Upgrade to Pro
— share decks privately, control downloads, hide ads and more …
Speaker Deck
Features
Speaker Deck
PRO
Sign in
Sign up for free
Search
Search
Semi Realtime Photo Classification
Search
Yuichiro Someya
March 30, 2017
Programming
91
0
Share
Embed
Copy iframe code
Copy JS code
Copy link
Start on current slide
Semi Realtime Photo Classification
https://jawsug-hpc.connpass.com/event/52263/
Yuichiro Someya
March 30, 2017
More Decks by Yuichiro Someya
See All by Yuichiro Someya
にんげんがさき 基盤はあと / Developers over ML platform
ayemos
0
15k
機械学習をスモールスタートさせる方法 / small machine learning
ayemos
3
2.1k
アットホームな分析基盤の作り方 / Homemade Machine Learning Toolkits
ayemos
1
1k
サービス開発、機械学習、クラウド / the trinity of machine learning
ayemos
0
3.7k
成長を止めない機械学習のやり方 / Don't stop 'til you get enough (data).
ayemos
15
5.3k
AWS で加速する機械学習 / Accelerate Machine Learning with AWS
ayemos
1
360
クックパッドの機械学習基盤 2018 / Machine Learning Platform at Cookpad ~ 2018 ~
ayemos
15
21k
PyTorchとCaffe2とONNXと深層学習モデルのデプロイについて
ayemos
1
3.1k
クックパッドにおけるAWS GPUインスタンスの利用事例 / Powering by AWS GPU Instances in Cookpad Inc
ayemos
0
460
Other Decks in Programming
See All in Programming
JAWS-UG横浜 #102 AWSサ終供養LT会 成仏できない AWS サービスたち 〜本日、三体供養します〜
maroon1st
0
280
PHP Application における Kubernetes 内 gRPC 通信
ganchiku
0
570
複数の Claude Code が"放置"されてしまう問題をCLI ダッシュボードを自作して解決した話
sumihiro3
0
570
5分で問診!Composer セキュリティ健康診断
codmoninc
0
730
Generative UI & AI-Assistants for Your Angular Solutions
manfredsteyer
PRO
1
280
torikago - Ruby::Boxで照らすモジュラモノリスの実行境界
se4weed
1
280
これって Effect でできたのでは? / TSKaigi Mashup Kansai #2
susisu
0
120
全PRの83%がAIレビューだけでマージできるようになった開発組織はその後どうなったか
athug
0
630
GDG Korea Android: 2026 I/O Extended ~ What's new in Android development tools
pluu
0
190
「寝てても仕事が進む」Claude Codeで組む第二の脳
tomoyafujita2016
0
220
仕様書を書く前にハーネスを作る - Agent Native開発は「探索を速く、判定を固く」
gotalab555
2
1.3k
自動化したのに回らないテスト運用の壁ーAI時代の品質責任と生産性
mfunaki
0
110
Featured
See All Featured
What Being in a Rock Band Can Teach Us About Real World SEO
427marketing
0
1.1k
Leo the Paperboy
mayatellez
8
2k
Between Models and Reality
mayunak
4
380
Collaborative Software Design: How to facilitate domain modelling decisions
baasie
1
270
A brief & incomplete history of UX Design for the World Wide Web: 1989–2019
jct
2
430
Design in an AI World
tapps
1
270
Winning Ecommerce Organic Search in an AI Era - #searchnstuff2025
aleyda
1
2.1k
Navigating Team Friction
lara
192
16k
Claude Code のすすめ
schroneko
67
230k
The untapped power of vector embeddings
frankvandijk
2
1.8k
AI in Enterprises - Java and Open Source to the Rescue
ivargrimstad
0
1.4k
My Coaching Mixtape
mlcsv
0
180
Transcript
Semi-Realtime Photo Classification Yuichiro Someya @ Cookpad Inc.
Semi-Realtime Photo Classification Yuichiro Someya @ Cookpad Inc.
BZFNPTNF • ࣗݾհ • ʮྉཧ͖Ζ͘ʯͷհ ‣ ΞʔΩςΫνϟ/Architecture ‣ ӡ༻࣮/Results &
Insights Agenda
BZFNPTNF છ୩༔Ұ<:VJDIJSP4PNFZB> UXJUUFS!BZFNPT@Z HJUIVC!BZFNPT TQFBLFSEFDLBZFNPT XFCBZFNPTNF ౦ژۀେֶɹใֶ෦ଔۀ ಉେֶӃɹܭࢉֶઐ߈ɹम࢜ ΫοΫύουגࣜձࣾ ৽ଔݚڀ։ൃ෦
ը૾ೝࣝ ݚڀ։ൃج൫
NFEJVNDPN!BZFNPT
None
ϨγϐສҎ্ ݄ ࣍ ར ༻ ऀ ສ ਓ Ҏ
্
None
None
None
None
None
ྉཧ͖Ζ͘
w εϚʔτϑΥϯͷࣸਅͷɺྉཧΛࣗಈతʹऩूʗه w $//ʹΑΔྉཧը૾ೝࣝ w ਓҎ্ͷϢʔβʔ͕ར༻ w
ຕҎ্ͷྉཧࣸਅ ݱࡏ ྉཧ͖Ζ͘
BZFNPTNF ΞʔΩςΫνϟ
BZFNPTNF w ը૾ॲཧͱఆॲཧʹֻ͕͔ͦͦ࣌ؒ͜͜Δ dNT w "1*αʔόʔ͔Βಉظతʹୟ͚ͳ͍ 6OJDPSOͷXPSLFS͕ਚ͖ͯ͠·͏ w
"NB[PO4 424Λར༻ͨ͠ඇಉظͳఆॲཧϫʔΫϑϩʔ
BZFNPTNF $MJFOU "OESPJE J04 "1*4FSWFS SVCZ $MBTTJpDBUJPO8PSLFS QZUIPO SFTVMU\JT@GPPECPPM^ <6QMPBEQIPUPUPT>
1045JT@QIPUP\LFZ@PO@TTUSJOH^ FORVFVF\LFZ@PO@TTUSJOH^ EFRVFVF \LFZ@PO@TTUSJOH^ 1045SFTVMU \LFZ@PO@TTUSJOH SFTVMU\JT@GPPE <%PXOMPBE*NBHF> %#
BZFNPTNF $MJFOU "OESPJE J04 "1*4FSWFS SVCZ $MBTTJpDBUJPO8PSLFS QZUIPO SFTVMU\JT@GPPECPPM^ <6QMPBEQIPUPUPT>
1045JT@QIPUP\LFZ@PO@TTUSJOH^ FORVFVF\LFZ@PO@TTUSJOH^ EFRVFVF \LFZ@PO@TTUSJOH^ 1045SFTVMU \LFZ@PO@TTUSJOH SFTVMU\JT@GPPE <%PXOMPBE*NBHF> %#
BZFNPTNF $MJFOU "OESPJE J04 "1*4FSWFS SVCZ $MBTTJpDBUJPO8PSLFS QZUIPO SFTVMU\JT@GPPECPPM^ <6QMPBEQIPUPUPT>
1045JT@QIPUP\LFZ@PO@TTUSJOH^ FORVFVF\LFZ@PO@TTUSJOH^ EFRVFVF \LFZ@PO@TTUSJOH^ 1045SFTVMU \LFZ@PO@TTUSJOH SFTVMU\JT@GPPE <%PXOMPBE*NBHF> %# ඇಉظʹఆॲཧ
BZFNPTNF $MJFOU "OESPJE J04 "1*4FSWFS SVCZ $MBTTJpDBUJPO8PSLFS QZUIPO %# "QQSPYJNBUF"HF0G0MEFTU.FTTBHF
4DBMFPVUJO
BZFNPTNF $MBTTJpDBUJPO8PSLFS QZUIPO "QQSPYJNBUF"HF0G0MEFTU.FTTBHF 4DBMFPVUJO
Scale GPU Applications on ECS
BZFNPTNF $MBTTJpDBUJPO8PSLFS QZUIPO "QQSPYJNBUF"HF0G0MEFTU.FTTBHF 4DBMFPVUJO
BZFNPTNF JOTUBODF@ $16 .FNPSZ 5BTL $16 .FNPSZ Α͋͘Δ&$4ͷ4DBMF0VU 5BTL $16
.FNPSZ 5BTL $16 .FNPSZ
BZFNPTNF JOTUBODF@ $16 .FNPSZ 5BTL $16 .FNPSZ Α͋͘Δ&$4ͷ4DBMF0VU 5BTL $16
.FNPSZ 5BTL $16 .FNPSZ JOTUBODF@ $16 .FNPSZ
BZFNPTNF JOTUBODF@ $16 .FNPSZ (16.FN( 5BTL $16 .FNPSZ (16.FN( (16Λ͍ͬͯΔ߹
5BTL $16 .FNPSZ (16.FN( 5BTL $16 .FNPSZ (16.FN(
BZFNPTNF JOTUBODF@ $16 .FNPSZ (16.FN( 5BTL $16 .FNPSZ (16.FN( (16Λ͍ͬͯΔ߹
5BTL $16 .FNPSZ (16.FN( 5BTL $16 .FNPSZ (16.FN(
BZFNPTNF JOTUBODF@ $16 .FNPSZ (16.FN( 5BTL $16 .FNPSZ (16.FN( (16Λ͍ͬͯΔ߹
5BTL $16 .FNPSZ (16.FN( 5BTL $16 .FNPSZ (16.FN(
BZFNPTNF JOTUBODF@ $16 .FNPSZ (16.FN( 5BTL $16 .FNPSZ (16.FN( (16Λ͍ͬͯΔ߹
5BTL $16 .FNPSZ (16.FN( 5BTL $16 .FNPSZ (16.FN( JOTUBODF@ $16 .FNPSZ (16.FN(
ӡ༻ͯ͠Έͯ
BZFNPTNF w େମͳ͍
BZFNPTNF