hey , i wanted to add the following things in the file :
Data Preprocessing: Ensure that the data is clean and properly preprocessed. This includes handling missing values, encoding categorical variables, and scaling numerical features.
Feature Engineering: Create new features that might help improve the model's performance.
Model Selection: Use cross-validation to select the best model and hyperparameters.Performance
Metrics: Add more performance metrics to get a better understanding of the model's performance.
Code Efficiency: Optimize the code for better readability and efficiency.
I am in the interest of using regression analysis for this project . Any help on how to do so would be grateful .