Abstract: The disclosure generally describes methods, software, and systems for providing solution descriptions. A problem description of a problem is received, from a client, at a cloud-based reasoning service. A solution description for a solution to the problem is received. Case metadata for a case defining the problem and solution are generated by the cloud-based reasoning service. The case metadata, including the problem description and solution description, are stored by the cloud-based reasoning service in a cases repository associating solutions with problems. A new problem is received at the cloud-based reasoning service. An automated analysis of the new problem is performed, and a comparison is made of the new problem with existing solutions in the cases repository to identify solutions matching the new problem. A new solution description is provided that is based on a match between the new problem description and the problem description and using the problem solution.

Abstract: Computer-readable media, methods, and systems are disclosed for scheduling a start time and a shutdown time of one or more online resources associated with a multi-cloud resource scheduler. A request from a first user is received to access a multi-cloud resource scheduler associated with one or more online resources. Responsive to the request from the first user, credentials of the first user are validated prior to providing access to the multi-cloud resource scheduler. Based upon validating the credentials of the first user, access to the multi-cloud resource scheduler is provided. Instructions are received from the first user to schedule a start time and a shutdown time of at least one online cloud resource connected to the multi-cloud resource scheduler. An availability of the at least one online cloud resource is established for access by a second user based on the instructions.

Abstract: Some embodiments are directed to a federated machine learning, including the inference and training. Inference may be done by applying multiple machine learnable models to a mapped record. The mapped record may be obtained by applying a mapping rule to a local record. The mapping rule may generalize or extend data features in the local record.

Abstract: In one general aspect, a method can include receiving, in a user interface of a first page of an application executing on a computing device, a selection of an animation option, receiving, in a user interface of a second page of the application executing on the computing device, a selection of an icon. In response to receiving the selection of the icon, the method can further include launching a third page of the application, and performing an animation of a visual presentation of the launching of the third page of the application from the second page of the application. The animation can be based on the received animation option selection.

Abstract: Computer-readable media, methods, and systems are disclosed for storing and analyzing dynamic data within a semantic data store. The dynamic data comprises one or more types of data having a normalized data schema. A dynamic data manager interfaces with the semantic data store to instruct storage of the data. The data may be received through an event service from either of an external data source or an internal data source.

Abstract: The disclosure generally describes methods, software, and systems for providing solution descriptions. A problem description of a problem is received, from a client, at a cloud-based reasoning service. A solution description for a solution to the problem is received. Case metadata for a case defining the problem and solution are generated by the cloud-based reasoning service. The case metadata, including the problem description and solution description, are stored by the cloud-based reasoning service in a cases repository associating solutions with problems. A new problem is received at the cloud-based reasoning service. An automated analysis of the new problem is performed, and a comparison is made of the new problem with existing solutions in the cases repository to identify solutions matching the new problem. A new solution description is provided that is based on a match between the new problem description and the problem description and using the problem solution.

Abstract: The disclosure generally describes methods, software, and systems for providing solution descriptions. A problem description of a problem is received, from a client, at a cloud-based reasoning service. A solution description for a solution to the problem is received. Case metadata for a case defining the problem and solution are generated by the cloud-based reasoning service. The case metadata, including the problem description and solution description, are stored by the cloud-based reasoning service in a cases repository associating solutions with problems. A new problem is received at the cloud-based reasoning service. An automated analysis of the new problem is performed, and a comparison is made of the new problem with existing solutions in the cases repository to identify solutions matching the new problem. A new solution description is provided that is based on a match between the new problem description and the problem description and using the problem solution.

Abstract: Disclosed herein are system, method, and computer program product embodiments for adding a template engine to a Cascading Style Sheets (CSS) grid layout to display content using different templates. An embodiment operates by generating a grid layout component based on a template. The generated grid layout component defines a layout type based on a cascading style sheet (CSS) grid layout. The embodiment generates a grid component comprising a set of grid cell components based on a view file. Each grid cell component represents a grid cell in the CSS grid layout, and each grid cell component is mapped to one or more rows and one or more columns in the CSS grid layout. The embodiment then displays content of the set of grid cell components using the layout type.

Abstract: Disclosed herein are system, method, and computer program product embodiments for obtaining feedback in an explicit, non-disruptive manner. An embodiment operates by determining a trigger corresponding to a feedback event, where the trigger is associated with a particular application that is registered with a feedback application associated with the feedback event; detecting an application event corresponding to the trigger occurs during an execution of the particular application; receiving a screenshot of a user interface of the particular application at a time of the detecting; providing a notification indicating that feedback corresponding to the application event is requested; receiving a request to launch the feedback event; and receiving feedback corresponding to the feedback event via the feedback application.

Abstract: Techniques for implementing a digital assistant that provides proactive notifications to users, summarizes data and relevant situations, forecasts/predicts future outcomes, simulates outcomes under different assumptions, generates recommendations to improve observed or assumed situations, and provides explanations for calculated outcomes are disclosed. In some example embodiments, a computer system is configured to detect a data change in one or more data sources, the data change corresponding to a monitored data object, generate a predicted future value for the monitored data object based on the detected data change, identify a deviation between the predicted future value and a planned future value for the monitored data object, determine that the identified deviation is relevant for a specific user at a specific time and in a specific context, and cause a notification corresponding to the deviation to be displayed on a computing device based on the determination that the deviation is relevant.

Abstract: System, method, and computer program product embodiments describe back navigation features of a page. In an embodiment, a display device displays the page in a first layout, selected from a set of layouts associated with the page, for displaying a first content. The display device navigates from the first layout to one or more subsequent layouts, each subsequent layout selected from the set of layouts. The subsequent layouts include a second layout that concurrently displays the first content and a second related content in separate panels of the second layout. The display device stores a navigation sequence from the first layout through each of the subsequent layouts. Responsive to receiving a command to return to the first layout, the display device selects the first layout, from the stored navigation sequence, to navigate from the second layout to the first layout. Then, the page is rendered using the selected first layout.

Abstract: Disclosed herein are system, method, and computer program product embodiments for implementing facet components and facet collection components for dynamic switching between display contexts. An embodiment operates by presenting, via a first rendering component, a first graphical representation of a numeric component in a first display context within a graphical user interface, determining a second display context associated with the numeric component, and loading a second rendering component associated with the second display context into the numeric component. Further, the embodiment presents, via the second rendering component, a second graphical representation of the numeric component in the second display context within the graphical user interface.

Abstract: Disclosed herein are system, method, and computer program product embodiments for a system for bi-directional communication between windows. An embodiment operates by receiving a panel selection of a second panel of a first window comprising at least a first panel and the second panel. The second panel is undocked from the first window responsive to the panel selection. An item selection is received from either the first window or the second window. It is determined that the item selection corresponds to one of the first window or the second window as a selected window. The displayed information in the unselected window is updated corresponding to the item selection.

Abstract: Disclosed herein are system, method, and computer program product embodiments for adding a template engine to a Cascading Style Sheets (CSS) grid layout to display content using different templates. An embodiment operates by generating a grid layout component based on a template. The generated grid layout component defines a layout type based on a cascading style sheet (CSS) grid layout. The embodiment generates a grid component comprising a set of grid cell components based on a view file. Each grid cell component represents a grid cell in the CSS grid layout, and each grid cell component is mapped to one or more rows and one or more columns in the CSS grid layout. The embodiment then displays content of the set of grid cell components using the layout type.

Abstract: The disclosure generally describes methods, software, and systems for providing solution descriptions. A problem description of a problem is received, from a client, at a cloud-based reasoning service. A solution description for a solution to the problem is received. Case metadata for a case defining the problem and solution are generated by the cloud-based reasoning service. The case metadata, including the problem description and solution description, are stored by the cloud-based reasoning service in a cases repository associating solutions with problems. A new problem is received at the cloud-based reasoning service. An automated analysis of the new problem is performed, and a comparison is made of the new problem with existing solutions in the cases repository to identify solutions matching the new problem. A new solution description is provided that is based on a match between the new problem description and the problem description and using the problem solution.

Abstract: In one general aspect, a method can include generating a user interface for an enterprise application executing on a computing device using a flexible screen layout. The generating can include displaying, on a display device included in the computing device, a first user interface for the enterprise application including a first column that occupies an available screen area of the display device and that presents first content, receiving, in the first user interface, a selection for forward navigation, and displaying, on the display device, a second user interface for the enterprise application. The second user interface can include a second column presenting the first content and a third column presenting the second content that can occupy the available screen area of the display device. The flexible screen layout can adjust a size of the second column and the third column based on the available screen area of the display device.

Abstract: Disclosed herein are system, method, and computer program product embodiments for implementing facet components and facet collection components for dynamic switching between display contexts. An embodiment operates by presenting, via a first rendering component, a first graphical representation of a numeric component in a first display context within a graphical user interface, determining a second display context associated with the numeric component, and loading a second rendering component associated with the second display context into the numeric component. Further, the embodiment presents, via the second rendering component, a second graphical representation of the numeric component in the second display context within the graphical user interface.

Abstract: Disclosed herein are system, method, and computer program product embodiments for obtaining feedback in an explicit, non-disruptive manner. An embodiment operates by determining a trigger corresponding to a feedback event, where the trigger is associated with a particular application that is registered with a feedback application associated with the feedback event; detecting an application event corresponding to the trigger occurs during an execution of the particular application; receiving a screenshot of a user interface of the particular application at a time of the detecting; providing a notification indicating that feedback corresponding to the application event is requested; receiving a request to launch the feedback event; and receiving feedback corresponding to the feedback event via the feedback application.

Abstract: Systems and techniques for deep hierarchy navigation include instantiating user interface (UI) components of an application in an application view on a computing device, where each of the UI components is represented by an application (app) model. For each of the UI components, dependencies on other objects are mapped including paths to the other objects. In response to an action to submit data contained in the UI components, each of the UI components is checked against validation rules. In response to one of the UI components violating one of the validation rules, an error in the UI component violating the rule is identified in a popover window using the mapped dependencies to identify the error. In response to a selection of the error in the popover window, the application is focused on the UI component containing the error.

Abstract: System, method, and computer program product embodiments describe utilizing a page having a flexible layout for accessing content across multiple applications. In an embodiment, a display device displays a first content on a page associated with a set of layouts. The page uses a one-panel layout having one panel that that encompasses the first content. Responsive to detecting a selection of a portion of the first content within the one-panel layout, the display device receives a second content for displaying within the page. Then, the display devices renders the page using a two-panel layout having a first panel that is vertically adjacent to a second panel to display the first and second content alongside each other. The first and second panels respectively display the first and second content.