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Where linear regression fails

Where linear regression fails

In linear regression, we use a single line to predict our data using the line equation. However, we need to use polynomial regression when our data is not a linear dataset but a kind of polynomial curve.

In that case, we need to use a polynomial curve to predict the value the curve can be increasing or decreasing.

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  • Polynomials are algebraic expressions consisting of variables and coefficients.
  • Polynomial regressions are the most used in machine learning.

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