Abstract: Embodiments for managing feature engineering with relational data are provided. A graphical user interface (GUI) that provides a user with the ability to upload a plurality of tables, select joins between the plurality of tables, and select keys for the joins is provided. Responsive to receiving user input indicative of selecting joins between the plurality of tables and selecting keys for the joins utilizing the GUI, the user selections are automatically validated and actions associated with at least some of the plurality of tables are dynamically performed based on the user selections. Information associated with the user selections and the validating is provided. The information includes a recommendation to link a third key in the at least some of the plurality of tables to a fourth key in the at least some of the plurality of tables.

Abstract: Embodiments for managing feature engineering with relational data are provided. A graphical user interface (GUI) that provides a user with the ability to upload a plurality of tables, select joins between the plurality of tables, and select keys for the joins is provided. Responsive to receiving user input indicative of selecting joins between the plurality of tables and selecting keys for the joins utilizing the GUI, the user selections are automatically validated and actions associated with at least some of the plurality of tables are dynamically performed based on the user selections. Information associated with the user selections and the validating is provided. The information includes a recommendation to link a third key in the at least some of the plurality of tables to a fourth key in the at least some of the plurality of tables.

Abstract: Various embodiments of a method, apparatus and article of manufacture for graphically visualizing and manipulating a multidimensional OLAP model are provided. Data describing a multidimensional model is retrieved. The multidimensional model comprises a plurality of groups. Each group has one or more levels. The levels have a hierarchical order. Sets comprising one or more level indicators are displayed. Each set is side-by-side to at least one other set. Each set is associated with one group of the plurality of groups. The one or more level indicators of each set are associated with the one or more levels of the associated group, respectively. The one or more level indicators of each set are displayed in accordance with the hierarchical order of their associated levels. A visual indicator associated with a subset comprising one or more level indicators of each set is displayed.