DEEP LEARNING INTERNAL STATE INDEX-BASED SEARCH AND CLASSIFICATION

Patent №

US 10,380,997

Granted

2019-08-13

Filed 2018

Owner

DEEPGRAM, INC.

Lab

AI components

7

ml · nlp · vision · speech · kr · planning · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

16108109

Systems and methods are disclosed for generating internal state representations of a neural network during processing and using the internal state representations for classification or search. In some embodiments, the internal state representations are generated from the output activation functions of a subset of nodes of the neural network. The internal state representations may be used for classification by training a classification model using internal state representations and corresponding classifications. The internal state representations may be used for search, by producing a search feature from an search input and comparing the search feature with one or more feature representations to find the feature representation with the highest degree of similarity.

Machine learningNatural languageVisionSpeechKnowledge representationPlanningAI hardwareG10L 15/16G06F 18/214G06F 18/24133G06N 3/044G06N 3/0442G06N 3/045G06N 3/0455G06N 3/0464+18 more

AI classification

Machine learning1.00
Vision1.00
AI hardware1.00
Knowledge representation0.93
Natural language0.64
Speech0.53
Planning0.51
Evolutionary computation0.00

Ownership

DEEPGRAM, INC.

assignment · 475600123

Assignors

SYPNIEWSKI, ADAM, WARD, JEFF, STEPHENSON, SCOTT

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

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