Which of the Following Statements A), B) or C) Is

question 39

Multiple Choice

Which of the following statements a) , b) or c) is false?

• A) We can use xe "k-means clustering algorithm"k-means clustering via scikit-learn's KMeans estimator (from the sklearn.cluster module) to place each sample in a dataset into a cluster. The KMeans estimator hides from you the algorithm's complex mathematical details, making it straightforward to use.
• B) The following code creates a KMeans object: from sklearn.cluster import KMeans
• Kmeans = KMeans(n_clusters=3, random_state=11)
• C) The keyword argument n_clusters specifies the k-means clustering algorithm's hyperparameter k (in this case, 3), which KMeans requires to calculate the clusters and label each sample. The default value for n_clusters is 8.
• D) All of the above statements are true.

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Definitions:

Future Profitability

An estimation or outlook on the capacity of a business to generate earnings in future periods, often considered for investments or strategy planning.

Deferred Tax Asset

A tax amount that is paid or carried forward, representing future tax savings due to overpayment or advance payment of taxes, or due to allowable temporary differences.

Valuation Allowance

An allowance made against deferred tax assets that are not expected to be realized in full or in part.

Future Benefits

The expected gains or returns from an investment or policy, often used in evaluating its worth.