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
Sponsored
·
Your Podcast. Everywhere. Effortlessly.
Share. Educate. Inspire. Entertain. You do you. We'll handle the rest.
→
Yuichiro Someya
March 30, 2017
Programming
0
86
Semi Realtime Photo Classification
https://jawsug-hpc.connpass.com/event/52263/
Yuichiro Someya
March 30, 2017
Tweet
Share
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
3.6k
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
350
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
3k
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
450
Other Decks in Programming
See All in Programming
Goの型安全性で実現する複数プロダクトの権限管理
ishikawa_pro
1
120
The Past, Present, and Future of Enterprise Java
ivargrimstad
0
490
2026年は Rust 置き換えが流行る! / 20260220-niigata-5min-tech
girigiribauer
0
230
ベクトル検索のフィルタを用いた機械学習モデルとの統合 / python-meetup-fukuoka-06-vector-attr
monochromegane
2
380
エラーログのマスキングの仕組みづくりに役立ったASTの話
kumoichi
0
180
AI駆動開発の本音 〜Claude Code並列開発で見えたエンジニアの新しい役割〜
hisuzuya
4
500
受け入れテスト駆動開発(ATDD)×AI駆動開発 AI時代のATDDの取り組み方を考える
kztakasaki
2
550
Fundamentals of Software Engineering In the Age of AI
therealdanvega
1
240
オブザーバビリティ駆動開発って実際どうなの?
yohfee
3
810
encoding/json/v2のUnmarshalはこう変わった:内部実装で見る設計改善
kurakura0916
0
390
AI時代でも変わらない技術コミュニティの力~10年続く“ゆるい”つながりが生み出す価値
n_takehata
2
710
Railsの気持ちを考えながらコントローラとビューを整頓する/tidying-rails-controllers-and-views-as-rails-think
moro
5
390
Featured
See All Featured
DBのスキルで生き残る技術 - AI時代におけるテーブル設計の勘所
soudai
PRO
62
51k
Agile Actions for Facilitating Distributed Teams - ADO2019
mkilby
0
140
A Modern Web Designer's Workflow
chriscoyier
698
190k
SEO in 2025: How to Prepare for the Future of Search
ipullrank
3
3.4k
Between Models and Reality
mayunak
2
230
CSS Pre-Processors: Stylus, Less & Sass
bermonpainter
360
30k
SEOcharity - Dark patterns in SEO and UX: How to avoid them and build a more ethical web
sarafernandez
0
140
From π to Pie charts
rasagy
0
150
Amusing Abliteration
ianozsvald
0
130
ピンチをチャンスに:未来をつくるプロダクトロードマップ #pmconf2020
aki_iinuma
128
55k
Statistics for Hackers
jakevdp
799
230k
Avoiding the “Bad Training, Faster” Trap in the Age of AI
tmiket
0
98
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