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I think you meant pattern recognition instead of pattern matching in you question. Because pattern matching has nothing to do with NNs as far as I know. So RNNs is the easiest architecture you could use for this task. Have a look at this post. http://karpathy.github.io/2015/05/21/rnn-effectiveness/ It's long, but it's very well written and explains why RNNs ...

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