Suggesting Actions Based on Machine Learning

A method comprising:

• determining, based on a current time, location, situation, sensor data, or activity associated with a user and a user device, a context associated with the user or the user device;
• analyzing an association between the context and image or video content that is displayed in a window occupying a portion of a display of the user device;
• determining, based on the analysis, a predicted action to be performed by the user via a predicted application;
• determining, based on the predicted action, a subset of functionalities of the predicted application, the determined subset of functionalities capable of performing the predicted action;
• and
• presenting the determined subset of functionalities of the predicted application through a slice window in a user interface, the slice window occupying a portion of the display of the user device, the user interface including one or more selectable controls through which to instruct the predicted application to perform the subset of functionalities.

An apparatus comprising:

• a display;
• a processor;
• and
• computer-readable storage media storing instructions that, upon execution by the processor, cause the apparatus to:
• analyze image or video content that is displayed in a window occupying a portion of the display of the apparatus, the window associated with a first application with which a user is interacting;
• determine, based on the analyzed image or video content, a suggested action to be performed by the user via a second application;
• determine, based on the suggested action, a subset of functionalities of the second application that are capable of performing the suggested action;
• and
• present the subset of functionalities of the second application through a slice window in a user interface, the slice window occupying another portion of the display of the apparatus, the user interface including one or more selectable controls through which to instruct the second application to perform the subset of functionalities.