May 9, 2024, 5:09 p.m. | Nicolas Lupi

Towards Data Science - Medium towardsdatascience.com

A versatile and promising approach for the feature selection task

Photo by Edu Grande on Unsplash

Feature selection is a critical step in many machine learning pipelines. In practice, we generally have a wide range of variables available as predictors for our models, but only a few of them are related to our target. Feature selection consists of finding a reduced set of these features, mainly for:

  • Improved generalization — using a reduced number of features minimizes the risk of …

feature selection machine learning model optimization optuna programming

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