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multiple-linear-regression

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Value to Business :: Using this Regression model, the decision-makers will able to understand the properties of various products and stores which play an important and key role in optimizing the Marketing efforts and results in increased sales.

  • Updated Aug 8, 2020
  • Jupyter Notebook

This explains the code for multiple regression model for a sample data saved as dummy2.xlsx. It explains the variability of model i.e. dependency of salary on Experience of Employee and their Gender. It also clarifies whether the average salary for the female employees are lesser than male employees or not.And if yes than by how much.

  • Updated Jan 17, 2022
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We know how to build a model with one X (feature variable) and Y (response variable). But what if we have three feature variables, or may be 10 or 100? Building a separate model for each of them, combining them, and then understanding them will be a very difficult and next to impossible task. By using multiple linear regression, we can build mod…

  • Updated Apr 24, 2022
  • Jupyter Notebook

Supervised-ML---Multiple-Linear-Regression---Toyota-Cars. EDA, Correlation Analysis, Model Building, Model Testing, Model Validation Techniques, Collinearity Problem Check, Residual Analysis, Model Deletion Diagnostics (checking Outliers or Influencers) Two Techniques : 1. Cook's Distance & 2. Leverage value, Improving the Model, Model - Re-buil…

  • Updated Jun 14, 2021
  • Jupyter Notebook

In this repository, we delve into the world of regression analysis. I have provided straightforward examples and in-depth explanations of both simple and multiple regression, helping you gain a solid grasp of these essential statistical techniques.😎✅

  • Updated Sep 16, 2023
  • Jupyter Notebook

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