18820765. ON-CHIP TRAINING OF MACHINE LEARNING MODEL (TEXAS INSTRUMENTS INCORPORATED)

ON-CHIP TRAINING OF MACHINE LEARNING MODEL

Organization Name

TEXAS INSTRUMENTS INCORPORATED

Inventor(s)

Kaichien Tsai of ALLEN TX US

Yijie Wei of DALLAS TX US

Jiaxin Teng of CYPRESS TX US

Yanming Luo of SUGAR LAND TX US

ON-CHIP TRAINING OF MACHINE LEARNING MODEL

This abstract first appeared for US patent application 18820765 titled 'ON-CHIP TRAINING OF MACHINE LEARNING MODEL

Original Abstract Submitted

In one example, a method comprises providing first data to a machine learning model to generate second data. The method further comprises determining errors based on the second data and target second data; determining loss gradients based on the errors. The method further comprises updating running sums of prior loss gradients by adding the gradients to the running sums; and updating model parameters of the machine learning model based on the updated running sums.