Load the data as a pandas dataframe Clean the data, taking care of the blank entries Run exploratory data analysis and identify the attributes that most affect the charges Develop single variable and multi variable Linear Regression models for predicting the charges Use Ridge regression to refine the performance of Linear regression models.