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“As of 2016, a rough rule of thumb is that a supervised deep learning algorithm will generally achieve acceptable performance with around 5,000 labeled examples per category and will match or exceed human performance when trained with a dataset containing at least 10 million labeled examples”

Ian Goodfellow, Deep Learning
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Deep Learning (Adaptive Computation and Machine Learning series) Deep Learning by Ian Goodfellow
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