I have been working on time series modeling with different types of ANN’s on Kaggle. I wanted to find out the rainfall forecast for the next 5 years.

I reffered to a notebook in Kaggle for the code for modeling FNN, TLNN, LSTM, SANN. The link for the public notebook is given below: Kaggle Notebook

I wanted the rainfall forecast for the next 5 years: 2023-2027. No matter how I try I cant seem to get the satisfactory result. However I have got the forecasts for the test data. I tried model.predict() function but it doesnt work.