Double Blind Machine Learning Insight Interface Apparatuses, Methods and Systems

A machine learning guided user interface configuring apparatus, comprising:

• a memory;
• a component collection in the memory, including:
• a user interface configuring component;
• a processor disposed in communication with the memory, and configured to issue a plurality of processing instructions from the component collection stored in the memory,
• wherein the processor issues instructions from the user interface configuring component, stored in the memory, to:
• obtain, via at least one processor, a user interface configuration request, wherein the user interface configuration request is associated with a dataset comprising a set of features;
• determine, via at least one processor, a set of top features associated with the dataset, wherein top features are features that are most likely to be useful for machine learning classification;
• add, via at least one processor, a feature user interface configuration associated with each top feature in the set of top features to an overall machine learning guided user interface configuration;
• and
• provide, via at least one processor, the overall machine learning guided user interface configuration for a user.