Abstract: A method implements an integrated energy data science platform. The method includes presenting a data discovery component, including a map view to select data using the map view. The method further includes presenting a model selection component to select a machine learning model configured with deployment settings and configured to use the data, wherein the deployment settings identify sample features of the data. The method further includes authorizing access to the machine learning model and the data, deploying the machine learning model using the deployment settings, and presenting results generated from the sample features using the machine learning model, wherein the sample features are extracted from the data.

Abstract: A method implements advanced data discovery and visualization for energy data sources. The method includes presenting a map view displaying multiple data locations, receiving a selection identifying a subset of the map view, and selecting multiple application components corresponding to the data locations from the subset of the map view. The method further includes updating, responsive to selecting the application components, a toolbar displayed on the map view to include multiple icons corresponding to the application components. The method further includes presenting a visualization component, of the application components, displaying data, corresponding to a data location, in response to a selection from the toolbar. The method further includes creating, using a workflow component of the application components, a project workspace. The data presented with the visualization component is automatically imported to the project workspace.

Abstract: A method implements advanced application of model operations in energy. The method includes presenting an inspection view with a model list. The method further includes receiving a selection of a list entry, corresponding to a model, from the model list, wherein the model of the list entry is a champion model selected from multiple challenger models corresponding to the list entry. The method further receiving deployment settings of the model, presenting a deployment view with a deployment list with the model, and updating a deployment status of the model in the deployment view.

Abstract: A system for authentication of paper sheet and other articles includes an optical sensor configured to generate an image of a first side of an article and a processor operatively connected to the optical sensor. The processor is configured to generate an image of the article with the optical sensor, the image including features that are illuminated by an external illumination source through the article, and generate an output indicating if the article is authentic in response to the features corresponding to a predetermined plurality of features that are generated from another image of the article corresponding to features in the generated image and in response to a cryptographic signature corresponding to feature data that are extracted from the other image corresponding to a valid cryptographic signature of a predetermined party.

Abstract: A system for authentication of paper sheet and other articles includes an optical sensor configured to generate an image of a first side of an article and a processor operatively connected to the optical sensor. The processor is configured to generate an image of the article with the optical sensor, the image including features that are illuminated by an external illumination source through the article, and generate an output indicating if the article is authentic in response to the features corresponding to a predetermined plurality of features that are generated from another image of the article corresponding to features in the generated image and in response to a cryptographic signature corresponding to feature data that are extracted from the other image corresponding to a valid cryptographic signature of a predetermined party.