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

Claim 15:
16. One or more non-transitory computer-readable media for storing instructions that, when executed by 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 on 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.