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LSTM architectures are designed so that retaining information over long time spans is their default behavior rather than something they must struggle to learn.

Drawn from what Christopher Olah said

What this subject means

neural networks The architecture almost all modern machine learning is built on, and what changes when it gets deeper.

What Christopher Olah actually said

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  1. Christopher Olah

    Interpretability researcher at Anthropic

    LSTMs are explicitly designed to avoid the long-term dependency problem. Remembering information for long periods of time is practically their default behavior, not something they struggle to learn!

Added to korrents 27 Aug 2015 · How quotes work · Something wrong? Tell us

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