Breaking the problem down into features
Given the nature of our dataset, which includes both independent variables (like “Avg. Session Length,” “Time on App,” “Time on Website,” and “Length of Membership”) and a dependent variable (“Yearly Amount Spent”), we will start with a simple regression technique with both ChatGPT and ChatGPT Plus or GPT-4. This will include the following high-level steps:
- Building the model step by step: Users will understand the process of building a machine learning model step by step, including loading the dataset, splitting it into training and testing sets, training the model, making predictions, and evaluating its performance.
- Apply regularization techniques: Users will learn how to apply regularization techniques such as Ridge regression and Lasso regression with cross-validation to improve the performance of a linear regression model. This includes initializing the...
