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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
Ճࡁσʔλ
ֶ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
Ճࡁσʔλ
ֶ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)⚡