@Tokyo Machine Learning Kitchen https://tokyo-ml.github.io/
)PXXFVTF(16TJO$PPLQBE:VJDIJSP4PNFZB!$PPLQBE*OD3%
View Slide
‣ Yuichiro Someya (ayemos)‣ github.com/ayemos‣ Machine Learning Enginner @ Cookpad Inc.# 2016(new grads) ~ Current
‣ 0VS(16FOWJSPONFOU )PXXFVUJMJ[F"84T(16JOTUBODFT )PXXFLFFQPVSTDBMBCJMJUZPGUFBNTJO3%
/7*%*"7
All-in on AWS since 2011
All-in on AWS since 2011Amazon RDS(Relational Data)Amazon Redshift(Data Warehouse)
All-in on AWS since 2011Amazon S3(Object Storage)Amazon RDS(Relational Data)Amazon Redshift(Data Warehouse)
All-in on AWS since 2011Amazon S3(Object Storage)Amazon RDS(Relational Data)Amazon Redshift(Data Warehouse)7JSUVBM1SJWBUF$MPVE
7JSUVBM1SJWBUF$MPVEAll-in on AWS since 2011Amazon S3(Object Storage)Amazon RDS(Relational Data)Amazon Redshift(Data Warehouse)Amazon EC2(Computation)
‣ $6%"‣ DV%//
‣ $6%"‣ DV%//(Snapshot)
‣ $6%"‣ DV%//(Snapshot)‣ $6%"‣ DV%//
‣ $6%"‣ DV%//(Snapshot)‣ $6%"‣ DV%//CUDA9cuDNN7CUDA8cuDNN7CUDA8cuDNN6
5FNQMBUFCUDA9cuDNN7CUDA8cuDNN7CUDA8cuDNN65FNQMBUFKTPOQBDLFSCVJME
‣ $6%"‣ DV%//(Snapshot)‣ $6%"‣ DV%//IUUQTBXTBNB[PODPNBNB[POBJBNJTCUDA9cuDNN7CUDA8cuDNN7CUDA8cuDNN6
CUDA9cuDNN7CUDA8cuDNN7CUDA8cuDNN6...`ssh`...
CUDA9cuDNN7CUDA8cuDNN7CUDA8cuDNN6...`ssh`...AWS Lambda(Function)Stop!Idle?(Hourly)
‣ 0OEFNBOE(16XPSLCFODIFT 6UJMJ[F".*UPNVMUJQMFXPSLCFODIFOWJSPONFOUT 1BDLFSNBLFTJUFBTJFSUPVQEBUFBOENPSFTUBCMF 0QFSBUFWJB$IBUCPU8SBQVQ