Avoid echoing with LSTM











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In this twitter thread https://twitter.com/jlowin/status/1061085224862433280, Jeremiah says that the author makes the error of echoing in this article https://heartbeat.fritz.ai/using-a-keras-long-shortterm-memory-lstm-model-to-predict-stock-prices-a08c9f69aa74



"3/6 The echo is the result of a model collapsing in a fit of maximum worthlessness. The model is saying, "My best guess is that tomorrow is pretty much going to be like today," or x_t+1 ≈ x_t. You don't need an AI for that. You barely need a calculator."



Whats wrong with the author model? how should he have done to avoid echo?



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  • Welcome to SO; please do take some time to read What topics can I ask about here?
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up vote
0
down vote

favorite












In this twitter thread https://twitter.com/jlowin/status/1061085224862433280, Jeremiah says that the author makes the error of echoing in this article https://heartbeat.fritz.ai/using-a-keras-long-shortterm-memory-lstm-model-to-predict-stock-prices-a08c9f69aa74



"3/6 The echo is the result of a model collapsing in a fit of maximum worthlessness. The model is saying, "My best guess is that tomorrow is pretty much going to be like today," or x_t+1 ≈ x_t. You don't need an AI for that. You barely need a calculator."



Whats wrong with the author model? how should he have done to avoid echo?



Thanks










share|improve this question






















  • Welcome to SO; please do take some time to read What topics can I ask about here?
    – desertnaut
    Nov 10 at 11:34










  • I'm voting to close this question as off-topic because it is not related to programming
    – desertnaut
    Nov 10 at 11:35













up vote
0
down vote

favorite









up vote
0
down vote

favorite











In this twitter thread https://twitter.com/jlowin/status/1061085224862433280, Jeremiah says that the author makes the error of echoing in this article https://heartbeat.fritz.ai/using-a-keras-long-shortterm-memory-lstm-model-to-predict-stock-prices-a08c9f69aa74



"3/6 The echo is the result of a model collapsing in a fit of maximum worthlessness. The model is saying, "My best guess is that tomorrow is pretty much going to be like today," or x_t+1 ≈ x_t. You don't need an AI for that. You barely need a calculator."



Whats wrong with the author model? how should he have done to avoid echo?



Thanks










share|improve this question













In this twitter thread https://twitter.com/jlowin/status/1061085224862433280, Jeremiah says that the author makes the error of echoing in this article https://heartbeat.fritz.ai/using-a-keras-long-shortterm-memory-lstm-model-to-predict-stock-prices-a08c9f69aa74



"3/6 The echo is the result of a model collapsing in a fit of maximum worthlessness. The model is saying, "My best guess is that tomorrow is pretty much going to be like today," or x_t+1 ≈ x_t. You don't need an AI for that. You barely need a calculator."



Whats wrong with the author model? how should he have done to avoid echo?



Thanks







machine-learning deep-learning lstm






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asked Nov 10 at 8:37









Z8888

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  • Welcome to SO; please do take some time to read What topics can I ask about here?
    – desertnaut
    Nov 10 at 11:34










  • I'm voting to close this question as off-topic because it is not related to programming
    – desertnaut
    Nov 10 at 11:35


















  • Welcome to SO; please do take some time to read What topics can I ask about here?
    – desertnaut
    Nov 10 at 11:34










  • I'm voting to close this question as off-topic because it is not related to programming
    – desertnaut
    Nov 10 at 11:35
















Welcome to SO; please do take some time to read What topics can I ask about here?
– desertnaut
Nov 10 at 11:34




Welcome to SO; please do take some time to read What topics can I ask about here?
– desertnaut
Nov 10 at 11:34












I'm voting to close this question as off-topic because it is not related to programming
– desertnaut
Nov 10 at 11:35




I'm voting to close this question as off-topic because it is not related to programming
– desertnaut
Nov 10 at 11:35

















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