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Vector Quantization Example — scikit-learn 1.6....
face ( gray = True ) print ( f "The dimension of the image is...raccoon_face . shape } " ) print ( f "The data used to encode the image...scikit-learn.org/stable/auto_examples/cluster/plot_face_compress.html -
dump_svmlight_file — scikit-learn 1.6.1 documen...
data will be written to f. f should be opened in binary mode....dump_svmlight_file ( X , y , f , * , zero_based = True , comment...scikit-learn.org/stable/modules/generated/sklearn.datasets.dump_svmlight_file.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 -
Clustering text documents using k-means — sciki...
print ( f "LSA done in { time () - t0 : .3f } s" ) print ( f "Explained...unique_labels . shape [ 0 ] print ( f " { len ( dataset . data ) } documents...scikit-learn.org/stable/auto_examples/text/plot_document_clustering.html -
SGD: convex loss functions — scikit-learn 1.6.1...
"Decision function $f(x)$" ) plt . ylabel ( "$L(y=1, f(x))$" ) plt ....scikit-learn.org/stable/auto_examples/linear_model/plot_sgd_loss_functions.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 -
Prediction Intervals for Gradient Boosting Regr...
f ( xx ), "g:" , linewidth = 3 , label = r "$f(x) = x\,\sin(x)$"...( xx , f ( xx ), "g:" , linewidth = 3 , label = r "$f(x) = x\,\sin(x)$"...scikit-learn.org/stable/auto_examples/ensemble/plot_gradient_boosting_quantile.html -
gads.js
;var f=o(e,l,p,t);if(f){if(!f.allow)return d(f),!1;i=f}}}cat...n e.pbLg=f.low,e.pbMg=f.med,e.pbHg=f.high,e.pbAg=f.auto,e.pb...adcdn.goo.ne.jp/images/js/gads.js -
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 -
Plotting Learning Curves and Checking Models’ S...
set_title ( f "Learning Curve for { estimator...[ 0 , ax_idx ] . set_title ( f "Scalability of the { estimator...scikit-learn.org/stable/auto_examples/model_selection/plot_learning_curve.html