Introduction to Data Science by Laura Igual & Santi Seguí

Author:Laura Igual & Santi Seguí
Language: eng
Format: epub, pdf
Publisher: Springer International Publishing, Cham

This model is called polynomial regression and it is a popular nonlinear regression technique which models the relationship between the response and the variables as an p-th order polynomial. The higher the order of the polynomial, the more complex the functions you can fit. However, using higher-order polynomial can involve computational complexity and overfitting. Overfitting occurs when a model fits the characteristics of the training data and loses the capacity to generalize from the seen to predict the unseen.

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