Non-Linearity: Can Linear Regression Compete With Gradient Boosting? | by Samuele Mazzanti | Oct, 2024


Some weeks in the past, I revealed a post on LinkedIn.

The publish was primarily based on the next determine, evaluating the predictions made by two fashions: Linear Regression, and CatBoost.

[Image by Author]

The gist of the publish was {that a} gradient-boosting mannequin like CatBoost appears to supply a extra “cheap” interpretation of the connection between a predictor and the goal variable (specifically, home situation and home worth).

Certainly, many relationships in nature are non-linear.

The publish obtained some objections, amongst which the next remark stood out for the massive variety of likes:

Remark part of this LinkedIn post.

This began a dialogue, and I discovered the next remark (written by the identical writer…

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