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3.3. Metrics and scoring: quantifying the quali...
terms ‘’positive’’ and ‘’negative’’ refer to the classifier’s prediction,...prediction, and the terms ‘’true’’ and ‘’false’’ refer to whether that...scikit-learn.org/stable/modules/model_evaluation.html -
By standardizing on Elasticsearch Service, Sovr...
Sovren’s legacy, on-premise search solution, dtSearch, wasn’t performing...looking through resumes, Sovren’s matching product needs to be...www.elastic.co/customers/sovren -
Querying a petabyte of cloud storage in 10 minu...
seconds if the data isn’t cached. If it’s cached, the performance...minutes if the data isn’t cached. If it’s cached, it completes...www.elastic.co/blog/querying-a-petabyte-of-cloud-storage-in-10-minutes -
Dutch variety retailer triples website sales an...
customers know what’s in stock and what isn’t, and we can offer...website feature wasn’t working. With Elastic, we’re alerted of any...www.elastic.co/customers/dutch-variety-retailer -
Elastic Observability: Built for open standards...
Let’s take a sneak peek at Elastic’s helpful dashboards....applying the power of Elastic’s advanced machine learning (ML)...www.elastic.co/blog/kubernetes-k8s-observability-elasticsearch-cncf -
sklearn.metrics.mean_absolute_percentage_error ...
multioutput {‘raw_values’, ‘uniform_average’} or array-like...None , multioutput = 'uniform_average' ) [source] Mean absolute...scikit-learn.org/stable/modules/generated/sklearn.metrics.mean_absolute_percentage_error.html -
See Inside A Home That Was Built In A Driveway ...
home that's on the market for $581,903. Now there's a 10-foot-wide,...said. "There's a road, but big work trucks can't come through...digg.com/insider/link/see-inside-home-built-in-driveway-washington-dc-on-sale -
sklearn.linear_model.ElasticNetCV — scikit-lear...
selection {‘cyclic’, ‘random’}, default=’cyclic’ If set to ‘random’,...fit_intercept = True , precompute = 'auto' , max_iter = 1000 , tol = 0.0001...scikit-learn.org/stable/modules/generated/sklearn.linear_model.ElasticNetCV.html -
sklearn.ensemble.HistGradientBoostingClassifier...
early_stopping ‘auto’ or bool, default=’auto’ If ‘auto’, early stopping...early_stopping = 'auto' , scoring = 'loss' , validation_fraction...scikit-learn.org/stable/modules/generated/sklearn.ensemble.HistGradientBoostingClassifier.html -
sklearn.compose.make_column_selector — scikit-l...
({ 'city' : [ 'London' , 'London' , 'Paris' , 'Sallisaw' ], ......... 'rating' : [ 5 , 3 , 4 , 5 ]}) >>> ct = make_column_transformer...scikit-learn.org/stable/modules/generated/sklearn.compose.make_column_selector.html -
Glossary of Common Terms and API Elements — sci...
of [‘no’, ‘yes’], ‘yes’ is the positive class; of [‘no’, ‘YES’],...param_grid = { 'loss' : [ 'log_loss' , 'hinge' ]}) This means...scikit-learn.org/dev/glossary.html -
An introduction to machine learning with scikit...
data [: 3 ])) ['setosa', 'setosa', 'setosa'] Here, the first..., dtype = 'float32' ) >>> X . dtype dtype('float32') >>> transformer...scikit-learn.org/stable/tutorial/basic/tutorial.html -
sklearn.model_selection.LearningCurveDisplay — ...
score_type = 'both' , log_scale = 'deprecated' , std_display_style...score_type = 'both' , log_scale = 'deprecated' , std_display_style...scikit-learn.org/stable/modules/generated/sklearn.model_selection.LearningCurveDisplay.html -
sklearn.metrics.get_scorer_names — scikit-learn...
<class 'list'> >>> all_scorers [: 3 ] ['accuracy', 'adjusted...'adjusted_mutual_info_score', 'adjusted_rand_score'] >>> "roc_auc" in...scikit-learn.org/stable/modules/generated/sklearn.metrics.get_scorer_names.html -
Elastic Site Search - Fast, Relevant Search for...
because it’s flexible, fast, and scalable. Elastic's extensible...indexing your website content so it’s searchable. Fully controllable...www.elastic.co/enterprise-search/site-search -
Consensus powers advanced academic search platf...
We're not just a thin AI wrapper on top of someone else's data,...experience. Chris Varano, Consensus's lead search engineer with nearly...www.elastic.co/customers/consensus -
Introducing approximate nearest neighbor search...
documents by skipping over 'tombstones' during the graph search....present a unique challenge, as it’s very difficult to efficiently...www.elastic.co/blog/introducing-approximate-nearest-neighbor-search-in-elasticsearch-8-0 -
Elastic Observability monitors metrics for Micr...
more intuitively using Elastic®’s advanced machine learning (ML)...or failed transactions . That’s right, Elastic offers capabilities...www.elastic.co/observability-labs/blog/observability-monitors-metrics-microsoft-azure -
sklearn.linear_model.Lasso — scikit-learn 1.4.2...
selection {‘cyclic’, ‘random’}, default=’cyclic’ If set to ‘random’,...str = '$UNCHANGED$' , sample_weight : bool | None | str = '$UNCHANGED$'...scikit-learn.org/stable/modules/generated/sklearn.linear_model.Lasso.html -
Custom refit strategy of a grid search with cro...
'kernel': ['rbf']}, {'C': [1, 10, 100, 1000], 'kernel': ['linear']}],...'kernel': ['rbf']}, {'C': [1, 10, 100, 1000], 'kernel': ['linear']}],...scikit-learn.org/stable/auto_examples/model_selection/plot_grid_search_digits.html