Learning user interface

1. A method comprising:

presenting, via an interface, a plurality of dynamic icons representing a plurality of items, the plurality of dynamic icons comprising at least a first dynamic icon representing a first item and a second dynamic icon representing a second item;

detecting a type of input device associated with the interface, wherein detecting the type of input device associated with the interface comprises determining that the type of input device is a stationary terminal;

determining, via the processor, a relevance score associated with each of the first dynamic icon and the second dynamic icon, wherein a first relevance score associated with the first dynamic icon is greater than a second relevance score associated with the second dynamic icon;

determining a visual bias for at least the first dynamic icon, wherein determining the visual bias comprises determining a position of the first dynamic icon within the interface based on the type of input device, wherein the position of the first dynamic icon is closer to a dominant hand of the user of the input device, and wherein the dominant hand of the user is identified based on a user profile; and

applying the visual bias, via the interface, to the first dynamic icon.

2. The method of claim 1 , wherein determining visual bias further comprises determining a second position of the second dynamic icon, wherein the position of the first dynamic icon is at a higher priority area of the interface than the second position.

3. The apparatus of claim 2 , wherein the higher priority area comprises an area of higher accessibility to a user of the input device.

4. The method of claim 1 , wherein the user profile comprises preference data associated with the user, and wherein determining the position of the first dynamic icon within the interface is at least partially based on the preference data.

5. The method of claim 4 , wherein the preference data comprises a handedness preference associated with the user.

6. The method of claim 1 , wherein determining the relevance score associated with each of the first dynamic icon and the second dynamic icon comprises:

determining the relevance score via a machine learning model, wherein the machine learning model is derived using a training data set comprising data structures associated with at least a portion of the plurality of items;

computing, via the machine learning model, a confidence rating associated with the portion of the plurality of items; and

verifying a data quality of the respective data structures based on the confidence rating.

7. An apparatus comprising at least a processor, and a memory associated with the processor having computer coded instructions therein, with the computer instructions configured to, when executed by the processor, cause the apparatus to:

cause presentation of a plurality of dynamic icons representing a plurality of items on an interface, the plurality of dynamic icons comprising at least a first dynamic icon representing a first item and a second dynamic icon representing a second item;

detect a type of input device associated with the interface, wherein detecting the type of input device associated with the interface comprises determining that the type of input device is a stationary terminal;

determine, via the processor, a relevance score associated with each of the first dynamic icon and the second dynamic icon, wherein a first relevance score associated with the first dynamic icon is greater than a second relevance score associated with the second dynamic icon;

determine a visual bias for at least the first dynamic icon, wherein determining the visual bias comprises determining a position of the first dynamic icon within the interface based on the type of input device, wherein the position of the first dynamic icon is closer to a dominant hand of the user of the input device, and wherein the dominant hand of the user is identified based on a user profile; and

cause the interface to apply the visual bias to the first dynamic icon.

8. The apparatus of claim 7 , wherein determining the visual bias further comprises determining a second position of the second dynamic icon, wherein the position of the first dynamic icon is at a higher priority area of the interface than the second position.

9. The apparatus of claim 8 , wherein the higher priority area comprises an area of higher accessibility to a user of the input device.

10. The apparatus of claim 7 , wherein the user profile comprises preference data associated with the user, and wherein determining the position of the first dynamic icon within the interface is at least partially based on the preference data.

11. The apparatus of claim 10 , wherein the preference data comprises a handedness preference associated with the user.

12. A non-transitory computer readable medium having computer program instructions stored therein, said instructions when executed by a processor:

causing presentation of a plurality of dynamic icons representing a plurality of items on an interface, the plurality of dynamic icons comprising at least a first dynamic icon representing a first item and a second dynamic icon representing a second item;

detecting a type of input device associated with the interface, wherein detecting the type of input device associated with the interface comprises determining that the type of input device is a stationary terminal;

determining, via the processor, a relevance score associated with each of the first dynamic icon and the second dynamic icon, wherein a first relevance score associated with the first dynamic icon is greater than a second relevance score associated with the second dynamic icon;

determining a visual bias for at least the first dynamic icon, wherein determining the visual bias comprises determining a position of the first dynamic icon within the interface based on the type of input device, wherein the position of the first dynamic icon is closer to a dominant hand of the user of the input device, and wherein the dominant hand of the user is identified based on a user profile; and

cause the interface to apply the visual bias to the first dynamic icon.