Patent ID: 11928559
Assignee: GOOGLE LLC
Field: Computer technology (Electrical engineering)
Classification: CPC G | IPC G

Claim 8:
9. A system comprising:
one or more processors; and
one or more storage devices coupled to the one or more processors and storing instructions that, when executed by the one or more processors, cause the one or more processors to perform operations for machine learning preprocessing, the operations comprising:
obtaining an instruction to generate a model using training data;
determining the instruction includes a clause specifying to perform a transform of the training data;
identifying one or more aggregate functions included in the clause that require statistics on the training data;
accessing the training data;
generating the statistics from the training data based on the one or more aggregate functions;
converting the one or more aggregate functions to one or more scalar functions using the statistics;
transforming the training data with the one or more scalar functions to generate transformed training data;
generating the model using the transformed training data;
generating a prediction based on prediction data using the model; and
outputting the prediction.