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on 17-May-2025 (Sat)

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Flashcard 7702122990860

Tags
#deep-learning #keras #lstm #python #sequence
Question
Time series benchmark problems found in the literature ... are often conceptually simpler than many tasks already solved by LSTM. They often do not require RNNs at all, because all relevant information about the next event is conveyed by [...] contained within a small time window. — Applying LSTM to Time Series Predictable through Time-Window Approaches, 2001
Answer
a few recent events

statusnot learnedmeasured difficulty37% [default]last interval [days]               
repetition number in this series0memorised on               scheduled repetition               
scheduled repetition interval               last repetition or drill

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literature ... are often conceptually simpler than many tasks already solved by LSTM. They often do not require RNNs at all, because all relevant information about the next event is conveyed by <span>a few recent events contained within a small time window. — Applying LSTM to Time Series Predictable through Time-Window Approaches, 2001 <span>

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