Some of the reasons why the loss doesn't decrease after a few Epochs are:
a) The model is under-fitting the training data.
b) The learning rate of the model is large.
c) The initialization is not proper (like all the weights initialized with 0 doesn't make the network learn any function)
d) The Regularisation hyper-parameter is quite large.
e). The classic case of vanishing gradients
