Abstract: Anomaly detection in computing environments is disclosed herein. An example method includes receiving an unstructured input stream of data instances from the computing environment, the unstructured input stream being time stamped; categorizing the data instances of the unstructured input stream of data instances, the data instances comprising at least one principle value and a set of categorical attributes determined through machine learning; generating anomaly scores for each of the data instances collected over a period of time; and detecting a change in the categorical attribute that is indicative of an anomaly.

Abstract: Anomaly detection in computing environments is disclosed herein. An example method includes receiving an unstructured input stream of data instances from the computing environment, the unstructured input stream being time stamped; categorizing the data instances of the unstructured input stream of data instances, the data instances comprising at least one principle value and a set of categorical attributes determined through machine learning; generating anomaly scores for each of the data instances collected over a period of time; and detecting a change in the categorical attribute that is indicative of an anomaly.

Abstract: A user interface system for providing insurance including: a media capture unit including a camera; a controller in communication with the media capture unit; and a memory in communication with the controller; wherein the memory includes first asset information previously captured by an asset verification process in which a user captures first visual media information including at least one visual media information including an asset shown from a perspective, wherein the memory additionally including an asset verification software application that, when executed by the controller, causes the controller to: in response to receiving a notification of a loss regarding the asset, prompt the user to capture second asset information using a media prompt including directions for capturing at least one image including a view of the asset from the perspective; and transmit the second asset information to an underwriting server.