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CogStack transforms healthcare with Elasticsear...
source version of Elastic to test some early proofs of concept,”...risk to patients “If there is a test that shows an abnormality, CogStack...www.elastic.co/customers/nhs -
sklearn.neighbors.KNeighborsRegressor — scikit-...
n_indexed) if metric == ‘precomputed’ Test samples. Returns : y ndarray...shape (n_samples, n_features) Test samples. For some estimators...scikit-learn.org/stable/modules/generated/sklearn.neighbors.KNeighborsRegressor.html -
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.model_selection.HalvingRandomSearchCV —...
cross-validated score of the best_estimator. best_params_ dict Parameter...that gave the best results on the hold out data. best_index_ int...scikit-learn.org/stable/modules/generated/sklearn.model_selection.HalvingRandomSearchCV.html -
sklearn.covariance.OAS — scikit-learn 1.4.2 doc...
score (X_test[, y]) Compute the log-likelihood of X_test under the...: X_test array-like of shape (n_samples, n_features) Test data...scikit-learn.org/stable/modules/generated/sklearn.covariance.OAS.html -
sklearn.ensemble.StackingClassifier — scikit-le...
train_test_split >>> X_train , X_test , y_train , y_test = train_test_split..., y_train ) . score ( X_test , y_test ) 0.9... Methods decision_function...scikit-learn.org/stable/modules/generated/sklearn.ensemble.StackingClassifier.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.feature_selection.RFECV — scikit-learn ...
test) splits as arrays of indices....ndarrays A dict with keys: split(k)_test_score ndarray of shape (n_s...scikit-learn.org/stable/modules/generated/sklearn.feature_selection.RFECV.html -
AI & ML Search Engine - Take Search to the Next...
Scalable for any use case Test, operationalize, and scale up...pipelines for sentiment analysis, text classification, and named entity...www.elastic.co/enterprise-search/machine-learning -
sklearn.covariance.LedoitWolf — scikit-learn 1....
score (X_test[, y]) Compute the log-likelihood of X_test under the...: X_test array-like of shape (n_samples, n_features) Test data...scikit-learn.org/stable/modules/generated/sklearn.covariance.LedoitWolf.html