Invalid methodology

[Tsardoz]

Time series data should never be split randomly as you have done. Sliding windows ensure most of the validation set is at least 80% similar to the training set. You can see this from the validation loss which continues to decrease despite 2000 epochs. Cross validation should be done subject-wise.