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
壊れたパーサから始める関数型設計と構成的なパーサ #fp_matsuri
raiga0310
2
420
<title><a id="</title>君はこのHTMLをパースできるか"></a></title> #雑LT_study
pizzacat83
0
130
【やさしく解説 設計編 #0】DDDのコード、読めるのに分からない人へ
panda728
PRO
2
290
使いながら育てる Claude Code — 開発フローの1コマンド化 × 繰り返し指摘の自動仕組み化
shiki_kakaku
0
1.5k
20260722_microCMSで考える、AI時代のコンテンツ運用設計
yosh1
0
190
地域 SRE コミュニティ最前線 - ホンマでっかSRE勉強会
tk3fftk
0
290
Android CLI
fornewid
0
200
生成AI導入の「期待外れ」を乗り越える ー 開発フロー改革が目指す、真の組織変革
starfish719
0
3.3k
AWS DevOps AgentのAzure接続機能を検証して見えた活用法/Use Cases Verified for the AWS DevOps Agent's Azure Connectivity Feature
masakiokuda
1
190
yield再入門 #phpcon
o0h
PRO
0
860
【やさしく解説 設計編・中級 #1】一つの車に、運転手は一人 ~ある倉庫システムの事例から~
panda728
PRO
0
200
使用 Meilisearch 建立新聞搜尋工具
johnroyer
0
200
Featured
See All Featured
Agile that works and the tools we love
rasmusluckow
331
22k
RailsConf & Balkan Ruby 2019: The Past, Present, and Future of Rails at GitHub
eileencodes
141
35k
How to Think Like a Performance Engineer
csswizardry
28
2.7k
Lessons Learnt from Crawling 1000+ Websites
charlesmeaden
PRO
1
1.5k
The Anti-SEO Checklist Checklist. Pubcon Cyber Week
ryanjones
0
190
Kristin Tynski - Automating Marketing Tasks With AI
techseoconnect
PRO
0
420
Practical Tips for Bootstrapping Information Extraction Pipelines
honnibal
25
2k
Making Projects Easy
brettharned
120
6.7k
The Art of Delivering Value - GDevCon NA Keynote
reverentgeek
16
2.1k
[RailsConf 2023] Rails as a piece of cake
palkan
59
6.8k
How to Ace a Technical Interview
jacobian
281
24k
Keith and Marios Guide to Fast Websites
keithpitt
413
23k
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