The below LSTM Model predicts the monthly cases of Chickenpox. It gives the Next Step forecast as well as multi-step forecast by learning from the previous values. There is no need to explaination as the code is amply documented.
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LSTM (Univariate, Multi-step) - Time Series forecasting of Chickenpox cases