Systems and methods for deriving an expression from data using tokens and modeling

A system, comprising:

• a processor;
• and
• a memory storing instructions that, when executed by the processor, cause the processor to:
• generate a bit pattern associated with a token from raw data using a model;
• convert, using the model, the bit pattern into a symbolic expression;
• and
• derive parameter values for the symbolic expression to produce an interpretable model of the raw data.

A non-transitory computer-readable medium comprising:

• instructions that when executed by a processor cause the processor to:
• generate a bit pattern associated with a token from raw data using a model;
• convert, using the model, the bit pattern into a symbolic expression;
• and
• derive parameter values for the symbolic expression to produce an interpretable model of the raw data.

A method, comprising:

• generating a bit pattern associated with a token from raw data using a model;
• converting, using the model, the bit pattern into a symbolic expression;
• and
• deriving parameter values for the symbolic expression to produce an interpretable model of the raw data.