Deep learning is used in many different cases specially where it is very hard to explain how we do something, such as image recognizing, translation of language, understanding language, bioinformatics.
In these task it is not easy explain how actually it is done, because our brain do most stuff automatically.
Recently Deep Learning is also used to generate image, or do complex task such as playing game, making decision.
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