Web: https://towardsdatascience.com/sobol-indices-to-measure-feature-importance-54cedc3281bc?source=rss----7f60cf5620c9---4

June 20, 2022, 7:11 p.m. | Valentin Catherine

Towards Data Science - Medium towardsdatascience.com

Understanding the model’s output plays a major role in business-driven projects, and Sobol can help

Photo by Martin Sanchez on Unsplash

Introduction

Every data projects include naturally an initial stage of pre-processing to get:

  • Data in an appropriate format allowing the next stages of the project to function properly.
  • High-quality data to ensure the best performance.

This second point includes two well-known steps from Data Scientists: feature selection and feature engineering.

  • Feature Selection is the process of discarding relatively …

data science feature features python statistics understanding

Machine Learning Researcher - Saalfeld Lab

@ Howard Hughes Medical Institute - Chevy Chase, MD | Ashburn, Virginia

Project Director, Machine Learning in US Health

@ ideas42.org | Remote, US

Data Science Intern

@ NannyML | Remote

Machine Learning Engineer NLP/Speech

@ Play.ht | Remote

Research Scientist, 3D Reconstruction

@ Yembo | Remote, US

Clinical Assistant or Associate Professor of Management Science and Systems

@ University at Buffalo | Buffalo, NY