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Things that Aren't Working in Deep Learning

Summary: This may be the golden age of deep learning but a lot can be learned by looking at where deep neural nets aren't working yet. This can be a guide to calming the hype. It can also be a roadmap to future opportunities once these barriers are behind us. We are living in the golden age of deep learning. This is quite literally the technology that launched 10,000 startups (to paraphrase Kevin Kelly's prophetic prediction from 2014 "The business plans of the next 10,000 startups are easy to forecast: Take X and add AI.") Well that happened.