Amazon Technologies, Inc.

Hassan Haider Malik

Rohan Mutagi

Rongzhou Shen

Vibhunandan Gavini

Amber Roy Chowdhury

Anand Vishwanath Suvarnkar

Sanjay Kumar

Pawel Matykiewicz

Sihui Zhang

Uday S Sandhar

Ming Ma

Devices and techniques are generally described for machine learning personalization as a service for speech processing applications. In various examples, a first request for machine learning prediction for a first speech processing skill. First skill data schema data may be received that describes content of the first speech processing skill. A first machine learning model for the first speech processing skill may be determined. A first feature definition describing a first aspect of the content may be determined. A second feature definition describing user profile data may be determined. A prediction request may be received from the first speech processing skill. First feature data may be generated according to the first feature definition and second feature data may be generated according to the second feature definition based at least in part on the prediction request. The first machine learning model may generate prediction data based at least in part on the prediction request, the first feature data, and the second feature data.

Personalization for speech processing applications

Techniques for performing outputting additional content associated with but nonresponsive to an input command are described. A system receives input data from a device. The system determines an intent representing the input data and receives first output data responsive to the input data. The system determines, based on context data, that additional content associated with the first output data but nonresponsive to the input data should be output. The system receives second output data associated with but nonresponsive to the input data thereafter. The system then presents first content corresponding to the first output data and second content corresponding to the second output data.

Content generation framework

Growing community of inventors

Issaquah, WA, United States of America

Hassan Haider Malik