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Machine learning in particular is hugely important for startups--for example, given a rich training dataset of deals you've bought from a deal site (with predictors such as type of deal, location, price, datetime, number of friends who've bought them, etc), can we train a model that'll rank deals by likelihood that'll you'll purchase them?

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