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‣ Yuichiro Someya (ayemos) ‣ github.com/ayemos ‣ Machine Learning Enginner @ Cookpad Inc. # 2016(new grads) ~ Current

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‣ 0VS(16FOWJSPONFOU )PXXFVUJMJ[F"84T(16JOTUBODFT )PXXFLFFQPVSTDBMBCJMJUZPGUFBNTJO3%

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/7*%*"7

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All-in on AWS since 2011

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All-in on AWS since 2011 Amazon RDS (Relational Data) Amazon Redshift (Data Warehouse)

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All-in on AWS since 2011 Amazon S3 (Object Storage) Amazon RDS (Relational Data) Amazon Redshift (Data Warehouse)

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All-in on AWS since 2011 Amazon S3 (Object Storage) Amazon RDS (Relational Data) Amazon Redshift (Data Warehouse) 7JSUVBM1SJWBUF$MPVE

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7JSUVBM1SJWBUF$MPVE All-in on AWS since 2011 Amazon S3 (Object Storage) Amazon RDS (Relational Data) Amazon Redshift (Data Warehouse) Amazon EC2 (Computation)

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‣ $6%" ‣ DV%//

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‣ $6%" ‣ DV%// (Snapshot)

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‣ $6%" ‣ DV%// (Snapshot) ‣ $6%" ‣ DV%//

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‣ $6%" ‣ DV%// (Snapshot) ‣ $6%" ‣ DV%// CUDA9 cuDNN7 CUDA8 cuDNN7 CUDA8 cuDNN6

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‣ $6%" ‣ DV%// (Snapshot) ‣ $6%" ‣ DV%// CUDA9 cuDNN7 CUDA8 cuDNN7 CUDA8 cuDNN6

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5FNQMBUF CUDA9 cuDNN7 CUDA8 cuDNN7 CUDA8 cuDNN6 5FNQMBUF KTPO QBDLFSCVJME

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‣ $6%" ‣ DV%// (Snapshot) ‣ $6%" ‣ DV%// CUDA9 cuDNN7 CUDA8 cuDNN7 CUDA8 cuDNN6

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‣ $6%" ‣ DV%// (Snapshot) ‣ $6%" ‣ DV%// IUUQTBXTBNB[PODPNBNB[POBJBNJT CUDA9 cuDNN7 CUDA8 cuDNN7 CUDA8 cuDNN6

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CUDA9 cuDNN7 CUDA8 cuDNN7 CUDA8 cuDNN6 ... `ssh` ...

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CUDA9 cuDNN7 CUDA8 cuDNN7 CUDA8 cuDNN6 ... `ssh` ...

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CUDA9 cuDNN7 CUDA8 cuDNN7 CUDA8 cuDNN6 ... `ssh` ... AWS Lambda (Function) Stop! Idle? (Hourly)

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CUDA9 cuDNN7 CUDA8 cuDNN7 CUDA8 cuDNN6 ... `ssh` ... AWS Lambda (Function) Stop! Idle? (Hourly)

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‣ 0OEFNBOE(16XPSLCFODIFT 6UJMJ[F".*UPNVMUJQMFXPSLCFODIFOWJSPONFOUT 1BDLFSNBLFTJUFBTJFSUPVQEBUFBOENPSFTUBCMF 0QFSBUFWJB$IBUCPU 8SBQVQ