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How are LSTM filters (in/mem/out) set?

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Howdy, just a quick question on LSTM networks. I understand pretty much how they work, except for every explanation or video lecture I've seen, they either gloss over or don't explain how the filters are set. One lecture I saw said that the filters are usually binary (or the memory filter is), but still did not explain how that filter was set to 1 or 0. Can someone please explain this to me?

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