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

Real World Machine Learning

Sponsored · SiteGround - Reliable hosting with speed, security, and support you can count on. →
Avatar for Yuichiro Someya Yuichiro Someya
January 21, 2017
Programming
0
7k

Real World Machine Learning

Cookpad TechConf 2017 01/21

https://techconf.cookpad.com/2017/

Avatar for Yuichiro Someya

Yuichiro Someya

January 21, 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
Avatar for Yuichiro Someya ayemos
0
15k
機械学習をスモールスタートさせる方法 / small machine learning
Avatar for Yuichiro Someya ayemos
3
2.1k
アットホームな分析基盤の作り方 / Homemade Machine Learning Toolkits
Avatar for Yuichiro Someya ayemos
1
1k
サービス開発、機械学習、クラウド / the trinity of machine learning
Avatar for Yuichiro Someya 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).
Avatar for Yuichiro Someya ayemos
15
5.3k
AWS で加速する機械学習 / Accelerate Machine Learning with AWS
Avatar for Yuichiro Someya ayemos
1
350
クックパッドの機械学習基盤 2018 / Machine Learning Platform at Cookpad ~ 2018 ~
Avatar for Yuichiro Someya 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
Avatar for Yuichiro Someya 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
Avatar for Yuichiro Someya ayemos
0
440

Other Decks in Programming

See All in Programming
Vibe Coding - AI 驅動的軟體開發
Avatar for Micky Li mickyp100
0
170
0→1 フロントエンド開発 Tips🚀 #レバテックMeetup
Avatar for 弁護士ドットコム bengo4com
0
550
dchart: charts from deck markup
Avatar for Anthony Starks ajstarks
3
990
AIエージェント、”どう作るか”で差は出るか？ / AI Agents: Does the "How" Make a Difference?
Avatar for r-kagaya rkaga
4
2k
コマンドとリード間の連携に対する脅威分析フレームワーク
Avatar for Aja9tochin pandayumi
1
450
それ、本当に安全？ ファイルアップロードで見落としがちなセキュリティリスクと対策
Avatar for ikechi penpeen
7
2.5k
QAフローを最適化し、品質水準を満たしながらリリースまでの期間を最短化する #RSGT2026
Avatar for shibayu36 shibayu36
2
4.3k
OCaml 5でモダンな並列プログラミングを Enjoyしよう!
Avatar for Haochen Kotoi-Xie haochenx
0
140
CSC307 Lecture 03
Avatar for Javier Gonzalez-Sanchez javiergs
PRO
1
490
React 19でつくる「気持ちいいUI」- 楽観的UIのすすめ
Avatar for Hiroshi Morishige himorishige
11
6k
AIフル活用時代だからこそ学んでおきたい働き方の心得
Avatar for shinoyu shinoyu
0
130
AIによる開発の民主化を支える コンテキスト管理のこれまでとこれから
Avatar for Mulyu mulyu
3
120

Featured

See All Featured
<Decoding/> the Language of Devs - We Love SEO 2024
Avatar for Nikki Halliwell nikkihalliwell
1
130
The Myth of the Modular Monolith - Day 2 Keynote - Rails World 2024
Avatar for Eileen M. Uchitelle eileencodes
26
3.3k
A Tale of Four Properties
Avatar for Chris Coyier chriscoyier
162
24k
Responsive Adventures: Dirty Tricks From The Dark Corners of Front-End
Avatar for Vitaly Friedman smashingmag
254
22k
The Hidden Cost of Media on the Web [PixelPalooza 2025]
Avatar for Tammy Everts tammyeverts
2
180
Scaling GitHub
Avatar for Zach Holman holman
464
140k
Making Projects Easy
Avatar for Brett Harned brettharned
120
6.6k
Pawsitive SEO: Lessons from My Dog (and Many Mistakes) on Thriving as a Consultant in the Age of AI
Avatar for David Carrasco davidcarrasco
0
62
[RailsConf 2023 Opening Keynote] The Magic of Rails
Avatar for Eileen M. Uchitelle eileencodes
31
9.9k
[RailsConf 2023] Rails as a piece of cake
Avatar for Vladimir Dementyev palkan
59
6.3k
Believing is Seeing
Avatar for Spiro Bolos oripsolob
1
53
Cheating the UX When There Is Nothing More to Optimize - PixelPioneers
Avatar for Stéphanie Walter stephaniewalter
287
14k

Transcript

  1. Real World Machine Learning Cookpad TechConf 2017

  2. BZFNPTNF છ୩༔Ұ࿠<:VJDIJSP4PNFZB> ౦޻େେֶӃܭࢉ޻ֶઐ߈म࢜   ΫοΫύου৽ଔ ݚڀ։ൃ෦ UXJUUFS!BZFNPT@Z HJUIVCBZFNPT XFCBZFNPTNF

    છ୩༔Ұ࿠<:VJDIJSP4PNFZB>

  3. BZFNPTNF BZFNPTNF

  4. $PPLQBE5FDI$POG BZFNPTNF ΫοΫύο υ ʹ ͓ ͚ Δ  σΟ

    ʔ ϓ ϥ ʔ χ ϯάͷ Φ Ϟ ς ΢ ϥ $PPLQBE5FDI$POG BZFNPTNF

  5. $PPLQBE5FDI$POG BZFNPTNF ΦϞς ද

  6. $PPLQBE5FDI$POG BZFNPTNF 

  7. $PPLQBE5FDI$POG BZFNPTNF

  8. $PPLQBE5FDI$POG BZFNPTNF ৞ΈࠐΈχϡʔϥϧωοτϫʔΫΛར༻ͨ͠νʔϜ͕ѹউ *NBHF/FU-BSHF4DBMF 7JTVBM3FDPHOJUJPO $IBMMFOHF ݸͷΧςΰϦʹ෼͚ΒΕͨը૾ͷೝࣝਫ਼౓Λڝ͏ࠃࡍతίϯςετ $PPLQBE5FDI$POG BZFNPTNF

  9. $PPLQBE5FDI$POG BZFNPTNF 

  10. $PPLQBE5FDI$POG BZFNPTNF ΫοΫύουݚڀ։ൃ෦ൃ଍

  11. $PPLQBE5FDI$POG BZFNPTNF 

  12. $PPLQBE5FDI$POG BZFNPTNF ྉཧ͖Ζ͘ ެ։

  13. $PPLQBE5FDI$POG BZFNPTNF ⿣ εϚʔτϑΥϯͷࣸਅͷ಺ɺྉཧΛࣗಈతʹऩूʗه࿥ ⿣ $BGGF/FUͷ'JOFUVOJOHʹΑΔྉཧը૾ೝࣝ  ݄ݱࡏ ਓҎ্ͷϢʔβʔ͕ར༻ 

     ຕҎ্ͷࣸਅΛ൑ఆ ྉཧ͖Ζ͘

  14. $PPLQBE5FDI$POG BZFNPTNF σΟʔϓϥʔχϯάಋೖاۀ

  15. $PPLQBE5FDI$POG BZFNPTNF ⿣ ݚڀ։ൃ෦ͷൃ଍໊ͷ૊৫΁ ⿣ σΟʔϓϥʔχϯάΛར༻ͨ͠ॳͷϓϩμΫτΛެ։ ΫοΫύουʷσΟʔϓϥʔχϯά ΦϞς

  16. $PPLQBE5FDI$POG BZFNPTNF 63" ΢ϥ

  17. $PPLQBE5FDI$POG BZFNPTNF ؀ڥͮ͘Γ

  18. $PPLQBE5FDI$POG BZFNPTNF ܭࢉػ؀ڥͷվળ

  19. $PPLQBE5FDI$POG BZFNPTNF ܭࢉػ؀ڥߏஙͷޮ཰Խ

  20. $PPLQBE5FDI$POG BZFNPTNF ⿣ "NB[PO&$ͷ(16Πϯελϯε HQ Λը૾ೝࣝʹར༻ ⿣ 6CVOUVUSVTUZ͔ΒखಈͰηοτΞοϓ  ؀ڥͷߏஙʗ؅ཧ͕େม

    ౰࣌ͷঢ়گ ܭࢉػ؀ڥߏஙͷޮ཰Խ OPVWFBVͷແޮԽ OWJEJBESJWFSͷΠϯετʔϧ $6%"$6%//ͷΠϯετʔϧ $IBJOFS5FOTPSqPX$B⒎FͷΠϯετʔϧ ؀ڥม਺ͷઃఆ

  21. $PPLQBE5FDI$POG BZFNPTNF ⿣ ը૾ೝࣝλεΫʹඞཁͳ؀ڥΛશ෦৐ͤͨ͠".*Λ1BDLFSʹΑΓ࡞੒ ⿣ खॱͷίʔυԽ ࣮ߦͷࣗಈԽ ⿣ d෼ఔ౓Ͱ࡞ۀ։࢝ՄೳͳΦϯσϚϯυ(16؀ڥΛܧଓతʹ࣮ݱ 

    ৽ͨͳϦαʔνϟʔʗσϕϩούʔΛεϜʔζʹड͚ೖΕՄೳ ܭࢉػ؀ڥߏஙͷޮ཰Խ

  22. $PPLQBE5FDI$POG BZFNPTNF .--VODI.-$MBTT

  23. $PPLQBE5FDI$POG BZFNPTNF ⿣ .--VODI෦һʹΑΔ࣋ͪճΓͰͷߨ ٛΛ िҰճ ࣮ࢪ  ڧԽֶश $IBJOFS

    "84 %BSL/FU 
 "NB[PO-FY"MFYB ⿣ .-$MBTT݄ҰճΛ໨҆ʹɺ֎෦͔Β ߨࢣΛট͍ͯߨٛΛ࣮ࢪ .--VODI.-$MBTT

  24. $PPLQBE5FDI$POG BZFNPTNF ·ͱΊ

  25. $PPLQBE5FDI$POG BZFNPTNF ⿣ σΟʔϓϥʔχϯάΛར༻ͨ͠ϓϩμΫτΛެ։ ⿣ ૊৫ͱͯ͠ܧଓతʹ੒௕͢Δҝͷ؀ڥͮ͘Γʹ΋औΓ૊ΜͰ͍Δ  ݚڀ։ൃ؀ڥͷΤϯδχΞϦϯάʹΑΔվળ  ෦಺ͷ஌ࣝڞ༗ͳͲ͸࣌ؒΛ࢖ͬͯ

    ΫοΫύουʷσΟʔϓϥʔχϯά