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FeatureHasher and DictVectorizer Comparison — s...
{'that': 1, 'is': 2, 'one': 2, 'example': 1, 'but': 1, 'this':...'this': 1, 'another': 1}) Observe in particular that the repeated token...scikit-learn.org/stable/auto_examples/text/plot_hashing_vs_dict_vectorizer.html -
GammaRegressor — scikit-learn 1.8.0 documentation
alpha = 1.0 , fit_intercept = True , solver...Parameters : alpha float, default=1 Constant that multiplies the L2...scikit-learn.org/stable/modules/generated/sklearn.linear_model.GammaRegressor.html -
DetCurveDisplay — scikit-learn 1.8.0 documentation
y_true is in {-1, 1} or {0, 1}, pos_label is set to 1, otherwise...version 1.8: y_pred is deprecated and will be removed in 1.10. Use...scikit-learn.org/stable/modules/generated/sklearn.metrics.DetCurveDisplay.html -
Nearest Neighbors Classification — scikit-learn...
feature_names [ 1 ], shading = "auto" , alpha =.... iloc [:, 0 ], X . iloc [:, 1 ], c = y , edgecolors = "k" )...scikit-learn.org/stable/auto_examples/neighbors/plot_classification.html -
precision_recall_fscore_support — scikit-learn ...
beta = 1.0 , labels = None , pos_label = 1 , average = None...score reaches its best value at 1 and worst score at 0. The F-beta...scikit-learn.org/stable/modules/generated/sklearn.metrics.precision_recall_fscore_support.html -
Caching nearest neighbors — scikit-learn 1.8.0 ...
= True ) n_neighbors_list = [ 1 , 2 , 3 , 4 , 5 , 6 , 7 , 8 ,...fig , axes = plt . subplots ( 1 , 2 , figsize = ( 8 , 4 )) axes...scikit-learn.org/stable/auto_examples/neighbors/plot_caching_nearest_neighbors.html -
v_measure_score — scikit-learn 1.8.0 documentation
1 , 1 ], [ 0 , 0 , 1 , 1 ]) 1.0 >>> v_measure_score...v_measure_score ([ 0 , 0 , 1 , 1 ], [ 1 , 1 , 0 , 0 ]) 1.0 Labelings that...scikit-learn.org/stable/modules/generated/sklearn.metrics.v_measure_score.html -
MissingIndicator — scikit-learn 1.8.0 documenta...
1 , 3 ], ... [ 4 , 0 , np . nan ], ... [ 8 , 1 , 0 ]])...all strings. Added in version 1.0. See also SimpleImputer Univariate...scikit-learn.org/stable/modules/generated/sklearn.impute.MissingIndicator.html -
MiniBatchKMeans — scikit-learn 1.8.0 documentation
array ([[ 1 , 2 ], [ 1 , 4 ], [ 1 , 0 ], ... [ 4 , 2...0 , 1 ], [ 2 , 2 ], ... [ 3 , 2 ], [ 5 , 5 ], [ 1 , - 1 ]]) >>>...scikit-learn.org/stable/modules/generated/sklearn.cluster.MiniBatchKMeans.html -
RidgeClassifierCV — scikit-learn 1.8.0 document...
1, 1.0, 10.0) , * , fit_intercept...shape (n_alphas,), default=(0.1, 1.0, 10.0) Array of alpha values...scikit-learn.org/stable/modules/generated/sklearn.linear_model.RidgeClassifierCV.html