The primary difference between cardio and weight training for fat loss lies in their mechanisms. Cardio focuses on elevating the heart rate through continuous activity, burning calories during and after exercise, which can lead to direct fat loss. In contrast, weight training builds lean muscle mass, which can boost resting metabolism and enhance overall fat burning in the long term. An effective fat loss program incorporates both cardio and strength training for optimal results.