ML/DSプロダクトにはServerless(Framework) / should use serverless framework for ml-ds product

9920f188a44a8d336bc94837bd885610?s=47 ikedaosushi
September 19, 2019

ML/DSプロダクトにはServerless(Framework) / should use serverless framework for ml-ds product

9920f188a44a8d336bc94837bd885610?s=128

ikedaosushi

September 19, 2019
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  1. ML/DS Serverless (Framework)⚡ Ikeda Yutaro @ikedaosushi Kaizen Platform

  2. Ikeda Yutaro @ikedaosushi # # Kaizen Platform / # #vue

    #nuxt #serverless #aws #python #pyconjp #tsukuba.py #bq # rebase
  3. https://blog.ikedaosushi.com

  4. ML/DS Serverless Architecture ? ⚡

  5. ML/DS Serverless Architecture ⚡

  6. ML/DS

  7. ML/DS Serverless (kube ow ) ML/DS " Serverless AWS Public

    Cloud
  8. ML/DS 2

  9. ML/DS 2

  10. ML/DS / : 1 1 50GB

  11. : MVP

  12. / SRE

  13. Serverless⚡

  14. Serverless AWS Lambda - Hub https://employment.en-japan.com/engineerhub/entry/2018/07/03/110000 ( )

  15. Serverless cncf/wg-serverless https://github.com/cncf/wg-serverless/tree/master/whitepapers/serverless-overview

  16. Serverless Asynchronous, concurrent, easy to parallelize into independent units of

    work Infrequent or has sporadic demand, with large, unpredictable variance in scaling requirements Stateless, ephemeral, without a major need for instantaneous cold start time Highly dynamic in terms of changing business requirements that drive a need for accelerated developer velocity cncf/wg-serverless https://github.com/cncf/wg-serverless/tree/master/whitepapers/serverless-overview
  17. Serverless Asynchronous, concurrent, easy to parallelize into independent units of

    work Infrequent or has sporadic demand, with large, unpredictable variance in scaling requirements Stateless, ephemeral, without a major need for instantaneous cold start time Highly dynamic in terms of changing business requirements that drive a need for accelerated developer velocity cncf/wg-serverless https://github.com/cncf/wg-serverless/tree/master/whitepapers/serverless-overview
  18. ML/DS Serverless Architecture ⚡

  19. Serverless

  20. Serverless API

  21. Serverless API

  22. 3 Serverless Architectures https://martinfowler.com/articles/serverless.html#InherentDrawbacks

  23. ML/DS BaaS DevOps

  24. BaaS Fargate SagaMaker Batch Personalize Forecast Rekognition DynamoDB Aurora S3

    (ARN)
  25. Jupyter Notebook DevOps DevOps

  26. ⚡ Serverless Framework

  27. Serverless Framework Serverless AWS GCP Azure Public Cloud (AWS )

    CloudFormation
  28. Serverless Framework CloudFormation Lambda DevOps

  29. 'BSHBUF 4 4BHB.BLFS ϩʔσʔλ લॲཧͯ͠Ξοϓϩʔυ Ճ޻ࡁσʔλ ֶशˍσϓϩΠ 'BSHBUFݺͼग़͠ $MPVE8BUDI ఆظ࣮ߦ

    ਪ࿦ : Sagemaker -BNCEB
  30. Serverless Framework CloudFormation Lambda DevOps

  31. custom

  32. resources(Cfn)

  33. Lambda

  34. 'BSHBUF 4 4BHB.BLFS ϩʔσʔλ લॲཧͯ͠Ξοϓϩʔυ Ճ޻ࡁσʔλ ֶशˍσϓϩΠ 'BSHBUFݺͼग़͠ $MPVE8BUDI ఆظ࣮ߦ

    ਪ࿦ Lambda -BNCEB custom Readabilityほ
  35. SageMaker Serverless scikit-learn API - https://blog.ikedaosushi.com/entry/2019/05/03/024510

  36. Serverless Framework CloudFormation Lambda DevOps

  37. stage

  38. Serverless Framework - Qiita https://qiita.com/horike37/items/b295a91908fcfd4033a2

  39. Serverless Framework BaaS DevOps

  40. ML/DS

  41. ML/DS / Serverless Architecture ML/DS ML/DS on Serverless Architecture Serverless

    Framework horike
  42. ML/DS Serverless (Framework)⚡