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
8.3k
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
11k
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
4.4k
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
3.7k
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
88
AI 部門の実戦投入/repro-tech-meetup
junharashima
0
3.7k
クックパッドと機械学習/uec-aix-seminar
junharashima
0
10k
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
No one is an island. Learnings from fostering a developers community.
thoeni
21
3.2k
Building an army of robots
kneath
303
45k
Optimizing for Happiness
mojombo
376
70k
A Philosophy of Restraint
colly
203
16k
Raft: Consensus for Rubyists
vanstee
137
6.8k
Why Our Code Smells
bkeepers
PRO
336
57k
Improving Core Web Vitals using Speculation Rules API
sergeychernyshev
10
520
Gamification - CAS2011
davidbonilla
80
5.2k
実際に使うSQLの書き方 徹底解説 / pgcon21j-tutorial
soudai
175
52k
CoffeeScript is Beautiful & I Never Want to Write Plain JavaScript Again
sstephenson
160
15k
Creating an realtime collaboration tool: Agile Flush - .NET Oxford
marcduiker
27
1.9k
Large-scale JavaScript Application Architecture
addyosmani
511
110k
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