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
クックパッドと機械学習(短縮版)/MLTBP
Search
j.harashima
March 28, 2019
0
8.6k
クックパッドと機械学習(短縮版)/MLTBP
j.harashima
March 28, 2019
Tweet
Share
More Decks by j.harashima
See All by j.harashima
日本語レシピデータセットの継続的な構築と複合的な利用/JED2022
junharashima
0
12k
自然言語処理の基礎と応用 〜 料理と医療を題材として 〜 /JADI2021
junharashima
0
4.6k
企業での研究開発の楽しさと苦労/WAP-Tech-Talk
junharashima
1
10k
クックパッドにおける研究開発/HCG2020
junharashima
0
3.9k
Calorie Estimation in a Real-World Recipe Service/iaai-20
junharashima
0
14k
クックパッドと NLP/CV/nlpaper-challenge
junharashima
0
96
AI 部門の実戦投入/repro-tech-meetup
junharashima
0
3.9k
クックパッドと機械学習/uec-aix-seminar
junharashima
0
11k
実データにふれる自然言語処理インターンシップ/internship2018
junharashima
1
15k
Featured
See All Featured
Making the Leap to Tech Lead
cromwellryan
133
9.3k
CSS Pre-Processors: Stylus, Less & Sass
bermonpainter
357
30k
Let's Do A Bunch of Simple Stuff to Make Websites Faster
chriscoyier
507
140k
Art, The Web, and Tiny UX
lynnandtonic
298
21k
Design and Strategy: How to Deal with People Who Don’t "Get" Design
morganepeng
129
19k
The Cult of Friendly URLs
andyhume
78
6.4k
The Psychology of Web Performance [Beyond Tellerrand 2023]
tammyeverts
47
2.8k
The Web Performance Landscape in 2024 [PerfNow 2024]
tammyeverts
5
600
YesSQL, Process and Tooling at Scale
rocio
172
14k
Embracing the Ebb and Flow
colly
85
4.7k
Keith and Marios Guide to Fast Websites
keithpitt
411
22k
Scaling GitHub
holman
459
140k
Transcript
.BDIJOF-FBSOJOH5FBN#VJMEJOH1JUDI ΫοΫύουͱػցֶशɹ ΫοΫύουגࣜձࣾݪౡ७ ʢॖ൛ʣ
݄ ݄ ژେֶࠇڮɾՏݪݚڀࣨଐ ΫοΫύουೖࣾɺαʔϏε։ൃ෦ଐ ത࢜ʢใֶʣऔಘ ΤϯδχΞʢ3VCZPO3BJMTػցֶशʣ ݄ Ϧαʔνϟʔʢࣗવݴޠॲཧใݕࡧʣ ݪౡ७ ݄
Ϛωʔδϟʔʢਓࣄใࡒʜʣ ݚڀ։ൃ෦৽ઃɺಉ෦ଐ
ΫοΫύου Πϯλʔωοτ্ͰϨγϐͷߘɾݕࡧ͕Ͱ͖Δ ຊ࠷େͷྉཧϨγϐαʔϏε
Ԋֵ ݄ ༗ݶձࣾίΠϯʢݱΫοΫύουגࣜձࣾʣઃཱ ݄ ݄ ݄ ݄ ݄ ݄ ϨγϐͷߘɾݕࡧαʔϏεLJUDIFO!DPJO։࢝
ΫοΫύουʹαʔϏε໊มߋ ݄ ϓϨϛΞϜαʔϏε։࢝ Ϛβʔζ্ ౦ূҰ෦ʹࢢมߋ ݄ ւ֎ల։Λຊ֨Խ ઃཱप ϓϨϛΞϜαʔϏεձһສਓಥഁ
ݴޠΧࠃ
ݴޠΧࠃ
ϓϨϛΞϜձһ ݄ؒར༻ऀʢࠃʣ ݄ؒར༻ऀʢւ֎ʣ Ϩγϐ ສਓ ສ ສ ສਓ
ສਓ
Ԋֵ ݄ ༗ݶձࣾίΠϯʢݱΫοΫύουגࣜձࣾʣઃཱ ݄ ݄ ݄ ݄ ݄ ݄ ϨγϐͷߘɾݕࡧαʔϏεLJUDIFO!DPJO։࢝
ΫοΫύουʹαʔϏε໊มߋ ݄ ϓϨϛΞϜαʔϏε։࢝ Ϛβʔζ্ ౦ূҰ෦ʹࢢมߋ ϓϨϛΞϜαʔϏεձһສਓಥഁ ݄ ւ֎ల։Λຊ֨Խ ઃཱप ݄ ݚڀ։ൃ෦৽ઃ
എܠ ʕʕ·ͣɺݚڀ։ൃ෦͕ੜ·Εͨഎܠʹ͍ͭͯڭ͍͑ͯͩ͘͞ɻ ɹݚڀ։ൃ෦্ཱ͕͕͖͔͚ͪͬͨͬɺ͝ΖʹࣾͰػցֶशͳͲʹڵຯΛ࣋ͬͨࣾһ໊͕ू·ͬͯݚڀ ։ൃνʔϜΛ࡞Γɺۀ֎Ͱࣗओతʹٕज़ͷݚڀΛ͡Ίͨͱ͜Ζʹ͔͞ͷ΅Γ·͢ɻΫοΫύουαʔϏεͷӡӦ Λ௨ͯ͡ɺ͞·͟·ͳϢχʔΫͳσʔλΛอ༗͍ͯͨ͠ͷͰɺͦΕΒͱػցֶशΛΈ߹ΘͤΔ͜ͱͰ໘ന͍αʔϏε ͕࡞Εͳ͍͔ͱߟ͍͑ͯͨͷͰ͢ɻ ɹ࣌ɺͦΕձࣾʹͱͬͯ͋͘·Ͱlඇެࣜzͳ׆ಈͩͬͨͷͰ͕͢ɺͨͱ͑ΫοΫύουͷϏοάσʔλΛݚڀ తͱͯ͠େֶͷݚڀࣨʹఏڙ͢Δͱ͍ͬͨ׆ಈΛଓ͚ΔதͰɺࣾͰ͞ΕΔΑ͏ʹͳΓ·ͨ͠ɻ͢Δͱɺ ͝Ζ͔ΒੈͷதͰػցֶशʹେ͖ͳ͕ू·ΔΑ͏ʹͳΓɺͦΕʹͱͳͬͯࣾͷ͞·͟·ͳ෦ॺ͔ ΒɺࢲͨͪʹػցֶशΛ׆༻ͨ͠αʔϏεͷ։ൃࢧԉͷֻ͕͔ΔΑ͏ʹͳͬͨͷͰ͢ɻ
ɹͦ͏ͳΔͱɺػցֶश͕ಘҙͳΤϯδχΞ͕ධՁ͞ΕΔ৫͕ࣾʹͳ͍ͱ͍͏՝͕ੜ·Εͯ͠·͍·͢ɻ࣌ɺ ͦ͏͍͏ΤϯδχΞ͞·͟·ͳ෦ॺʹϔϧϓʹ͍ͬͯ׆ಈ͍ͯͨ͠ͷͰɻͦ͏ͨ͠৫తͳ՝ͱɺੈͷதͷػց ֶशʹؔ͢ΔϜʔϒϝϯτͳͲΛഎܠʹɺ݄ʹݚڀ։ൃࣨͱͯ͠ਖ਼ࣜͳࣾνʔϜ͕Ͱ͖ɺ݄ʹ෦ʹঢ֨ ͠·ͨ͠ɻ
ؔ࿈αʔϏε ͓·͔ͤཧ ०ͷࡊϨγϐ ϝΠϯʹ͑ΔϨγϐ͕ ͙͢ʹݟ͔ͭΔ "MFYBεΩϧ ͍͍ͨࡐྉ͚ͩͰ ͙͢ʹ࡞ΕΔਓؾͷϨγϐఏҊ ྉཧ͖Ζ͘ ࡱΔ͚ͩͰهʹʂ
͋ͳͨͷ͓ྉཧࣸਅΛ ࣗಈͰཧ Ϩγϐͷͦͷઌ ͓͍͍͠εϚʔτΩονϯ 0J$Z
ਓ ʢׅހ.-ܥͷਓʣ
ਓ ਓ ਓ ਓ ਓ ਓ ϋʔυΣΞܥͷνʔϜ͕ ผ෦ͱͯ͠εϐϯΞτ
.-ܥͷτϐοΫʢҰྫʣ ࣗવݴޠॲཧ ɾ&ODPEFS%FDPEFSʹΑΔࡐྉ໊ͷਖ਼نԽ ɾ-45.ʹΑΔඇखॱͷݕग़ ɾGBTU5FYUʹΑΔࡐྉͷϨίϝϯυ ը૾ೝࣝ ɾ*ODFQUJPOWʹΑΔྉཧࣸਅͷநग़ྨ ɾ.PCJMF/FUʹΑΔݟӫ͑͢Δྉཧࣸਅͷநग़ ɾ43("/ʹΑΔྉཧࣸਅͷղ૾ .-0QT
ɾ4MBDL$IBU#PUʹΑΔ&$Πϯελϯεͷཧ ɾ%PDLFSͱDPPLJFDVUUFSʹΑΔϓϩδΣΫτͷཧ ɾ&$4ʹΑΔΞϓϦͷσϓϩΠ%8)ʹΑΔσʔλͷཧ ΦʔϓϯαΠΤϯε ɾݚڀ༻Ϩγϐσʔλͷެ։ʢXࠃཱใֶݚڀॴʣ ɾ֤छίϯϖςΟγϣϯͷ࣮ࢪʢXֳɺਓೳֶձɺʜʣ ɾจͷࣥචʢͰຊ͕࠾ʣ .-ܥਓ
ৄ͘͠ BOENPSF
͝ਗ਼ௌ͋Γ͕ͱ͏͍͟͝·ͨ͠ɻ