Upgrade to Pro
— share decks privately, control downloads, hide ads and more …
Speaker Deck
Sign up for free
Menu
Search
Features
All features
Private URLs
Password Protection
Custom URLS
Scheduled publishing
Remove Branding
Restrict embedding
Deck Collections
Notes
Features
All features
Private URLs
Password Protection
Custom URLS
Scheduled publishing
Remove Branding
Restrict embedding
Deck Collections
Notes
Explore
Featured decks
Featured speakers
Programming
Technology
Storyboards
Explore
Featured decks
Featured speakers
Programming
Technology
Storyboards
Pricing
Search
Sign in
Sign up for free
サービス開発、機械学習、クラウド / the trinity of machine learning
Search
Yuichiro Someya
May 11, 2018
Programming
3.7k
0
Share
Embed
Copy iframe code
Copy JS code
Copy link
Start on current slide
サービス開発、機械学習、クラウド / the trinity of machine learning
Qiita × Microsoft 共催MeetUp
https://connpass.com/event/86280/
Yuichiro Someya
May 11, 2018
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
1.1k
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
5.4k
AWS で加速する機械学習 / Accelerate Machine Learning with AWS
ayemos
1
370
クックパッドの機械学習基盤 2018 / Machine Learning Platform at Cookpad ~ 2018 ~
ayemos
15
22k
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
480
How we use GPUs in Cookpad
ayemos
0
220
Other Decks in Programming
See All in Programming
AI Augmentation Techniques with Liberty
ivargrimstad
1
410
느린 네트워크와 저사양 디바이스 사용자를 위한 웹뷰 로딩 시간 개선기
kmkim
1
220
Coding with AI: How to trust the storyteller (AWS Community Day Adria, Ljubljana 2026)
slobodan
0
140
AI時代のFlutter品質設計 — アプリ品質を守るQuality Layers
omatty198
0
360
作って学ぶSpring BootのAuto Configuration / JJUG Night Seminar 2026-10-19
rshindo
0
220
LLM 101
dalinaum
0
470
Event is what happens
moro
2
4k
Modernizing iOS Apps
seyfoyun
0
150
Vue.jsで作る空間解析アプリとCapacitorプラグインのData Bridge
hal_spidernight
1
170
自作Discord音声botをLambda MicroVMsに移行した話 / Migrating My Discord Voice Bot to Lambda MicroVMs
akihisaikeda
1
300
Goコンパイラを作ってGoをもっと理解する / Build a Go compiler to better understand Go
ikura_hamu
0
130
Claude Code ハーネスDeep Dive – 君はどこまで制御する? -
takateeen_knj
6
4k
Featured
See All Featured
SERP Conf. Vienna - Web Accessibility: Optimizing for Inclusivity and SEO
sarafernandez
2
1.6k
CSS Pre-Processors: Stylus, Less & Sass
bermonpainter
360
31k
Faster Mobile Websites
deanohume
310
32k
Bioeconomy Workshop: Dr. Julius Ecuru, Opportunities for a Bioeconomy in West Africa
akademiya2063
PRO
1
450
技術選定の審美眼(2025年版) / Understanding the Spiral of Technologies 2025 edition
twada
PRO
121
130k
Making the Leap to Tech Lead
cromwellryan
135
10k
Between Models and Reality
mayunak
4
570
Paper Plane (Part 1)
katiecoart
PRO
2
12k
Design in an AI World
tapps
1
390
Paper Plane
katiecoart
PRO
5
55k
Pawsitive SEO: Lessons from My Dog (and Many Mistakes) on Thriving as a Consultant in the Age of AI
davidcarrasco
0
300
CoffeeScript is Beautiful & I Never Want to Write Plain JavaScript Again
sstephenson
162
16k
Transcript
αʔϏε։ൃɺػցֶशɺΫϥυ !2JJUBº.JDSPTPGUڞ࠵.FFU6Q
ࣗݾհ છ୩༔Ұ<:VJDIJSP4PNFZB> ౦ژۀେֶେֶӃܭࢉֶम࢜ ΫοΫύουגࣜձࣾݚڀ։ൃ෦ ϦαʔνΤϯδχΞ݄d ػցֶशج൫ͷඋɺϨγϐσʔλͷੳ
UXJUUFSDPN!BZFNPT@Z HJUIVCDPNBZFNPT XXXBZFNPTNF TQFBLFSEFDLDPNBZFNPT
None
ʰιϑτΣΞΛ༻͍ͨαʔϏε։ൃͱ͍͏ ଟ݁ߏ ۙͳ ݱ͔Βػցֶशͱ͍͏ٕज़ΛݟͭΊɺ͖߹͍ํΛߟ͑Δճʱ ओͳର ػցֶशΛͬͯސ٬ʹՁΛಧ͚͍ͨਓ
?Έ͍ͨͳਓ͕ճΓʹ͍Δਓ
࣍ ͍ΖΜͳػցֶश αʔϏε։ൃͱػցֶश Ϋϥυͱ͍͏બࢶ ਓೳϒʔϜͱݬ໓ظ
࣍ ͍ΖΜͳػցֶश αʔϏε։ൃͱػցֶश Ϋϥυͱ͍͏બࢶ ਓೳϒʔϜͱݬ໓ظ
͍ΖΜͳػցֶश ػցֶशҰൃউෛͷιϦϡʔγϣϯʗ։ൃ ྫࣗಈӡసɺݕࡧ༁ ٕज़తഉଞੑͷཁҼͱͯ͠ͷػցֶश େنͳࣗಈԽʹΑΔܻഒͷվળنɺͱ͔ͦ͏͍͏ͭ
͋·ΓۙͰͳ͍
͍ΖΜͳػցֶश ػցֶशΛར༻ͨ͠αʔϏεͷ։ൃʗվળ ྫهࣄͷࣗಈྨϨίϝϯσʔγϣϯ ࣗࣾαʔϏεͰ ͪ͜ΒϒʔϜʹݗҾ͞ΕΔܗͰനԽ͍ͯ͠Δ
ਓೳػցֶशαʔϏε։ൃͱʁ ׂͬͪ͜ͱۙɻࠓ͜͜ͷΛ͠·͢ɻ
࣍ ͍ΖΜͳػցֶश αʔϏε։ൃͱػցֶश Ϋϥυͱ͍͏બࢶ ਓೳϒʔϜͱݬ໓ظ
αʔϏε։ൃͱػցֶश ιϑτΣΞ αʔϏε։ൃͰػցֶशΛ͍͍ͨͱ͍͏ χʔζ͕૿͍͑ͯΔ ਓೳϒʔϜʹґΔͱ͜Ζ͕େ͖͍ ଟ
ʰػցֶशΛ͏ʱͱʁ
ʰػցֶशΛ͏ʱͱ ػցֶशʹΑΔαʔϏεՁͷग़ʗ্ ྫهࣄͷࣗಈྨϨίϝϯσʔγϣϯ ࣗࣾαʔϏεͰ ͜ΕΛɺαʔϏε։ൃͱಉ͡ඨͰΖ͏ͱ͍͏
ۃΛݴ͑ʰϘλϯͷ৭ʗେ͖͞Λม͑Δʱͷͱಉ͡ ։ൃϓϩηεɺ։ൃίετɺٕज़తෛ࠴ɺʑ͕ొ
ʰػցֶशΛ͏ʱͱ ػցֶशʹΑΔαʔϏεՁͷग़ʗ্ ྫهࣄͷࣗಈྨϨίϝϯσʔγϣϯ ࣗࣾαʔϏεͰ ͜ΕΛɺαʔϏε։ൃͱಉ͡ඨͰΖ͏ͱ͍͏
ۃΛݴ͑ʰϘλϯͷ৭ʗେ͖͞Λม͑Δʱͷͱಉ͡ ։ൃϓϩηεɺ։ൃίετɺٕज़తෛ࠴ɺʑ͕ొ
ਗ਼͘ਖ਼͘͠ػցֶशΛ͏ͨΊʹ ։ൃʹ͔͔ΔظؒͱίετʁಘΒΕΔՁʁ ແɺϒʔϜΛ౿·͑ͯଟΊʹࢿΛ͢Δͷͭͷબࢶ αʔϏεͷվળεϐʔυʹ͍ͭͯདྷΕΔʁ དྷΕͳ͍ͱͨ͠ΒͲΕ͘Β͍Ϊϟοϓ͕͋Δʁ ӡ༻ίετͲΕ͘Β͍ʁ
ਗ਼͘ਖ਼͘͠ػցֶशΛ͏ͨΊʹ ։ൃʹ͔͔ΔظؒͱίετʁಘΒΕΔՁʁ ແɺϒʔϜΛ౿·͑ͯଟΊʹࢿΛ͢Δͷͭͷબࢶ αʔϏεͷվળεϐʔυʹ͍ͭͯདྷΕΔʁ དྷΕͳ͍ͱͨ͠ΒͲΕ͘Β͍Ϊϟοϓ͕͋Δʁ ӡ༻ίετͲΕ͘Β͍ʁ
ʰਫ਼ʱͱʰՁʱ ࢀߟIUUQTXXXTMJEFTIBSFOFU5PLPSPUFO/BLBZBNBTT αʔϏεͷՁ' ػցֶशϞσϧͷਫ਼ ͱͨ࣌͠ɺ 'ͲͷΑ͏ͳܗ͔ʁ ͦΕΛ౿·͑ͯͲͷΑ͏ͳظΛઃఆ͢Δ͔
ग़དྷΕαʔϏεͷاըʗઃܭΛ͢Δ࣌ʹ͜ΕΛݕ౼͖͢ αʔϏεͷվળϓϩηεʹػցֶशϞσϧ͕ר͖ࠐ·ΕΔ
ʰਫ਼ʱͱʰՁʱ ࢀߟIUUQTXXXTMJEFTIBSFOFU5PLPSPUFO/BLBZBNBTT αʔϏεͷՁ' ػցֶशϞσϧͷਫ਼ ͱͨ࣌͠ɺ 'ͲͷΑ͏ͳܗ͔ʁ ͦΕΛ౿·͑ͯͲͷΑ͏ͳظΛઃఆ͢Δ͔
ग़དྷΕαʔϏεͷاըʗઃܭΛ͢Δ࣌ʹ͜ΕΛݕ౼͖͢ αʔϏεͷվળϓϩηεʹػցֶशϞσϧ͕ר͖ࠐ·ΕΔ
ਗ਼͘ਖ਼͘͠ػցֶशΛ͏ͨΊʹ ։ൃʹ͔͔ΔظؒͱίετʁಘΒΕΔՁʁ ແɺϒʔϜΛ౿·͑ͯଟΊʹࢿΛ͢Δͷͭͷબࢶ αʔϏεͷվળεϐʔυʹ͍ͭͯདྷΕΔʁ དྷΕͳ͍ͱͨ͠ΒͲΕ͘Β͍Ϊϟοϓ͕͋Δʁ ӡ༻ίετͲΕ͘Β͍ʁ
ػցֶशͷվળϓϩηε ྫهࣄͷࣗಈྨ ࣗಈهࣄྨثͷΧςΰϦʹ ʰಈʱΛͯ͠Έ͍ͨ σʔλऩूͱੳɺϞσϧͷֶश ͋Δ͔Βिؒ͘Β͍͔͔Δͳ Ϛδ͔
ػցֶशͷվળϓϩηε ྫهࣄͷࣗಈྨ ࣗಈهࣄྨثͷΧςΰϦʹ ʰಈʱΛͯ͠Έ͍ͨ σʔλऩूͱੳɺϞσϧͷֶश ͋Δ͔Βिؒ͘Β͍͔͔Δͳ Ϛδ͔
ػցֶशͷվળϓϩηε ྫهࣄͷࣗಈྨ ࣗಈهࣄྨثͷΧςΰϦʹ ʰಈʱΛͯ͠Έ͍ͨ σʔλऩूͱੳɺϞσϧͷֶश ͋Δ͔Βिؒ͘Β͍͔͔Δͳ Ϛδ͔ αʔϏε։ൃͱϞσϧ։ൃͷ εϐʔυײʹΪϟοϓ͕͋Δ
ௗͷը૾ྨʹ͔͔Βͳ͍͕ʜ
ػցֶशͷվળϓϩηε αʔϏεͷՁ' ػցֶशϞσϧͷਫ਼ αʔϏεʗϞσϧͷվળεϐʔυʹΪϟοϓ͕͋Δ αʔϏε։ൃʹ͓͍ͯհͳίϯϙʔωϯτʹͳΓͭͭ͋Δ
ࣅͨલྫͱͯ͠ݕࡧΤϯδϯͱ͔ʁ
ਗ਼͘ਖ਼͘͠ػցֶशΛ͏ͨΊʹ ։ൃʹ͔͔ΔظؒͱίετʁಘΒΕΔՁʁ ແɺϒʔϜΛ౿·͑ͯଟΊʹࢿΛ͢Δͷͭͷબࢶ αʔϏεͷվળεϐʔυʹ͍ͭͯདྷΕΔʁ དྷΕͳ͍ͱͨ͠ΒͲΕ͘Β͍Ϊϟοϓ͕͋Δʁ ӡ༻ίετͲΕ͘Β͍ʁ
ػցֶशͱӡ༻ίετ ʰػցֶशٕज़తෛ࠴ͷߴརି͠ ҙ༁ ʱ IUUQTSFTFBSDIHPPHMFDPNQVCTQVCIUNM σʔλͷऩूʗੳʗཧ ϞσϧͷσϓϩΠͱϞχλϦϯά
͜͜·Ͱ αʔϏε։ൃͷݱͰػցֶशΛͬͯՁΛੜΈग़͍ͨ͠ ಘΒΕΔՁ' Ϟσϧͷਫ਼ Λྫྷ੩ʹݟͭΊΔ͖ αʔϏε։ൃͷεϐʔυײͷ͔ͤʹͳΒͳ͍Α͏ʹҙ
Ҏ্ ӡ༻ίετΛ౿·͑ͯɺຊʹΔ͖͔ߟ͑Δ
͜͜·Ͱ αʔϏε։ൃͷݱͰػցֶशΛͬͯՁΛੜΈग़͍ͨ͠ ಘΒΕΔՁ' Ϟσϧͷਫ਼ Λྫྷ੩ʹݟͭΊΔ͖ αʔϏε։ൃͷεϐʔυײͷ͔ͤʹͳΒͳ͍Α͏ʹҙ
Ҏ্ ӡ༻ίετΛ౿·͑ͯɺຊʹΔ͖͔ߟ͑Δ ωΨςΟϒ
ػցֶशͱαʔϏεͷվળϓϩηε Ͳ͏͢Εʁ εϐʔυʹΪϟοϓ͕͋Δͱ͍͏ೝࣝ߹Θͤ ϓϩηεͷݟ͠ ͳΔ͘ૣ͘͢Δ ྫػցֶशֶ
ػցֶशֶ ػցֶशʹؔ͢Δ։ൃϓϩηεͷվળ ػցֶशֶݚڀձͱ͍͏ͷग़དྷͨΈ͍ͨ IUUQTTJUFTHPPHMFDPNWJFXTJHNMTF ՝ҙࣝߴ·͍ͬͯΔ
ػցֶशͷӡ༻ίετ Ͳ͏͢Εʁ ӡ༻ίετΛ౿·͑ͯऔΓΉ͖͔ܾΊΔ ແɺϒʔϜΛ౿·͑ͯଟΊʹࢿΛSZ ػցֶशϓϥοτϑΥʔϜͱ͍͏બࢶ
࣍ ͍ΖΜͳػցֶश αʔϏε։ൃͱػցֶश Ϋϥυͱ͍͏બࢶ ਓೳϒʔϜͱݬ໓ظ
ػցֶशϓϥοτϑΥʔϜ ֤छΫϥυϓϥοτϑΥʔϜͷػցֶशαϙʔτ͕നԽͯ͠Δ "NB[PO4BHF.BLFS "[VSF.BDIJOF-FBSOJOH4UVEJP (PPHMF$MPVE.BDIJOF-FBSOJOH&OHJOFʑ
લड़ͨ͠Α͏ͳҙ͕ࣝߴ·͍ͬͯΔʁ
ػցֶशͱΫϥυ .-BB4ɺػցֶशϓϥοτϑΥʔϜͱ͍͏બࢶ͕͋Δ ৽͍͠ͳͷͰ༻ޠ͕৭ʑ ʰ࣮ݧ͔Βຊ൪ӡ༻·Ͱɺ౷߹తͳڥͰػցֶश͢Δʱ
ػցֶशͱΫϥυ .-BB4ɺػցֶशϓϥοτϑΥʔϜͱ͍͏બࢶ͕͋Δ ৽͍͠ͳͷͰ༻ޠ͕৭ʑ ʰ࣮ݧ͔Βຊ൪ӡ༻·Ͱɺ౷߹తͳڥͰػցֶश͢Δʱ σʔλऩूσʔλੳϞσϧߏஙֶशσϓϩΠ ͦΕͧΕͷ࣮ߦͱཧ
֤छσʔλܥαʔϏεͱͷ౷߹ σʔλऩू ੳ άϥϑΟΧϧͳύΠϓϥΠϯߏங Ϟσϧߏங ֶश
࣮ݧ݁ՌͷαʔϏεԽ σϓϩΠ ྫ"[VSF.BDIJOF-FBSOJOH4UVEJP
ػցֶशͱΫϥυ ̋ڞ௨ج൫ԽʹΑͬͯӡ༻ίετ͕ݮग़དྷΔ ̋ج൫্ʹߏங͞ΕΔߴڃͳػೳͷԸܙ͕ड͚ΒΕΔ "#ςετɺਫ਼ϞχλϦϯά ଟɺকདྷతʹɺ
˚طଘϦιʔεͱͷ౷߹ίετ ػցֶशʹݶΒͳ͍ͳͷͰࠓճεϧʔ ˚(FOFSJDBOE&YUFOTJWFͱ͍͏ཁ݅
5'9"5FOTPS'MPX#BTFE1SPEVDUJPO4DBMF.BDIJOF-FBSOJOH1MBUGPSN ΑΓ l5IFNBDIJOFMFBSOJOHQMBUGPSNNVTUCFHFOFSJD FOPVHIUPIBOEMFUIFNPTUDPNNPOTFUPGMFBSOJOH UBTLTBTXFMMBTCFFYUFOTJCMFUPTVQQPSUPOFP⒎ BUZQJDBMVTFDBTFTz IUUQTEMBDNPSHDJUBUJPODGN JE ҙ༁ .-BB4แׅత͔֦ͭுՄೳͰ͋Δ͖
(FOFSJDBOE&YUFOTJWF ʰ࣮ݧ͔Βຊ൪ӡ༻·Ͱɺ౷߹తͳڥͰػցֶशʱ ͠Α͏ͱ͍ͯ͠Δ (FOFSJDͳΔ͘ଟ͘ͷϢʔεέʔεʹ ಁաతʹ ରԠ͍ͨ͠ ྑ͍நԽͱ"1*֦ॆͷؤுΓ
&YUFOTJWFྫ֎తͳέʔεʹରͯ͠ গͳ͍࿑ྗͰ ରԠ͍ͨ͠ ҙͷίʔυΛࠩ͠ࠐΊΔॴΛ༻ҙ͢Δɺͱ͔ʜ
(FOFSJDBOE&YUFOTJWF ʰ࣮ݧ͔Βຊ൪ӡ༻·Ͱɺ౷߹తͳڥͰػցֶशʱ ͠Α͏ͱ͍ͯ͠Δ (FOFSJDͳΔ͘ଟ͘ͷϢʔεέʔεʹ ಁաతʹ ରԠ͍ͨ͠ ྑ͍நԽͱ"1*֦ॆͷؤுΓ
&YUFOTJWFྫ֎తͳέʔεʹରͯ͠ গͳ͍࿑ྗͰ ରԠ͍ͨ͠ ҙͷίʔυΛࠩ͠ࠐΊΔॴΛ༻ҙ͢Δɺͱ͔ʜ ࣮αʔϏεͰͷӡ༻࣮ϓϥοτϑΥʔϜख़ ͕͞ΕΔͱ͜Ζ
(FOFSJDBOE&YUFOTJWF ʰ࣮ݧ͔Βຊ൪ӡ༻·Ͱɺ౷߹తͳڥͰػցֶशʱ ͠Α͏ͱ͍ͯ͠Δ (FOFSJDͳΔ͘ଟ͘ͷϢʔεέʔεʹ ಁաతʹ ରԠ͍ͨ͠ ྑ͍நԽͱ"1*֦ॆͷؤுΓ
&YUFOTJWFྫ֎తͳέʔεʹରͯ͠ গͳ͍࿑ྗͰ ରԠ͍ͨ͠ ҙͷίʔυΛࠩ͠ࠐΊΔॴΛ༻ҙ͢Δɺͱ͔ʜ ݱͱͯ͠ ͬͯΈΔࣄྫΛ࡞Δࣄ͔Β࢝ΊΑ͏
͜͜·Ͱ·ͱΊ
࣍ ͍ΖΜͳػցֶश αʔϏε։ൃͱػցֶश Ϋϥυͱ͍͏બࢶ ਓೳϒʔϜͱݬ໓ظ
ਓೳϒʔϜ ʰୈ࣍ਓೳϒʔϜʱ ͷౙ͔͍ͬͯΔʁ
IUUQXXXHBSUOFSDPKQQSFTTIUNMQSIUNM
IUUQXXXHBSUOFSDPKQQSFTTIUNMQSIUNM
ਓೳϒʔϜ ਓೳ࣮ݱͷखஈͷ̍ͭͱͯ͠ͷػցֶशʹ͕ू·Δ ΛΘͳ͍ػցֶशͷԠ༻ʹର͢Δظ͕͍͢͝ ιϑτΣΞ։ൃͷݱͰۙʹ؍ଌͰ͖Δͷ?͜ΕͷҰ෦ ྫʮػցֶशͰͳΜͱ͔͢Δʯ
ਓೳϒʔϜ ਓೳ࣮ݱͷखஈͷ̍ͭͱͯ͠ͷػցֶशʹ͕ू·Δ ΛΘͳ͍ػցֶशͷԠ༻ʹର͢Δظ͕͍͢͝ ιϑτΣΞ։ൃͷݱͰۙʹ؍ଌͰ͖Δͷ?͜ΕͷҰ෦ ྫʮػցֶशͰͳΜͱ͔͢Δʯ ظͱݱঢ়ͷΪϟοϓݬ໓ͷҼࢠ
ਓೳϒʔϜ Ͳ͏͢Εʁ ਖ਼͘͠ظ͢Δ ͪ͜Β͋·ΓίϯτϩʔϧͰ͖ͳ͍ʜ ظʹԠ͑ΔҝʹؤுΔ ࠓͨ͠ͱ͔
·ͱΊ ػցֶश͕Γ্͕͍ͬͯΔ αʔϏε։ൃͱ͍͏จ຺Ͱ Α͍͖߹͍ํΛࡧ͍͖͍ͯͨ͠ ӡ༻ίετɺਫ਼ͱՁͷ͕ؔॏཁͳΧΪ
·ͱΊ ػցֶश͕Γ্͕͍ͬͯΔ αʔϏε։ൃͱ͍͏จ຺Ͱ Α͍͖߹͍ํΛࡧ͍͖͍ͯͨ͠ ӡ༻ίετɺਫ਼ͱՁͷ͕ؔॏཁͳΧΪ
ͦΕͦΕͱͯ͠ σΟʔϓϥʔχϯάͷՄೳੑੌ͍ ͱࢥ͏ ͷͰɺಓʹ͍ͬͯ͘
͓ΘΓ