Visualization of a Machine Learning Confidence Score

A special purpose computer implemented method of visualizing a machine learning confidence score, the method comprising:

• building a machine learning model with a machine learning training data set;
• operating a machine learning algorithm using the machine learning model to convert a textual entry into the machine learning confidence score;
• displaying an indication of the machine learning confidence score on a display screen, wherein the indication is a variable icon;
• and
• varying a count of icon elements on the variable icon depending on a magnitude of the machine learning confidence score.

A non-transitory machine-readable media programmed to:

• build a machine learning model with a machine learning training data set;
• operate a machine learning algorithm using the machine learning model to convert a textual entry into a machine learning confidence score;
• display an indication of the machine learning confidence score on a display screen, wherein the indication is a variable icon;
• and
• vary a count of icon elements on the variable icon depending on a magnitude of the machine learning confidence score.