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ML/DS Serverless (Framework)⚡ Ikeda Yutaro @ikedaosushi Kaizen Platform

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Ikeda Yutaro @ikedaosushi # # Kaizen Platform / # #vue #nuxt #serverless #aws #python #pyconjp #tsukuba.py #bq # rebase

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https://blog.ikedaosushi.com

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ML/DS Serverless Architecture ? ⚡

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ML/DS Serverless Architecture ⚡

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ML/DS

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ML/DS Serverless (kube ow ) ML/DS " Serverless AWS Public Cloud

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ML/DS 2

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ML/DS 2

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ML/DS / : 1 1 50GB

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: MVP

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/ SRE

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Serverless⚡

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

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

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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

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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

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ML/DS Serverless Architecture ⚡

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Serverless

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Serverless API

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Serverless API

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

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ML/DS BaaS DevOps

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BaaS Fargate SagaMaker Batch Personalize Forecast Rekognition DynamoDB Aurora S3 (ARN)

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Jupyter Notebook DevOps DevOps

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⚡ Serverless Framework

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Serverless Framework Serverless AWS GCP Azure Public Cloud (AWS ) CloudFormation

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Serverless Framework CloudFormation Lambda DevOps

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'BSHBUF 4 4BHB.BLFS ϩʔσʔλ લॲཧͯ͠Ξοϓϩʔυ Ճ޻ࡁσʔλ ֶशˍσϓϩΠ 'BSHBUFݺͼग़͠ $MPVE8BUDI ఆظ࣮ߦ ਪ࿦ : Sagemaker -BNCEB

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Serverless Framework CloudFormation Lambda DevOps

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custom

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resources(Cfn)

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Lambda

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'BSHBUF 4 4BHB.BLFS ϩʔσʔλ લॲཧͯ͠Ξοϓϩʔυ Ճ޻ࡁσʔλ ֶशˍσϓϩΠ 'BSHBUFݺͼग़͠ $MPVE8BUDI ఆظ࣮ߦ ਪ࿦ Lambda -BNCEB custom Readabilityほ

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SageMaker Serverless scikit-learn API - https://blog.ikedaosushi.com/entry/2019/05/03/024510

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Serverless Framework CloudFormation Lambda DevOps

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stage

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

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Serverless Framework BaaS DevOps

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ML/DS

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ML/DS / Serverless Architecture ML/DS ML/DS on Serverless Architecture Serverless Framework horike

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ML/DS Serverless (Framework)⚡