -
plot_release_highlights_1_4_0.py
X_test, y_train, y_test = train_test_split(X_adult,...n(X_test) print(f"ROC AUC score is {roc_auc_score(y_test, y_decision)}")...scikit-learn.org/stable/_downloads/c15cce0dbcd8722cb5638987eff985c0/plot_release_highlights_1_4_0.py -
sklearn.feature_selection.SequentialFeatureSele...
evaluate the predictions on the test set. NOTE that when using a...An iterable yielding (train, test) splits as arrays of indices....scikit-learn.org/stable/modules/generated/sklearn.feature_selection.SequentialFeatureSelector.html -
sklearn.ensemble.GradientBoostingClassifier — s...
X_test = X [: 2000 ], X [ 2000 :] >>> y_train , y_test = y...y_train ) >>> clf . score ( X_test , y_test ) 0.913... Methods apply...scikit-learn.org/stable/modules/generated/sklearn.ensemble.GradientBoostingClassifier.html -
sklearn.neural_network.MLPRegressor — scikit-le...
X_test , y_train , y_test = train_test_split ( X ,...-7.1...]) >>> regr . score ( X_test , y_test ) 0.4... Methods fit (X,...scikit-learn.org/stable/modules/generated/sklearn.neural_network.MLPRegressor.html -
Relevance workbench | Elastic
for 14 days to go deeper and test these capabilities. Start free...www.elastic.co/demo-gallery/relevance-workbench