EDA
Correlation Analysis
Model Building
Model Testing
Model Validation Techniques Two Techniques: 1. Collinearity Check & 2. Residual Analysis
Model Deletion Diagnostics (checking Outliers or Influencers) Two Techniques : 1. Cook's Distance & 2. Leverage value
Improving the Model
Collinearity Remedy : Best Subset Selection using Rsquared and AIC values
Model - Re-build, Re-check and Re-improve - 2
Model - Re-build, Re-check and Re-improve - 3
Model - Re-build, Re-check and Re-improve - 4
Final Model
Model Predictions