Ultimate access to all questions.
In the context of developing a machine learning model for a retail company to predict customer churn, which of the following steps should be considered the initial and most critical phase in the machine learning pipeline? The project has constraints including a tight budget, the need for scalability to handle millions of customers, and compliance with data privacy regulations. Choose the best option.