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Swiggy built an in-house predicted lifetime value model using over 350 pre-order features and a multi-task MLP for Food and Instamart. Adding order count as an auxiliary task cut model parameters by 63% while improving performance. The pLTV signal powers Google Target ROAS bidding for customer acquisition.
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