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An Introductory Guide to Data Science and Machine Learning

Multivariate Linear Regression

Explore how multivariate linear regression uses several independent variables to predict an outcome. This lesson guides you through analyzing data relationships, building regression equations, and applying gradient descent for optimization in practical machine learning scenarios.

We'll cover the following...

Multivariate Linear Regression

In Multivariate Linear Regression, we have multiple input or independent features. Based on these features, we predict an output column. Again, let’s use the Tips Dataset.

We will use the following columns from the dataset for Multivariate Analysis.

  • Total_bill: It is the total bill of food served.

  • Sex: It is the sex of the bill payer. ...