Abstract: A computer-implemented method includes: registering, by a computer device, a device to a network; collecting, by the computer device, device data from the device through the network; compiling, by the computer device, training data from the collected device data; training, by the computer device, a machine learning model using the training data; predicting, by the computer device and using the machine learning model, a time when the device will be in an inactive system state; and automatically scheduling, by the computer device and based on the predicting, an application of an update for the time when the device is in the inactive system state.