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Searching for an arbitrary pattern using a neural network

Suggest any ideas for finding a pattern on a chart. For example "head and shoulders". I can't understand what kind of data to input and how to teach it, because the pattern may occupy different number of bars and have different shapes. The only thing that comes to mind is a convolutional net. But