Ankle weights are not likely to make you faster when used alone. While they may increase leg muscle strength, which can give you more explosive speed — you'll need to incorporate consistent and specific strength training to boost your power to speed up. Using ankle weights while walking and running can lead to muscle imbalance, so use them for exercises like leg lifts to help build hip and hamstring strength.