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
90
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
関数型プログラミングのメリットって何だろう?
wanko_it
0
120
LLM本来の能力を解き放つサンドボックス技術とAI民主化への適用
yukukotani
3
4.8k
Vue × Nuxt × Oxc どこまで使える?実運用の現在地
andpad
0
350
AIキャラアプリkaiwaの低遅延音声通話基盤をどう作ったか - AWS Gravitonで支える低遅延・低コストAI Agent基盤
mogamit
0
150
スマートグラスで並列バイブコーディング
hyshu
0
280
symfony/aiとlaravel/boost
77web
0
120
Hatena Engineer Seminar #37「言語モデルの活用に関する研究」
slashnephy
0
470
はてなアカウント基盤 State of the Union
cockscomb
1
1.3k
The Bowling Game- From Imperative to Functional Programming - Part 1
philipschwarz
PRO
0
250
ECSアプリログをFireLensでコスト削減しようとしたけど諦めた話 in Fargate×Node.js
akihisaikeda
2
4.2k
分散システム、なんですぐ死んでしまうん?耐障害性を高めたいあなたのためのレジリエンスパターン入門
mshibuya
7
2.5k
LaravelLive Japan の裏方のすべて — 第188回 PHP勉強会@東京 (2026-06-24)
suguruooki
2
150
Featured
See All Featured
Jamie Indigo - Trashchat’s Guide to Black Boxes: Technical SEO Tactics for LLMs
techseoconnect
PRO
0
250
The Language of Interfaces
destraynor
162
27k
Building an army of robots
kneath
306
46k
Exploring anti-patterns in Rails
aemeredith
3
430
Building Experiences: Design Systems, User Experience, and Full Site Editing
marktimemedia
0
550
Practical Orchestrator
shlominoach
191
11k
Pawsitive SEO: Lessons from My Dog (and Many Mistakes) on Thriving as a Consultant in the Age of AI
davidcarrasco
0
180
Dominate Local Search Results - an insider guide to GBP, reviews, and Local SEO
greggifford
PRO
0
200
Stop Working from a Prison Cell
hatefulcrawdad
274
21k
How to audit for AI Accessibility on your Front & Back End
davetheseo
0
460
Discover your Explorer Soul
emna__ayadi
2
1.2k
The Web Performance Landscape in 2024 [PerfNow 2024]
tammyeverts
12
1.2k
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