Upgrade to Pro — share decks privately, control downloads, hide ads and more …

SageMaker StudioとStep Functionsを用いてMLOpsへの一歩を踏み出そう

Takanobu Nozawa
September 29, 2021

SageMaker StudioとStep Functionsを用いてMLOpsへの一歩を踏み出そう

2021/09/29に開催された、 AWS Dev Day Online Japanで登壇した際の資料です。
アジェンダ:
✓自己紹介
✓サービス紹介と機械学習への取り組み ✓PoC・運用フェーズにおける関心事 ✓SageMakerを使った一歩目(主にPoCフェーズへのアプローチ)
‣ 標準化された開発、分析環境が用意できる
‣ 試行錯誤を効率的に行うことができる
‣ 開発したモデルを効率的にプロダクションに移行できる
✓Step Functionsを使った二歩目(主に運用フェーズへのアプローチ)
‣ 自動的に実行できる機械学習パイプラインが構築できる
✓まとめ

Takanobu Nozawa

September 29, 2021
Tweet

More Decks by Takanobu Nozawa

Other Decks in Technology

Transcript

  1. © 2021, Amazon Web Services, Inc. or its affiliates. All

    rights reserved. SageMaker StudioͱStep FunctionsΛ༻͍ͯ MLOps΁ͷҰาΛ౿Έग़ͦ͏ Takanobu Nozawa Connehito Inc. A W S D e v D a y O n l i n e J a p a n 2 0 2 1 . 0 9 . 2 9 D a y 2 D - 1
  2. ػցֶशΛ༻͍ͨαʔϏεͷ։ൃ ML Code Configuration Data Collection Feature Extraction Process Management

    Tools Analysis Tool Machine Resource Management Serving Infrastructure Monitoring Data Verification l0OMZBTNBMMGSBDUJPOPGSFBMXPSME.-TZTUFNTJTDPNQPTFEPGUIF.-DPEFz TPVSDF)JEEFO5FDIOJDBM%FCUJO.BDIJOF-FBSOJOH4ZTUFNT<%4DVMMFZ BM>r IUUQTQBQFSTOJQTDDQBQFSIJEEFOUFDIOJDBMEFCUJONBDIJOFMFBSOJOHTZTUFNTQEG
  3. ػցֶशΛ༻͍ͨαʔϏεͷ։ൃ ML Code Configuration Data Collection Feature Extraction Process Management

    Tools Analysis Tool Machine Resource Management Serving Infrastructure Monitoring Data Verification l0OMZBTNBMMGSBDUJPOPGSFBMXPSME.-TZTUFNTJTDPNQPTFEPGUIF.-DPEFz TPVSDF)JEEFO5FDIOJDBM%FCUJO.BDIJOF-FBSOJOH4ZTUFNT<%4DVMMFZ BM>r IUUQTQBQFSTOJQTDDQBQFSIJEEFOUFDIOJDBMEFCUJONBDIJOFMFBSOJOHTZTUFNTQEG ਌ͷإΑΓݟͨըʜ
  4. ػցֶशΛ༻͍ͨαʔϏεͷ։ൃ ML Code Configuration Data Collection Feature Extraction Process Management

    Tools Analysis Tool Machine Resource Management Serving Infrastructure Monitoring Data Verification l0OMZBTNBMMGSBDUJPOPGSFBMXPSME.-TZTUFNTJTDPNQPTFEPGUIF.-DPEFz TPVSDF)JEEFO5FDIOJDBM%FCUJO.BDIJOF-FBSOJOH4ZTUFNT<%4DVMMFZ BM>r IUUQTQBQFSTOJQTDDQBQFSIJEEFOUFDIOJDBMEFCUJONBDIJOFMFBSOJOHTZTUFNTQEG ࣮ࡍͷ.-γεςϜͰ͸ ػցֶशͷίʔυ͸͘͝Ұ෦ ඞཁͳपลΠϯϑϥ͕๲େ͔ͭෳࡶ🥶
  5. ػցֶशΛ༻͍ͨαʔϏεͷ։ൃ ML Code Configuration Data Collection Feature Extraction Process Management

    Tools Analysis Tool Machine Resource Management Serving Infrastructure Monitoring Data Verification l0OMZBTNBMMGSBDUJPOPGSFBMXPSME.-TZTUFNTJTDPNQPTFEPGUIF.-DPEFz TPVSDF)JEEFO5FDIOJDBM%FCUJO.BDIJOF-FBSOJOH4ZTUFNT<%4DVMMFZ BM>r IUUQTQBQFSTOJQTDDQBQFSIJEEFOUFDIOJDBMEFCUJONBDIJOFMFBSOJOHTZTUFNTQEG ͲͷίϯϙʔωϯτΛ ʮ୭͕ʯʮͲ͜·Ͱʯ४උ͢Ε͹ྑ͍͔ʁ ͱ͍͏໰͍ରͯ͠ɺ"84ͷαʔϏεΛ ༻͍Δ͜ͱͰҰาͣͭલਐ͍ͯ͠Δ࿩Λ͠·͢
  6. ػցֶशΛ༻͍ͨαʔϏεͷ։ൃ ML Code Configuration Data Collection Feature Extraction Process Management

    Tools Analysis Tool Machine Resource Management Serving Infrastructure Monitoring Data Verification l0OMZBTNBMMGSBDUJPOPGSFBMXPSME.-TZTUFNTJTDPNQPTFEPGUIF.-DPEFz TPVSDF)JEEFO5FDIOJDBM%FCUJO.BDIJOF-FBSOJOH4ZTUFNT<%4DVMMFZ BM>r IUUQTQBQFSTOJQTDDQBQFSIJEEFOUFDIOJDBMEFCUJONBDIJOFMFBSOJOHTZTUFNTQEG ຊ೔ͷείʔϓ͸ ͜ͷล👉
  7. Thank you! © 2021, Amazon Web Services, Inc. or its

    affiliates. All rights reserved.