Selective generation and display of interfaces of a website or program

A method, comprising:

• receiving, by a device, a data model that has been trained on historical information associated with a group of users that have accessed a website or a program,
• wherein the website or the program include a set of interfaces, and
• wherein the historical information includes:
• historical interactions information indicating historical user interactions with the set of interfaces of the website or the program, and
• historical user account information associated with the group of users;
• predicting, by the device and by using the data model, a sequence of interfaces to which a user device will navigate after being authenticated,
• wherein the sequence of interfaces is based on a particular time period that the user device is to access the website or the program,
• selecting, by the device, a particular display configuration, of a set of display configurations,
• wherein the set of display configurations include:
• a unified display configuration,
• the unified display configuration to display one or more links in one location,
• a story-time display configuration,
• the story-time display configuration to display the one or more links individually and periodically throughout a time interval,
• a first display configuration that includes a button that provides a real-time prediction of a next interface that is predicted to be visited, and
• a second display configuration that allows one or more interfaces to be modified to include new links to be displayed after an interaction is received from the user device;
• generating, by the device and based on the sequence of interfaces predicted by the data model, an interface of the website or the program that includes one or more links to one or more predicted interfaces, of the sequence of interfaces to which the user device is predicted to navigate,
• the interface of the website or the program being generated using the particular display configuration;
• receiving, by the device and from the user device, an authentication request that includes authentication information for a user account;
• validating, by the device, the authentication request using the authentication information;
• selecting, by the device, the interface that includes the one or more links to the one or more predicted interfaces, based on a time at which the authentication request is received matching with the particular time period that was used to predict the sequence of interfaces;
• and
• providing, by the device and for display on the user device, the interface that includes the one or more links.

A non-transitory computer-readable medium storing instructions, the instructions comprising:

• one or more instructions that, when executed by one or more processors of a device, cause the one or more processors to:
• receive a machine learning model that has been trained on historical information associated with a group of users that have accessed a website or program,
• wherein the web site or the program include a set of interfaces,
• wherein the historical information includes:
• historical interactions information indicating historical user interactions with the set of interfaces of the website or the program, and
• historical user account information associated with the group of users;
• receive, from a user device, an authentication request that includes authentication information for a user account;
• validate the authentication request using the authentication information;
• predict, using the machine learning model, a sequence of interfaces to which the user device will navigate after being authenticated,
• select a particular display configuration, of a set of display configurations,
• wherein the set of display configurations include:
• a unified display configuration,
• the unified display configuration to display one or more links in one location,
• a story-time display configuration,
• the story-time display configuration to display the one or more links individually and periodically throughout a time interval,
• a first display configuration that includes a button that provides a real-time prediction of a next interface that is predicted to be visited, and
• a second display configuration that allows one or more interfaces to be modified to include new links to be displayed after an interaction is received from the user device;
• generate, based on the sequence of interfaces predicted by the machine learning model, an interface of the website or the program that includes one or more links to one or more predicted interfaces, of the sequence of interfaces to which the user device is predicted to navigate,
• the interface of the website or the program being generated using the Particular display configuration;
• and
• provide the interface that includes the one or more links for display on the user device.