Abstract: In some implementations, a network monitoring system may measure a traffic metric for a first component of a network device. The network monitoring system may determine, based on a trained component monitoring model, that an obtained measurement of the traffic metric for the first component satisfies a criteria associated with the traffic metric pattern. The network monitoring system may compare, based on determining that the obtained measurement satisfies the criteria, the obtained measurement to a corresponding measurement of the traffic metric for a second component of the network device. The network monitoring system may determine that a measurement difference between the obtained measurement for the first component and the corresponding measurement for the second component satisfies a difference threshold. The network monitoring system may perform, based on the measurement difference satisfying the difference threshold, an action associated with the first component.

Abstract: A network device enables browsing of a plurality of pre-defined VMs associated with IoT devices. The network device receives, from a user device, selection of a first pre-defined VM from the plurality of pre-defined VMs, wherein the first pre-defined VM includes at least one first device state and at least one first sensor type, and receives, from the user device, instructions to modify the first pre-defined VM, by adding an additional device state or an additional sensor type to the first pre-defined VM or by removing the at least one first device state or the at least one first sensor type from the first pre-defined VM, to create a first customized VM associated with a first physical IoT device. The network device stores the first customized VM in a database, and uses the first customized VM for accessing or controlling the first physical IoT device.

Abstract: A method, performed by a mobile communication device, may include obtaining one or more images, extracting one or more features from the one or more images, and determining a dermatological classification for the obtained one or more images based on the extracted one or more images and based on a dermatological analysis model. The method may further include determining a recommendation based on the determined dermatological classification and providing information about the determined dermatological classification along with the recommendation to a user of the mobile communication device.