1. Linear Regression A linear approach to modeling the relationship between a dependent variable and one or more independent variables, assuming a linear relationship. Use Cases: Price prediction Sales forecasting Risk assessment Resource allocation Performance prediction Strengths: Simple and interpretable Computationally efficient Clear feature impact through coefficients Easy to implement and maintain Good baseline model…