This document discusses fad diets and their shortcomings. It defines fad diets as those that are temporarily popular but lack long term goals and scientific backing. The document categorizes common fad diets like Atkins, Paleo, and 5:2 into groups based on whether they exaggerate or restrict food groups, eliminate certain foods, emphasize supplementation, or promote a particular lifestyle. It notes potential risks of nutrient deficiencies, medical issues, and weight regain when diets end. In contrast, the document advocates sustainable lifestyle changes like balanced diets, moderate exercise, and happiness for long term healthy weight loss.