Detect the sequence pattern using LSTM with various sliding window

The dataset is sequence protein and it contains two classes 0 and 1. I need to apply various window size with residual 1. The LSTM model will trained first to build the detection model then we need to test the model using loss and accuracy curve. It need to decide the threshold parameter