Abstract: Techniques are described herein for providing data attribution based on spatial memory using a machine learning pipeline. The techniques include receiving, from a client device, an image of an object, wherein the image appended with object-specific data. The techniques further include extracting one or more features of the object from the object-specific data. The features may be included in a product catalog from one or more data sources. Based at least on one or more features associated with the object, a suggested category for the image is determined and associated with the image. The suggested category and the image may be used to train a machine learning model via a machine learning classification algorithm to predict a label for the image. The machine learning model is applied to assign the label to the image based at least on the suggested category.

Abstract: In methods and systems, a textual portion of an electronic message from a first user device to a second user device is received. One or more contextual tags to represent a context of the textual portion are recommended. The recommending the one or more contextual tags is based at least in part on the receiving the textual portion. One or more rich media elements are recommended to represent the context of the textual portion. The recommending the one or more rich media elements is based at least in part on the one or more contextual tags. The one or more rich media elements and the textual portion are integrated into a rich media message. The rich media message is provided to the second device.

Abstract: Creation of interactive games. At least some embodiments involve creating an interactive application by way of a graphical user interface in a declarative format. The interactive application created is represented in a portable format, also at least partially in a declaration format. Execution of an interactive game involves reading the portable format by a runtime engine, and creating by the runtime engine executable routines consistent with the interactive application.