The Smart Traffic Sentinels project focuses on enhancing road safety and law enforcement using machine learning techniques. It incorporates helmet detection for motorcyclists and car number plate recognition to identify rule violations, such as riding without a helmet or unauthorized vehicles. This system is designed to assist traffic authorities in real-time monitoring and ensure compliance with traffic regulations.