Hi I have a regression problem and designed a deep neural network… I run train mynetwork with small dataset an this is my loss versus epoch diagram: red: validation loss, blue: training loss

my validation loss is lower than training loss… my other problem is generalization… when I train my network with all of training data, the loss doesnt change… could you mind helping me solve this?