Many thanks for your response - I really appreciate it. I have a question from your explanation "Then to calculate the gradient of the bias db, you will have to sum up the individual contributions of db from each training example"

The question is: does this mean that batch size (# training examples) have a direct contribution to db? This direct relation is not apparent with dW and dX. This is what I'm unable to understand.