公开(公告)号：WO2018119145A1

公开(公告)日：2018-06-28

申请号：PCT/US2017/067727

申请日：2017-12-20

Applicant: AMAZON TECHNOLOGIES, INC.

Inventor： DIRAC, Leo, Parker ,  MOERCHEN, Fabian ,  LIBERTY, Edo

IPC: G10L15/00 ,  G06F17/28 ,  G10L13/10

Abstract: Techniques for accent translation are described herein. A plurality of audio samples may be received, and each of the plurality of audio samples may be associated with at least one of a plurality of accents. Audio samples associated with at least a first accent of the plurality of accents may be compared to audio samples associated with at least one other accent of the plurality of accents. A translation model between the first accent and a second accent may be generated. An input audio portion in a first spoken language may be received. It may be determined whether the input audio portion is substantially associated with the first accent, and if so, an output audio portion substantially associated with the second accent in the first spoken language may be outputted based, at least in part, on the translation model.

公开(公告)号：WO2019104052A1

公开(公告)日：2019-05-31

申请号：PCT/US2018/062041

申请日：2018-11-20

Applicant: AMAZON TECHNOLOGIES, INC.

Inventor： STEFANI, Stefano ,  LOEPPKY, Steven Andrew ,  FAULHABER, JR., Thomas Albert ,  WILEY, Craig ,  LIBERTY, Edo

IPC: G06F9/50

CPC classification number: G06N20/00 ,  G06F9/45558 ,  G06F9/5072 ,  G06F2009/45595 ,  G06Q10/10 ,  H04L41/147 ,  H04L43/08 ,  H04L61/2007 ,  H04L61/256

Abstract: Techniques for auto-scaling hosted machine learning models for production inference are described. A machine learning model can be deployed in a hosted environment such that the infrastructure supporting the machine learning model scales dynamically with demand so that performance is not impacted. The model can be auto-scaled using reactive techniques or predictive techniques.

公开(公告)号：WO2019103978A1

公开(公告)日：2019-05-31

申请号：PCT/US2018/061869

申请日：2018-11-19

Applicant: AMAZON TECHNOLOGIES, INC.

Inventor： SWAN, Charles, Drummond ,  LIBERTY, Edo ,  LOEPPKY, Steven, Andrew ,  STEFANI, Stefano ,  SMOLA, Alexander, Johannes ,  SIVASUBRAMANIAN, Swaminathan ,  WILEY, Craig ,  BICE, Richard, Shawn ,  FAULHABER, JR., Thomas, Albert ,  GOODHART, Taylor

IPC: G06F9/50

CPC classification number: G06F9/5072 ,  G06F9/5077 ,  G06N20/00

Abstract: Techniques for using scoring algorithms utilizing containers for flexible machine learning inference are described. In some embodiments, a request to host a machine learning (ML) model within a service provider network on behalf of a user is received, the request identifying an endpoint to perform scoring using the ML model. An endpoint is initialized as a container running on a virtual machine based on a container image and used to score data and return a result of said scoring to a user device.

公开(公告)号：WO2019103931A1

公开(公告)日：2019-05-31

申请号：PCT/US2018/061522

申请日：2018-11-16

Applicant: AMAZON TECHNOLOGIES, INC.

Inventor： FAULHABER, JR., Thomas Albert ,  LIBERTY, Edo ,  STEFANI, Stefano ,  KARNIN, Zohar ,  WILEY, Craig ,  LOEPPKY, Steven Andrew ,  SIVASUBRAMANIAN, Swaminathan ,  SMOLA, Alexander Johannes ,  GOODHART, Taylor

IPC: G06N3/04

CPC classification number: G06N20/00 ,  G06N3/0454 ,  G06N3/08 ,  G06N5/04

Abstract: Techniques for dynamic accuracy-based experimentation and deployment of machine learning (ML) models are described. Inference traffic flowing to ML models and the accuracy of the models is analyzed and used to ensure that better performing models are executed more often via model selection. A predictive component can evaluate which model is more likely to be accurate for certain input data elements. Ensemble techniques can combine inference results of multiple ML models to aim to achieve a better overall result than any individual model could on its own.

公开(公告)号：EP3559942A1

公开(公告)日：2019-10-30

申请号：EP17829859.2

申请日：2017-12-20

Applicant: Amazon Technologies, Inc.

Inventor： DIRAC, Leo, Parker ,  MOERCHEN, Fabian ,  LIBERTY, Edo

IPC: G10L15/00 ,  G06F17/28 ,  G10L13/10

公开(公告)号：EP3698249A1

公开(公告)日：2020-08-26

申请号：EP18815886.9

申请日：2018-11-19

Applicant: Amazon Technologies, Inc.

Inventor： SWAN, Charles, Drummond ,  LIBERTY, Edo ,  LOEPPKY, Steven, Andrew ,  STEFANI, Stefano ,  SMOLA, Alexander, Johannes ,  SIVASUBRAMANIAN, Swaminathan ,  WILEY, Craig ,  BICE, Richard, Shawn ,  FAULHABER, JR., Thomas, Albert ,  GOODHART, Taylor

IPC: G06F9/50

公开(公告)号：EP3698289A1

公开(公告)日：2020-08-26

申请号：EP18836552.2

申请日：2018-11-16

Applicant: Amazon Technologies, Inc.

Inventor： FAULHABER, JR., Thomas Albert ,  LIBERTY, Edo ,  STEFANI, Stefano ,  KARNIN, Zohar ,  WILEY, Craig ,  LOEPPKY, Steven Andrew ,  SIVASUBRAMANIAN, Swaminathan ,  SMOLA, Alexander Johannes ,  GOODHART, Taylor

IPC: G06N3/04

公开(公告)号：EP3698248A1

公开(公告)日：2020-08-26

申请号：EP18815476.9

申请日：2018-11-20

Applicant: Amazon Technologies, Inc.

Inventor： STEFANI, Stefano ,  LOEPPKY, Steven Andrew ,  FAULHABER, JR., Thomas Albert ,  WILEY, Craig ,  LIBERTY, Edo

IPC: G06F9/50