Gait recognition is an emerging biometric technology that identifies individuals based on their unique walking patterns, offering convenience and accuracy compared to traditional methods like fingerprint or facial recognition. Its applications include secure access control, verification of online payments, and even medical diagnoses by detecting abnormalities in walking patterns. Despite its potential, further research is needed to enhance the technology's algorithms and strengthen machine learning models.