vaitybharati / P27.-Supervised-ML---Multiple-Linear-Regression---Toyoto-Cars

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-build, Re-check and Re-improve - 2, Model - Re-build, Re-check and Re-improve - 3, Final Model, Model Predictions.

P27.-Supervised-ML---Multiple-Linear-Regression---Toyoto-Cars

EDA

Correlation Analysis

Model Building

Model Testing

Model Validation Techniques

1. Collinearity Problem Check
2. Residual Analysis

Model Deletion Diagnostics (checking Outliers or Influencers) Two Techniques : 1. Cook's Distance & 2. Leverage value

Improving the Model

Model - Re-build, Re-check and Re-improve - 2

Model - Re-build, Re-check and Re-improve - 3

Final Model

Model Predictions