Ms Murad is an Iraqi Yazidi who was tortured and raped by Islamic State militants and later became the face of a campaign to free the Yazidi people.
Dr Mukwege is a Congolese gynaecologist who, along with his colleagues, has treated tens of thousands of victims.
Some 331 individuals and organisations were nominated for the prestigious peace award this year.