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완전 관리형 ML 서비스인
Amazon SageMaker 의 신규 기능 소개
김필호 A...
© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
R E K O G N I T I O N
I M A G E
P O L L Y T R A ...
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머신 러닝 서비스는 다양한 개발 단계를 가지고 있습니다
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© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Amazon SageMaker를 이용한 머신러닝 개발, 훈련 및 배포
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© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Amazon SageMaker를 이용한 머신러닝 개발, 훈련 및 배포
© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Amazon SageMaker를 이용한 머신러닝 개발, 훈련 및 배포
© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Amazon SageMaker를 이용한 머신러닝 개발, 훈련 및 배포
© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Amazon SageMaker를 이용한 머신러닝 개발, 훈련 및 배포
© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Amazon SageMaker를 이용한 머신러닝 개발, 훈련 및 배포
© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Amazon SageMaker를 이용한 머신러닝 개발, 훈련 및 배포
훈련 데이터
수집...
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고품질의 데이터 레이블링 지원
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레이블링 작업에 ML을 적용하여 정밀한 훈련 데이터셋
구축을 도와 드리고 작업 비용을 ...
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© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2019, Amazon Web Services, Inc. or its Affiliat...
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더 손쉬운 ML 도입 방법
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알고리즘 성능
최적화
Amazon SageMaker를 이용한 머신러닝 개발, 훈련 및 ...
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반복적 학습 및
성능 향상
Amazon SageMaker를 이용한 머신러닝 개발, 훈련...
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ML 모델의 최적화는 매우 복잡한 과정입니다.
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딥러닝 모델 컴파일러로써 고객이 모델을 한번 훈련하면 어디에서든지
실행 가능하며 2배 ...
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한번의 학습으로 어디에서든 실행 가능
Neo
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차세대 ML 알고리즘은?
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Amazon SageMaker를 이용하여 Reinforcement Learning도
개...
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Demo: Harry learns to stand and step
Source: cro...
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AWS Innovate 에 참석해주셔서 대단히 감사합니다.
저희가 준비한 내용, 어떻게...
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완전 관리형 ML 서비스인 Amazon SageMaker 의 신규 기능 소개 - 김필호 AI/ML 스페셜리스트 솔루션즈 아키텍트, AWS :: AWS Innovate 2019

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완전 관리형 ML 서비스인 Amazon SageMaker 의 신규 기능 소개 - 김필호 AI/ML 스페셜리스트 솔루션즈 아키텍트, AWS :: AWS Innovate 2019

AWS가 제공하는 AI/ML 서비스의 폭과 깊이가 빠르게 커지고 있습니다. 이번 re:Invent 행사에서 새롭게 출시된 다양한 SageMaker 관련 신규 서비스들을 소개 드리고자 합니다. 데이터 전처리 작업 비용을 70% 절감할 수 있는 Ground Truth, 기존 대비 1/10수준의 메모리를 사용하면서 최대 2배 빠른 성능으로 모델을 최적화하는 SageMaker Neo, 전문 지식 없이도 강화 학습(Reinforcement Learning, RL)을 손쉽게 활용할 수 있게 하는 SagaMaker RL 기능, 원하시는 알고리즘을 구매하셔서 사용하실 수 있는 새로워진Marketplace 등 다양한 새로운 서비스들을 만나보세요.

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완전 관리형 ML 서비스인 Amazon SageMaker 의 신규 기능 소개 - 김필호 AI/ML 스페셜리스트 솔루션즈 아키텍트, AWS :: AWS Innovate 2019

  1. 1. © 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. 완전 관리형 ML 서비스인 Amazon SageMaker 의 신규 기능 소개 김필호 AWS AI/ML 스페셜리스트 솔루션즈 아키텍트
  2. 2. © 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. R E K O G N I T I O N I M A G E P O L L Y T R A N S C R I B E T R A N S L A T E C O M P R E H E N D L E XR 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 S A G E M A K E R B U I L D T R A I N F O R E C A S T Forecasting T E X T R A C T P E R S O N A L I Z E Recommendations D E P L O Y 1st 파티 알고리즘 및 노트북 개발 환경 데이터 레이블링 (G R O U N D T R U T H ) 원클릭 모델 훈련 최적화 (N E O ) 원클릭 배포 및 호스팅 F r a m e w o r k s I n t e r f a c e s I n f r a s t r u c t u r e E C 2 P 3 & P 3 D N E C 2 C 5 F P G A s G R E E N G R A S S E L A S T I C I N F E R E N C E Reinforcement learning 알고리즘 및 모델 ( A W S M A R K E T P L A C E F O R M A C H I N E L E A R N I N G ) I N F E R E N T I A AI SERVICES ML SERVICES 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 App 개발자용 ML 개발자 및 데이터 사이언티스트용 ML 연구자 및 학계용
  3. 3. © 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. 머신 러닝 서비스는 다양한 개발 단계를 가지고 있습니다 1 2 3 1 2 3
  4. 4. © 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon SageMaker를 이용한 머신러닝 개발, 훈련 및 배포 1 2 3
  5. 5. © 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon SageMaker를 이용한 머신러닝 개발, 훈련 및 배포
  6. 6. © 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon SageMaker를 이용한 머신러닝 개발, 훈련 및 배포
  7. 7. © 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon SageMaker를 이용한 머신러닝 개발, 훈련 및 배포
  8. 8. © 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon SageMaker를 이용한 머신러닝 개발, 훈련 및 배포
  9. 9. © 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon SageMaker를 이용한 머신러닝 개발, 훈련 및 배포
  10. 10. © 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon SageMaker를 이용한 머신러닝 개발, 훈련 및 배포 훈련 데이터 수집 및 전처리
  11. 11. © 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. 고품질의 데이터 레이블링 지원
  12. 12. © 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. 고품질의 데이터는 ML 모델의 성능을 향상 시킵니다.
  13. 13. © 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. 고품질의 데이터는 ML 모델의 성능을 향상 시킵니다.
  14. 14. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 레이블링 작업에 ML을 적용하여 정밀한 훈련 데이터셋 구축을 도와 드리고 작업 비용을 70%까지 줄입니다
  15. 15. © 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. SageMaker Ground Truth 동작법 Raw Data
  16. 16. © 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. SageMaker Ground Truth 동작법 Raw Data
  17. 17. © 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. SageMaker Ground Truth 동작법 Raw Data
  18. 18. © 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. SageMaker Ground Truth 동작법 Raw Data
  19. 19. © 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. SageMaker Ground Truth 동작법 Raw Data
  20. 20. © 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. 학습 데이터 생성 방법
  21. 21. © 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon SageMaker Ground Truth ML 훈련용 데이터를 쉽고 정확하게 레이블링함
  22. 22. © 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon SageMaker Ground Truth 레이블링 작업 구성 화면
  23. 23. © 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon SageMaker Ground Truth 레이블링 화면
  24. 24. © 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon SageMaker Ground Truth 레이블된 결과 보기 화면
  25. 25. © 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. 더 손쉬운 ML 도입 방법
  26. 26. © 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. 알고리즘 성능 최적화 Amazon SageMaker를 이용한 머신러닝 개발, 훈련 및 배포
  27. 27. © 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. 머신러닝을 위한 AWS Marketplace 바로 사용할 수 있는 ML 알고리즘 및 모델
  28. 28. © 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. 150개 이상의 모델들과 알고리즘들을 사용하실 수 있습니다 Natural Language Processing Grammar & Parsing Text OCR Computer Vision Named Entity Recognition Video Classification Speech Recognition Text-to-Speech Speaker Identification Text Classification 3D Images Anomaly Detection Text Generation Object Detection Regression Text Clustering Handwriting Recognition Ranking S O M E O F T H E A V A I L A B L E A L G O R I T H M S A N D M O D E L S S E L E C T E D V E N D O R S
  29. 29. © 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. 지난 re:Invent 이후 빠르게 추가 되고 있습니다. https://aws.amazon.com/marketplace/solutions/machinelearning/
  30. 30. © 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. 지난 re:Invent 이후 빠르게 추가 되고 있습니다. 마켓플레이스에 등록된 제품 예 (Deep Vision Vehicle Recognition)
  31. 31. © 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. 지난 re:Invent 이후 빠르게 추가 되고 있습니다. 마켓플레이스에 등록된 제품 예 (Cognitive QnA)
  32. 32. © 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. 반복적 학습 및 성능 향상 Amazon SageMaker를 이용한 머신러닝 개발, 훈련 및 배포
  33. 33. © 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. ML 모델의 최적화는 매우 복잡한 과정입니다.
  34. 34. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 딥러닝 모델 컴파일러로써 고객이 모델을 한번 훈련하면 어디에서든지 실행 가능하며 2배 이상의 성능 향상도 가져올 수 있습니다
  35. 35. © 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. 한번의 학습으로 어디에서든 실행 가능 Neo
  36. 36. © 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. AWS SageMaker Neo Train once, run anywhere with 2x the performance
  37. 37. © 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon SageMaker GitHub Repository
  38. 38. © 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. 차세대 ML 알고리즘은?
  39. 39. © 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Types of Machine Learning Reinforcement learning (RL) Supervised learning Unsupervised learning AMOUNT OF TRAINING DATA REQUIRED SOPHISTICATIONOFMLMODELS
  40. 40. © 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Reinforcement Learning 이 동작하는 방법 USE CASES
  41. 41. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Amazon SageMaker를 이용하여 Reinforcement Learning도 개발, 훈련 및 배포를 할 수 있게 되었습니다.
  42. 42. © 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. AWS SageMaker RL Reinforcement learning for every developer and data scientist 다양한 개발 프레임워크들을 지원 SimuLink 및 MatLab을 포함한 폭넓은 시뮬레이션 환경 지원 K E Y F E A T U R E S TensorFlow, Apache MXNet, Intel Coach, and Ray RL support 2D & 3D physics environments and OpenAI Gym support Supports Amazon Sumerian and Amazon RoboMaker Fully managed Example notebooks and tutorials
  43. 43. © 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Demo: Harry learns to stand and step Source: crowdAI – NIPS 2017: Learning to Run Challenge https://www.youtube.com/watch?v=rhNxt0VccsE
  44. 44. © 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Harry learns to stand and step
  45. 45. © 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. AWS SageMaker RL Reinforcement learning for every developer and data scientist
  46. 46. © 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. 맺으면서 • SageMaker의 GroundTruth를 이용하시면 ML을 적용하여 정밀한 훈련 데이터셋 구축을 도와 드리고 작업 비용을 70%까지 줄입니다 • AWS Marketplace에서 바로 사용할 수 있는 ML 알고리즘 및 모델이 제공되고 있습니다. • SageMaker Neo를 이용하시면 훈련된 ML 모델을 어디에서든지 실행 가능하며 2배 이상의 성능 향상도 가져올 수 있습니다. • 새로운 ML 기능인 Reinforcement Learning을 SageMaker 상에서 구축, 훈련 및 배포하실 수 있습니다. 다양한 개발 프레임워크 및 Simulink 및 MatLab등의 시뮬레이션 환경도 지원합니다.
  47. 47. © 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. 기계학습(Machine Learning)을 위해 AWS를 선택해야 하는 이유 데모 존 실제 사용 환경에서 기계학습의 사용방법을 살펴보세요 AWS 기반 머신러닝 https://aws.amazon.com/ machine-learning/ 전문가에게 물어보세요 AWS 전문가가 질문에 답변드립니다
  48. 48. © 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. AWS 전문가로부터 기술과 지식을 습득하고, AWS 클라우드와 함께 미래를 설계하세요 클라우드 역량을 개발할 준비가 되셨다면 https://www.aws.training/ 을 방문하세요! 온라인 교육 AWS 전문가가 진행하는 무료 온라인 교육 과정 강의식 교육 AWS 공인 강사가 진행하는 오프라인 교육 과정 AWS 자격증 클라우드 전문성 입증을 위한 업계에서 인정 받는 AWS 공인 자격증
  49. 49. © 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. AWS Innovate 에 참석해주셔서 대단히 감사합니다. 저희가 준비한 내용, 어떻게 보셨나요? 더 나은 세미나를 위하여 설문을 꼭 작성해 주시기 바랍니다. aws-korea-marketing@amazon.com twitter.com/AWSKorea facebook.com/amazonwebservices.ko youtube.com/user/AWSKorea slideshare.net/awskorea twitch.tv/aws

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