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Would you use deep learning?

Imagine you're building an app that allows you to take a picture of your clothes and then shows you a pair of shoes that would match well. This app needs a machine learning module that's in charge of identifying the type of clothes you are wearing, as well as their color and texture. Would you use deep learning to accomplish this task?

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