You are experiencing heavy overfitting issues: the model can easily recognize the data he is trained with (within one epoch), and as the training goes on, he gets specialized more and more to the training dataset. As such, he can not generalize for other data, such as the validation dataset which is not used for training.

Try to reduce your model size, increase the training dataset, reduce the number of epochs, add regularization.