DEEP SEGMENT PERSONALIZATION

Patent №

US 11,620,512

Granted

2023-04-04

Filed 2019

Owner

MICROSOFT TECHNOLOGY LICENSING, LLC

+1 more

AI components

5

ml · nlp · kr · planning · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

16588885

Techniques for using machine learning to leverage deep segment embeddings are provided. In one technique, a set of training data is processed using one or more machine learning techniques to train a neural network and learn an embedding for each segment of multiple segments. In response to receiving a request, multiple elements are identified, such as a source entity that is associated with the request, a source embedding for the source entity, a particular segment with which the source entity is associated, a segment embedding for the particular segment, and multiple target entities. For each target entity, a target embedding is identified and the target embedding, the source embedding, and the segment embedding are input into the neural network to generate output that is associated with the target entity. Based on the output, data about a subset of the target entities is presented on a computing device.

Machine learningNatural languageKnowledge representationPlanningAI hardwareG06F 16/9535G06N 3/08G06F 16/248G06N 3/04G06N 3/045G06N 3/0499G06N 3/084G06N 3/09+2 more

AI classification

Machine learning1.00
Planning1.00
Knowledge representation1.00
Natural language1.00
AI hardware0.96
Vision0.03
Evolutionary computation0.01
Speech0.00

Ownership

MICROSOFT TECHNOLOGY LICENSING, LLC

assignment · 506080231

GM CRUISE HOLDINGS LLC

assignment · 506920488

Assignors

BASU, RAJAT, BRANDON, JEFFREY, KAUFMAN, CHASE

On an employer assignment, the assignors are typically the inventors.

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