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MiniBatchNMF — scikit-learn 1.5.0 documentation
F., Fevotte, C. (2011). WASPA. Examples...scikit-learn.org/stable/modules/generated/sklearn.decomposition.MiniBatchNMF.html -
feed.xml
$\log\left(\frac{1 - f_t}{f_t} + 1\right)$. Here $f_t=\frac{n_t+0.5}{N}$...free text arises and Ctrl+F / Cmd+F don't cut it anymore, using...www.elastic.co/search-labs/rss/feed.xml -
StandardScaler — scikit-learn 1.5.0 documentation
Tony F., Gene H. Golub, and Randall J....scikit-learn.org/stable/modules/generated/sklearn.preprocessing.StandardScaler.html -
IterativeImputer — scikit-learn 1.5.0 documenta...
F. Buck, (1960). “A Method of Estimation...scikit-learn.org/stable/modules/generated/sklearn.impute.IterativeImputer.html -
FeatureHasher and DictVectorizer Comparison — s...
s in raw_data ) / 1e6 print ( f " { len ( raw_data ) } documents...data_size_mb / duration ) print ( f "done in { duration : .3f } s...scikit-learn.org/stable/auto_examples/text/plot_hashing_vs_dict_vectorizer.html -
Classification of text documents using sparse f...
print ( f " { len ( data_train . data ) } documents - " f " { data_train_size_mb...print ( f " { len ( target_names ) } categories" ) print ( f "vectorize...scikit-learn.org/stable/auto_examples/text/plot_document_classification_20newsgroups.html -
Demo of DBSCAN clustering algorithm — scikit-le...
print ( f "Homogeneity: { metrics . homogeneity_score...labels ) : .3f } " ) print ( f "Completeness: { metrics . completeness_score...scikit-learn.org/stable/auto_examples/cluster/plot_dbscan.html -
SelectFpr — scikit-learn 1.5.0 documentation
See also f_classif ANOVA F-value between label/feature...for a discrete target. f_regression F-value between label/feature...scikit-learn.org/stable/modules/generated/sklearn.feature_selection.SelectFpr.html -
Approximate nearest neighbors in TSNE — scikit-...
msg = f "Benchmarking on { dataset_name } :" print ( f " \n {...msg = f "Benchmarking on { dataset_name } :" print ( f " \n {...scikit-learn.org/stable/auto_examples/neighbors/approximate_nearest_neighbors.html -
Post-tuning the decision threshold for cost-sen...
the business metric: print ( f "Business defined metric: { scoring...( X_train , y_train ) print ( f " { tuned_model . best_threshold_...scikit-learn.org/stable/auto_examples/model_selection/plot_cost_sensitive_learning.html