[HELP NEEDED] train_loss is always greater than valid_loss

you may be right. I will try again with a bigger validation set andcheck.Also after digging the forums for a while a found another post where a guy was having a similar problem.

lesson-2-nb-underfitting

Have a look at it. Iwill also try things mentioned in that post.