"/usr/local/lib/python3.6/dist-packages/statsmodels/tools/_testing.py:19: FutureWarning: pandas.util.testing is deprecated. Use the functions in the public API at ...

When it is set to 'lstm', the encoder and decoder are both simple ... the attention mechanism tells a Neural Machine Translation model where it should pay attention to. A simple encoder-decoder model ...

To overcome the limitations of existing methods, we present an attention-based long-short-term memory (LSTM) encoder–decoder model in which the historical time series of a pixel is encoded with a ...

As the name suggests, this model employs the previously mentioned attention mechanism. Comparable to LSTM, the transformer is designed to convert one sequence into another utilizing two components ...