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

Transcript

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)⚡