Data processing system with machine learning engine to provide dynamic interface functions

Systems for predicting features to be accessed by a user and generating a customized user interface are provided. In some examples, a computing platform may receive a request to access a system. In some examples, a content data stream may be received including data associated with the identity of the user, current date and time information, and the like. Data may be extracted from the content stream and analyzed, based on one or more machine learning datasets (generated internally or received from an external source), to predict a likely function or feature the user may access. In some examples, access to other features may be disabled. Responsive to identifying the likely feature, the system may enable access to the predicted feature and may generate a customized user interface including the predicted feature. The customized and dynamic user interface may include and place the predicted feature in a predetermined location on the user interface, in a size and/or format other than standard.