Is it unlawful to complete my postgraduate studies while having children and household responsibilities, especially since I am already working?

There is no objection to the wife completing her studies and obtaining a higher degree if her field of study is permissible, her husband grants her permission, and she is able to balance her studies with raising her children, especially if her specialization is something the Ummah needs and benefits society.