translating a deep learning flowchart to network

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i want to program a encoder-decoder network using keras and tensorflow libraries, where i know the flowchart but I am unable to programme it using python.can anybody help me writing this.

Here input is time-frequency analysis(2d scalogram) generated from 1d time series

The flowchart is attached here enter image description here



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