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PROFESSIONAL-DATA-ENGINEER · Question #146

You have some data, which is shown in the graphic below. The two dimensions are X and Y, and the shade of each dot represents what class it is. You want to classify this data accurately using a linear

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Submitted by sofia.br· Mar 30, 2026Operationalizing machine learning models

Question

You have some data, which is shown in the graphic below. The two dimensions are X and Y, and the shade of each dot represents what class it is. You want to classify this data accurately using a linear algorithm. To do this you need to add a synthetic feature. What should the value of that feature be?

Exhibit

PROFESSIONAL-DATA-ENGINEER question #146 exhibit

Options

  • AX^2+Y^2
  • BX^2
  • CY^2
  • Dcos(X)

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Topics

#Feature Engineering#Machine Learning#Classification#Linear Models
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