Blockquote
Overfitting if: training loss >> validation loss
Underfitting if: training loss << validation loss
Arent you using << and >> wrongly?
I read first as training loss much greater than validation loss. That is underfitting.
I read second as training loss much less than validation loss. That is overfitting.