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How to set the task of early VIP forecast

In a casino product, the sales team needs to understand as early as possible whether the new player will become a VIP in terms of deposits and turnover. How to formulate a ML-task, target, forecast horizon and business action?

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How to set the task of early VIP forecast — interview question — ML Mentor