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Upgrade UX with Data / 機械学習を用いたサービス改善 / AWS Sta...

Upgrade UX with Data / 機械学習を用いたサービス改善 / AWS Startup Day 2019 Follow-up ML

AWS Startup Day 2019 Tokyo のフォローアップセッションとして AWS Loft Tokyo でイベントが開催された際、イントロとして話したスライドです。

Yoshitaka Haribara

May 14, 2019
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  1. © 2019, Amazon Web Services, Inc. or its affiliates. All

    rights reserved. Upgrade UX with Data /  Yoshitaka Haribara Solutions Architect AWS F o l l o w - u p s e s s i o n
  2. © 2019, Amazon Web Services, Inc. or its affiliates. All

    rights reserved. Agenda • Amazon   • AWS     Amazon SageMaker •  dely    
  3. © 2019, Amazon Web Services, Inc. or its affiliates. All

    rights reserved. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 8 Amazon GO Amazon Go
  4. © 2019, Amazon Web Services, Inc. or its affiliates. All

    rights reserved. Our mission at AWS   
  5. © 2019, Amazon Web Services, Inc. or its affiliates. All

    rights reserved. AWS     M L S E R V I C E S M L F R A M E W O R K S & I N F R A S T R U C T U R E A m a z o n S a g e M a k e r G r o u n d T r u t h A l g o r i t h m s N o t e b o o k s M a r k e t p l a c e U n s u p e r v i s e d L e a r n i n g S u p e r v i s e d L e a r n i n g R e i n f o r c e m e n t L e a r n i n g O p t i m i z a t i o n ( N e o ) T r a i n i n g H o s t i n g D e p l o y m e n t Frameworks Interfaces Infrastructure A m a z o n R e k o g n i t i o n I m a g e A m a z o n P o l l y A m a z o n T r a n s c r i b e A m a z o n T r a n s l a t e A m a z o n C o m p r e h e n d A m a z o n L e x A m a z o n R e k o g n i t i o n V i d e o Vision Speech Language Chatbots A m a z o n F o r e c a s t Forecasting A m a z o n T e x t r a c t A m a z o n P e r s o n a l i z e Recommendations A m a z o n E C 2 P 3 & P 3 D N A m a z o n E C 2 C 5 F P G A s A W S G r e e n g r a s s A m a z o n E l a s t i c I n f e r e n c e A m a z o n I n f e r e n t i a A I S E R V I C E S
  6. © 2019, Amazon Web Services, Inc. or its affiliates. All

    rights reserved. AWS     A m a z o n S a g e M a k e r G r o u n d T r u t h A l g o r i t h m s N o t e b o o k s M a r k e t p l a c e U n s u p e r v i s e d L e a r n i n g S u p e r v i s e d L e a r n i n g R e i n f o r c e m e n t L e a r n i n g O p t i m i z a t i o n ( N e o ) T r a i n i n g H o s t i n g D e p l o y m e n t M L S E R V I C E S
  7. © 2019, Amazon Web Services, Inc. or its affiliates. All

    rights reserved.                
  8. © 2019, Amazon Web Services, Inc. or its affiliates. All

    rights reserved. C>@P “Undifferentiated Heavy Lifting”  • ]`4&$ITKZHW •  XVOBNB • ?['1G;?[AF]` <=  • .617!8$+5EL      • ^G;-,AF • _M@P $#3/54&$JU:YRAF  • SaAFQ\2*50$)8" • C>@P9$ 5%(+D Photo by Victor Freitas on Unsplash
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    rights reserved. Amazon SageMaker /      &.  #2* 1( '/)0" &.  (HPO) &.,$  -+   ,$    ,$   %!-+ Amazon EC2 P3 Instances Amazon SageMaker RL Amazon SageMaker Ground Truth Amazon Elastic Inference AWS Marketplace for Machine Learning Amazon SageMaker Neo
  10. © 2019, Amazon Web Services, Inc. or its affiliates. All

    rights reserved. AWS Step Functions "*2 Training Deploy Train/Valid/Test Data Data Scientists/ Developers Git Push AWS Glue Amazon S3 Amazon SageMaker AWS CodeCommit or 3rd party Git repository Amazon S3 ' S3 .) #  S3 .) ,/+0 %3!& ($1- #0 S3 .) Dev Prod Dev Endpoint Prod Endpoint AWS Step Functions workflow Start training job
  11. Thank you! © 2019, Amazon Web Services, Inc. or its

    affiliates. All rights reserved. Yoshitaka Haribara @_hariby
  12. © 2019, Amazon Web Services, Inc. or its affiliates. All

    rights reserved. Event info • (Online) Amazon SageMaker    !  2019 $ 5  17 # () 14:00 - 15:30 [] • "5 Amazon SageMaker & 2019 $ 5  21 # () 13:45 - 17:30 [] • AWS Summit Tokyo 2019 (Osaka %# ) 2019 $ 6  12 # ( ) - 14 # () []