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Tag: Outliers

The Outlier Story — Leverage and Influential Point in Linear Regression
Latest  Machine Learning

The Outlier Story — Leverage and Influential Point in Linear Regression

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September 19, 2021

Author(s): Supriya Ghosh Originally published on Towards AI. Data Science Image by Will Myers on unsplash For understanding any Outliers and Unusual Observations in linear regression, it is important to understand a formal and basic definition of Linear regression. “Linear regression is …

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Outlier Detection and Treatment: A Beginner's Guide
Latest  Machine Learning

Outlier Detection and Treatment: A Beginner's Guide

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May 8, 2019

Author(s): Swetha Lakshmanan Originally published on Towards AI. Nature of Outliers: Top highlight One of the most important steps in data pre-processing is outlier detection and treatment. Machine learning algorithms are very sensitive to the range and distribution of data points. Data …

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