Instability of Online Learning for Stateful LSTM for Time Series Forecasting - MachineLearningMastery.com

Some neural network configurations can result in an unstable model. This can make them hard to characterize and compare to other model configurations on the same problem using descriptive statistic...

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Instability of Online Learning for Stateful LSTM for Time Series Forecasting - MachineLearningMastery.com

Source: MachineLearningMastery.com

Some neural network configurations can result in an unstable model. This can make them hard to characterize and compare to other model configurations on the same problem using descriptive statistics. One good example of a seemingly unstable model is the use of online learning (a batch size of 1) for a stateful Long Short-Term Memory […]