Upgrade to Pro — share decks privately, control downloads, hide ads and more …

Semi Realtime Photo Classification

Yuichiro Someya
March 30, 2017
Programming
0
65

Semi Realtime Photo Classification

https://jawsug-hpc.connpass.com/event/52263/

Yuichiro Someya

March 30, 2017
Tweet

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
13k
機械学習をスモールスタートさせる方法 / small machine learning
ayemos
3
2k
アットホームな分析基盤の作り方 / Homemade Machine Learning Toolkits
ayemos
1
950
サービス開発、機械学習、クラウド / the trinity of machine learning
ayemos
0
3.4k
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
5.1k
AWS で加速する機械学習 / Accelerate Machine Learning with AWS
ayemos
1
310
クックパッドの機械学習基盤 2018 / Machine Learning Platform at Cookpad ~ 2018 ~
ayemos
15
19k
PyTorchとCaffe2とONNXと深層学習モデルのデプロイについて
ayemos
1
2.9k
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
410

Other Decks in Programming

See All in Programming
ソフトウェアエンジニアの成長
masuda220
PRO
10
1.1k
SpringBoot3.4の構造化ログ #kanjava
irof
2
1k
『テスト書いた方が開発が早いじゃん』を解き明かす #phpcon_nagoya
o0h
PRO
2
260
Immutable ActiveRecord
megane42
0
140
Writing documentation can be fun with plugin system
okuramasafumi
0
120
2,500万ユーザーを支えるSREチームの6年間のスクラムのカイゼン
honmarkhunt
6
5.3k
時計仕掛けのCompose
mkeeda
1
300
Linux && Docker 研修/Linux && Docker training
forrep
24
4.5k
Software Architecture
hschwentner
6
2.1k
技術を根付かせる / How to make technology take root
kubode
1
250
Flutter × Firebase Genkit で加速する生成 AI アプリ開発
coborinai
0
160
ファインディの テックブログ爆誕までの軌跡
starfish719
2
1.1k

Featured

See All Featured
The Cost Of JavaScript in 2023
addyosmani
47
7.3k
Building an army of robots
kneath
303
45k
No one is an island. Learnings from fostering a developers community.
thoeni
21
3.1k
Creating an realtime collaboration tool: Agile Flush - .NET Oxford
marcduiker
27
1.9k
Product Roadmaps are Hard
iamctodd
PRO
50
11k
The Illustrated Children's Guide to Kubernetes
chrisshort
48
49k
Designing for humans not robots
tammielis
250
25k
Rebuilding a faster, lazier Slack
samanthasiow
80
8.8k
Scaling GitHub
holman
459
140k
Designing Experiences People Love
moore
140
23k
How to Create Impact in a Changing Tech Landscape [PerfNow 2023]
tammyeverts
49
2.3k
Docker and Python
trallard
44
3.3k

Transcript

  1. Semi-Realtime Photo Classification Yuichiro Someya @ Cookpad Inc.

  2. Semi-Realtime Photo Classification Yuichiro Someya @ Cookpad Inc.

  3. BZFNPTNF • ࣗݾ঺հ • ʮྉཧ͖Ζ͘ʯͷ঺հ ‣ ΞʔΩςΫνϟ/Architecture ‣ ӡ༻࣮੷/Results &

    Insights Agenda

  4. BZFNPTNF છ୩༔Ұ࿠<:VJDIJSP4PNFZB> UXJUUFS!BZFNPT@Z HJUIVC!BZFNPT TQFBLFSEFDLBZFNPT XFCBZFNPTNF ౦ژ޻ۀେֶɹ৘ใ޻ֶ෦ଔۀ ಉେֶӃɹܭࢉ޻ֶઐ߈ɹम࢜ ΫοΫύουגࣜձࣾ
 ৽ଔݚڀ։ൃ෦

    ը૾ೝࣝ ݚڀ։ൃج൫

  5. NFEJVNDPN!BZFNPT

  6. None

  7. Ϩγϐ਺ສ඼Ҏ্ ݄ ࣍ ར ༻ ऀ ਺ ສ ਓ Ҏ

    ্
  8. None
  9. None
  10. None
  11. None
  12. None

  13. ྉཧ͖Ζ͘

  14. w εϚʔτϑΥϯͷࣸਅͷ಺ɺྉཧΛࣗಈతʹऩूʗه࿥ w $//ʹΑΔྉཧը૾ೝࣝ w  ਓҎ্ͷϢʔβʔ͕ར༻ w  

    ຕҎ্ͷྉཧࣸਅ ݱࡏ ྉཧ͖Ζ͘

  15. BZFNPTNF ΞʔΩςΫνϟ

  16. BZFNPTNF w ը૾ॲཧͱ൑ఆॲཧʹֻ͕͔ͦͦ࣌ؒ͜͜Δ dNT  w "1*αʔόʔ͔Βಉظతʹୟ͚ͳ͍ 6OJDPSOͷXPSLFS͕ਚ͖ͯ͠·͏  w

    "NB[PO4 424Λར༻ͨ͠ඇಉظͳ൑ఆॲཧϫʔΫϑϩʔ΁

  17. 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> %#

  18. 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> %#

  19. 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> %# ඇಉظʹ൑ఆॲཧ

  20. BZFNPTNF $MJFOU "OESPJE J04 "1*4FSWFS SVCZ $MBTTJpDBUJPO8PSLFS QZUIPO %# "QQSPYJNBUF"HF0G0MEFTU.FTTBHF

    4DBMFPVUJO

  21. BZFNPTNF $MBTTJpDBUJPO8PSLFS QZUIPO "QQSPYJNBUF"HF0G0MEFTU.FTTBHF 4DBMFPVUJO

  22. Scale GPU Applications on ECS

  23. BZFNPTNF $MBTTJpDBUJPO8PSLFS QZUIPO "QQSPYJNBUF"HF0G0MEFTU.FTTBHF 4DBMFPVUJO

  24. BZFNPTNF JOTUBODF@ $16 .FNPSZ 5BTL $16 .FNPSZ Α͋͘Δ&$4ͷ4DBMF0VU 5BTL $16

    .FNPSZ 5BTL $16 .FNPSZ

  25. BZFNPTNF JOTUBODF@ $16 .FNPSZ 5BTL $16 .FNPSZ Α͋͘Δ&$4ͷ4DBMF0VU 5BTL $16

    .FNPSZ 5BTL $16 .FNPSZ JOTUBODF@ $16 .FNPSZ

  26. BZFNPTNF JOTUBODF@ $16 .FNPSZ (16.FN( 5BTL $16 .FNPSZ (16.FN( (16Λ࢖͍ͬͯΔ৔߹

    5BTL $16 .FNPSZ (16.FN( 5BTL $16 .FNPSZ (16.FN(

  27. BZFNPTNF JOTUBODF@ $16 .FNPSZ (16.FN( 5BTL $16 .FNPSZ (16.FN( (16Λ࢖͍ͬͯΔ৔߹

    5BTL $16 .FNPSZ (16.FN( 5BTL $16 .FNPSZ (16.FN(

  28. BZFNPTNF JOTUBODF@ $16 .FNPSZ (16.FN( 5BTL $16 .FNPSZ (16.FN( (16Λ࢖͍ͬͯΔ৔߹

    5BTL $16 .FNPSZ (16.FN( 5BTL $16 .FNPSZ (16.FN(

  29. BZFNPTNF JOTUBODF@ $16 .FNPSZ (16.FN( 5BTL $16 .FNPSZ (16.FN( (16Λ࢖͍ͬͯΔ৔߹

    5BTL $16 .FNPSZ (16.FN( 5BTL $16 .FNPSZ (16.FN( JOTUBODF@ $16 .FNPSZ (16.FN(

  30. ӡ༻ͯ͠Έͯ

  31. BZFNPTNF w େମ໰୊ͳ͍

  32. BZFNPTNF