On a dataset I had done Descriptive & Regression Model Analysis

Target Variable: MPG ​

Model Fit Metrics:

Multiple R: 0.99094212 (strong positive correlation) ​

R Square: 0.981966286 (98.2% variation explained) ​

Adjusted R Square: 0.979142015 (strong model fit) ​

Model Significance:

F Statistic: 3503.05902 (high value, low p-value, model is significant) ​

Key Findings:

Strong model fit and significant variables. ​

Coefficients indicate the direction and magnitude of relationships. ​

Q8: Regression Function ​

Equation:

MPG = -4.596 * Cylinders + 0.119 * ModelYear - 0.00393 * Displacement + 0.0836 * Horsepower + 0.8526 * Weight - 0.867 * Acceleration ​

Explanation: Coefficients show how each feature affects MPG.