Double Blind Machine Learning Insight Interface Apparatuses, Methods and Systems

A machine learning structure generator accelerator apparatus, comprising:

• a memory;
• a component collection in the memory, including:
• a dynamic feature determining 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 dynamic feature determining component, stored in the memory, to:
• obtain, via at least one processor, a dataset comprising a set of features;
• partition, via at least one processor, contents of the dataset into a features dataframe and a labels dataframe;
• encode, via at least one processor, features data in the features dataframe;
• calculate, via at least one processor, a score for each feature in the features dataframe;
• determine, via at least one processor, top features in the features dataframe based on the calculated scores;
• and
• provide, via at least one processor, the determined top features to a machine learning structure generator.