I cant train an LSTM model to forecast future sales

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I want to train sales data using LSTM model but While training there is no any progress in the loss. The loss is increasing or remain the same, as I parse the data to make it ready for the model but no improvements. you can find the link to the code here. Also you can find the data in Here

I tried many times with different layers and different learning rates but no improvements in the loss or metrics like Mean Square Error.

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