Security is one of the major components of the Smart Cities Mission of the Indian Government. This paper presents an efficient way of improving the existing security system and making the threat prevention and protection process more automated. We introduce a dynamic smart security camera system which has a trained image classifier model fed into it that observes and recognizes the movements and gestures of the human or object in its video range and detects any illegal or suspicious activity.