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Surveillance systems have evolved over the years with the help of Artificial Intelligence (AI), Computer Vision, Digital Image Processing, Big Data, and the Internet of Things (IoT). These advancements have enabled the deployment of deep learning algorithms to record real-time video and provide AI-based video analytics which increases productivity and provides organizations with a wealth of non-security related data and insights. Alert-based monitoring systems have replaced eyeball monitoring and can send alerts based on any anomalies observed in the defined standard operating procedures (SOPs) to the central command center.