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
Real World Machine Learning
Search
Yuichiro Someya
January 21, 2017
Programming
0
6.8k
Real World Machine Learning
Cookpad TechConf 2017 01/21
https://techconf.cookpad.com/2017/
Yuichiro Someya
January 21, 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
13k
機械学習をスモールスタートさせる方法 / small machine learning
ayemos
3
1.9k
アットホームな分析基盤の作り方 / Homemade Machine Learning Toolkits
ayemos
1
900
サービス開発、機械学習、クラウド / the trinity of machine learning
ayemos
0
3.2k
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
5k
AWS で加速する機械学習 / Accelerate Machine Learning with AWS
ayemos
1
300
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
2.8k
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
380
Other Decks in Programming
See All in Programming
Harnessing Large Language Models for Training-free Video Anomaly Detection
tereka114
1
1.3k
feature環境をGitHub ActionsとCloudFormationでいい感じに管理する
nealle
2
310
【Go言語】ジェネリクス
tomo1227
0
170
I/O Extended Android in Korea 2024 ~ Whats new in Android development tools
pluu
0
250
Findy - エンジニア向け会社紹介 / Findy Letter for Engineers
findyinc
2
81k
AHC035解説
terryu16
0
710
Architectures with Lightweight Stores: New Rules and Options
manfredsteyer
PRO
0
100
最古の関数型言語「Lisp」ことはじめ / lisp_in_kamiyama
uhooi
1
190
12年前の『型システム入門』翻訳の思い出話
mame
11
1.2k
Javaの現状2024夏 / Java current status 2024 summer
kishida
4
1.4k
Advanced App Shrinking Techniques
cbeyls
2
150
入社1ヶ月でここまでやった!Findy Toolsインフラ支援の最適化
rvirus0817
6
1.4k
Featured
See All Featured
How to Ace a Technical Interview
jacobian
274
23k
Templates, Plugins, & Blocks: Oh My! Creating the theme that thinks of everything
marktimemedia
23
1.9k
Six Lessons from altMBA
skipperchong
24
3.2k
CSS Pre-Processors: Stylus, Less & Sass
bermonpainter
353
29k
The Power of CSS Pseudo Elements
geoffreycrofte
64
5.2k
Why You Should Never Use an ORM
jnunemaker
PRO
51
8.9k
Thoughts on Productivity
jonyablonski
64
4.1k
5 minutes of I Can Smell Your CMS
philhawksworth
200
19k
Practical Orchestrator
shlominoach
185
10k
Unsuck your backbone
ammeep
666
57k
Understanding Cognitive Biases in Performance Measurement
bluesmoon
18
1.2k
ParisWeb 2013: Learning to Love: Crash Course in Emotional UX Design
dotmariusz
105
6.8k
Transcript
Real World Machine Learning Cookpad TechConf 2017
BZFNPTNF છ୩༔Ұ<:VJDIJSP4PNFZB> ౦େେֶӃܭࢉֶઐ߈म࢜ ΫοΫύου৽ଔ ݚڀ։ൃ෦ UXJUUFS!BZFNPT@Z HJUIVCBZFNPT XFCBZFNPTNF
છ୩༔Ұ<:VJDIJSP4PNFZB>
BZFNPTNF BZFNPTNF
$PPLQBE5FDI$POG BZFNPTNF ΫοΫύο υ ʹ ͓ ͚ Δ σΟ
ʔ ϓ ϥ ʔ χ ϯάͷ Φ Ϟ ς ϥ $PPLQBE5FDI$POG BZFNPTNF
$PPLQBE5FDI$POG BZFNPTNF ΦϞς ද
$PPLQBE5FDI$POG BZFNPTNF
$PPLQBE5FDI$POG BZFNPTNF
$PPLQBE5FDI$POG BZFNPTNF ΈࠐΈχϡʔϥϧωοτϫʔΫΛར༻ͨ͠νʔϜ͕ѹউ *NBHF/FU-BSHF4DBMF 7JTVBM3FDPHOJUJPO $IBMMFOHF ݸͷΧςΰϦʹ͚ΒΕͨը૾ͷೝࣝਫ਼Λڝ͏ࠃࡍతίϯςετ $PPLQBE5FDI$POG BZFNPTNF
$PPLQBE5FDI$POG BZFNPTNF
$PPLQBE5FDI$POG BZFNPTNF ΫοΫύουݚڀ։ൃ෦ൃ
$PPLQBE5FDI$POG BZFNPTNF
$PPLQBE5FDI$POG BZFNPTNF ྉཧ͖Ζ͘ ެ։
$PPLQBE5FDI$POG BZFNPTNF εϚʔτϑΥϯͷࣸਅͷɺྉཧΛࣗಈతʹऩूʗه $BGGF/FUͷ'JOFUVOJOHʹΑΔྉཧը૾ೝࣝ ݄ݱࡏ ਓҎ্ͷϢʔβʔ͕ར༻
ຕҎ্ͷࣸਅΛఆ ྉཧ͖Ζ͘
$PPLQBE5FDI$POG BZFNPTNF σΟʔϓϥʔχϯάಋೖاۀ
$PPLQBE5FDI$POG BZFNPTNF ݚڀ։ൃ෦ͷൃ໊ͷ৫ σΟʔϓϥʔχϯάΛར༻ͨ͠ॳͷϓϩμΫτΛެ։ ΫοΫύουʷσΟʔϓϥʔχϯά ΦϞς
$PPLQBE5FDI$POG BZFNPTNF 63" ϥ
$PPLQBE5FDI$POG BZFNPTNF ڥͮ͘Γ
$PPLQBE5FDI$POG BZFNPTNF ܭࢉػڥͷվળ
$PPLQBE5FDI$POG BZFNPTNF ܭࢉػڥߏஙͷޮԽ
$PPLQBE5FDI$POG BZFNPTNF "NB[PO&$ͷ(16Πϯελϯε HQ Λը૾ೝࣝʹར༻ 6CVOUVUSVTUZ͔ΒखಈͰηοτΞοϓ ڥͷߏஙʗཧ͕େม
࣌ͷঢ়گ ܭࢉػڥߏஙͷޮԽ OPVWFBVͷແޮԽ OWJEJBESJWFSͷΠϯετʔϧ $6%"$6%//ͷΠϯετʔϧ $IBJOFS5FOTPSqPX$B⒎FͷΠϯετʔϧ ڥมͷઃఆ
$PPLQBE5FDI$POG BZFNPTNF ը૾ೝࣝλεΫʹඞཁͳڥΛશ෦ͤͨ͠".*Λ1BDLFSʹΑΓ࡞ खॱͷίʔυԽ ࣮ߦͷࣗಈԽ dఔͰ࡞ۀ։࢝ՄೳͳΦϯσϚϯυ(16ڥΛܧଓతʹ࣮ݱ
৽ͨͳϦαʔνϟʔʗσϕϩούʔΛεϜʔζʹड͚ೖΕՄೳ ܭࢉػڥߏஙͷޮԽ
$PPLQBE5FDI$POG BZFNPTNF .--VODI.-$MBTT
$PPLQBE5FDI$POG BZFNPTNF .--VODI෦һʹΑΔ࣋ͪճΓͰͷߨ ٛΛ िҰճ ࣮ࢪ ڧԽֶश $IBJOFS
"84 %BSL/FU "NB[PO-FY"MFYB .-$MBTT݄ҰճΛ҆ʹɺ֎෦͔Β ߨࢣΛট͍ͯߨٛΛ࣮ࢪ .--VODI.-$MBTT
$PPLQBE5FDI$POG BZFNPTNF ·ͱΊ
$PPLQBE5FDI$POG BZFNPTNF σΟʔϓϥʔχϯάΛར༻ͨ͠ϓϩμΫτΛެ։ ৫ͱͯ͠ܧଓతʹ͢Δҝͷڥͮ͘ΓʹऔΓΜͰ͍Δ ݚڀ։ൃڥͷΤϯδχΞϦϯάʹΑΔվળ ෦ͷࣝڞ༗ͳͲ࣌ؒΛͬͯ
ΫοΫύουʷσΟʔϓϥʔχϯά