Abstract: Disclosed herein are various embodiments for training and enriching a natural language processing system. An embodiment operates by determining that a first prediction from a first machine model has been generated based on a dataset comprising a plurality of attributes. A technical map identifying a first subset of attributes of the plurality of attributes used to generate the first prediction by the first machine model is generated. Natural language translations corresponding to at least a portion of the first subset of attributes used to generate the first prediction by the first machine model are identified. A natural language map of the first subset of attributes is generated based on the natural language translations. The natural language map is provided with the first prediction.

Abstract: Sustainability measurement is critical to determine whether industry performance is heading in intended direction. State of the art systems in the field of sustainability measurement fail to consider many parameters which are indicative of the sustainability of industries. The disclosure herein generally relates to industry monitoring, and, more particularly, to a method and system for sustainability measurement in an industrial environment. The system calculates similarity score which indicates similarity between different sentences and indicators, and used the calculated similarity scores and extracted features to classify the sentences as belonging to specific classes. This information is in turn used for measuring sustainability of organization from which input data have been collected.

Abstract: Methods, systems, and computer-readable media are disclosed herein for intelligent defect analysis. In an aspect, a client environment is monitored for defects. Upon detecting and identifying a defect, the defect is analyzed using natural language processing in order to identify one or more keywords associated with the system defect. A historical record associated with the one or more keywords is identified and one or more solutions associated with the historical record are identified based on the keywords. The keywords and associated solutions may then be displayed as a notification on a graphical user interface.

Abstract: Exemplary methods, apparatuses, and systems include a virtual desktop management (VDM) server receiving selection of a virtual desktop from an administrator device and receiving transmission of the virtual desktop from a virtual machine. The virtual desktop is generated by the virtual machine and transmitted concurrently to a remote client device and to the VDM server. The VDM server determines that the received transmission of the virtual desktop includes a policy state and, in response, provides the administrator device with limited management access to the selected virtual machine. The limited management access prevents the administrator device from accessing display data for the virtual desktop. The VDM facilitates sending a request to and receiving permission from the client device to enable the administrator device to access the display data.

Abstract: Exemplary methods, apparatuses, and systems include a virtual desktop management (VDM) server receiving selection of a virtual desktop from an administrator device and receiving transmission of the virtual desktop from a virtual machine. The virtual desktop is generated by the virtual machine and transmitted concurrently to a remote client device and to the VDM server. The VDM server determines that the received transmission of the virtual desktop includes a policy state and, in response, provides the administrator device with limited management access to the selected virtual machine. The limited management access prevents the administrator device from accessing display data for the virtual desktop. The VDM facilitates sending a request to and receiving permission from the client device to enable the administrator device to access the display data.