1. A method for remotely providing a device status alert, said method comprising: subjecting data indicative of a status of at least one device to an HMM (Hidden Markov Model) and a dynamic programming algorithm to determine a latent state of said at least one device; training a status alert model based on said data subjected to said HMM and said dynamic programming algorithm; expanding said status alert model with respect to a wide range of devices including said at least one device utilizing semi-supervised learning; and integrating said status alert model into a device management application that provides a status alert regarding said at least one device and based on said status alert model.