It is not so much as how little you eat, as it is what you eat.. yes being in a deficit will cause weight loss. You will also sacrifice muscle. Eating in a deficit of the correct foods and healthy food is the answer. Tracking and weighing portion is a huge benefit.
Diet plus the correct exercise plan will get you better results.