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We now need to be able to determine in real-time the best loyalty gift for each customer. To do this, we will leverage Machine Learning to analyse each customers purchasing history.

Each customers unique purchasing history will influence which of our top 8 products from the previous activity will be selected as an appropriate loyalty gift.