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
俺のNETFLIX season1
Search
h-fkn
April 23, 2020
Technology
0
200
俺のNETFLIX season1
ゆるふわマシーンラーニングvol.3
h-fkn
April 23, 2020
Tweet
Share
More Decks by h-fkn
See All by h-fkn
The advantages and disadvantages of using machine learning with enebular
fkn0839
0
220
ラズパイで写真を撮った話_IoTLT_vol.66_2200812.pdf
fkn0839
0
320
俺のNETFLIX season2 AmazonPersonalize
fkn0839
0
340
ゆるふわマシーンラーニング#2_内容調整中()
fkn0839
0
220
ゆるふわマシーンラーニング「❝ Google AutoML Tablesでお手軽AI ❞と題して話すつもりだったけど、実際に使ったらお手軽()だった件について5分以内で話す」
fkn0839
1
4k
データ分析プロセス/AIアプリケーションの基本設計
fkn0839
0
160
DataScienceBOOTCAMP5th_part1
fkn0839
0
1.8k
G'SACADEMY LAB5th DataScience
fkn0839
0
170
AIアプリ開発に「目的設定」が大切な理由
fkn0839
0
93
Other Decks in Technology
See All in Technology
スレットハンティングについて知っておきたいこと
hacket
0
130
20240725 LLMによるDXのビジョンと、今何からやるべきか @Azure OpenAI Service Dev Day
nrryuya
3
1.2k
Classmethod Odyssey 登壇資料
yamahiro
0
390
【基調講演】変える、今ここから ― IoTとAIで紡ぐ未来
soracom
PRO
0
320
Classmethod流のPlatform Engineering / classmethod-platform-engineering-devio2024
tomoki10
0
470
テスト・設計研修【MIXI 24新卒技術研修】
mixi_engineers
PRO
0
170
サービスの持続的な成長と技術負債について
siva_official
PRO
10
4.4k
DevIO2024_レガシー運用からの脱却 -クラウド活用の実践事例とベストプラクティス-
jun2882
0
210
E2Eテスト自動化プラットフォームにおけるAIの活用
shift_evolve
0
180
運用改善、不都合な真実 / 20240722-ssmjp-kaizen
opelab
17
8k
楽しくGoを学び合う、LayerXの勉強会文化 / LayerX's study culture of having fun and learning Go together
ar_tama
2
350
データベース研修 DB基礎【MIXI 24新卒技術研修】
mixi_engineers
PRO
0
210
Featured
See All Featured
Building Applications with DynamoDB
mza
89
5.8k
Pencils Down: Stop Designing & Start Developing
hursman
118
11k
GraphQLの誤解/rethinking-graphql
sonatard
59
9.6k
Save Time (by Creating Custom Rails Generators)
garrettdimon
PRO
13
430
10 Git Anti Patterns You Should be Aware of
lemiorhan
652
58k
Cheating the UX When There Is Nothing More to Optimize - PixelPioneers
stephaniewalter
277
13k
Designing on Purpose - Digital PM Summit 2013
jponch
113
6.6k
Code Reviewing Like a Champion
maltzj
517
39k
Sharpening the Axe: The Primacy of Toolmaking
bcantrill
26
1.6k
Fontdeck: Realign not Redesign
paulrobertlloyd
79
5.1k
Stop Working from a Prison Cell
hatefulcrawdad
266
20k
Unsuck your backbone
ammeep
666
57k
Transcript
2020 ? 1-1 : 96% ! : 0
2020-04-23 Thu #Vol.3 @hidefkn
@hidefkn @AIPM AI 2
2020-04-23 Thu #Vol.3 @hidefkn
NETFLIX 4 1 # ML
season1 5 Google Recommendations AI Google AutoML Tables
Vol.3 2020-04-23 Thu NETFLIX
NETFLIX ! 7
! 8
NETFLIX NETFLIX 9 • Ͳ͏࣮͍ͬͯͯ͠Δͷ͔ʁ • ͲΜͳσʔλੳΛ͍ͯ͠Δͷ͔ʁ • ԶͬͯΈΑ͏ʔͬͱʂ
Vol.3 2020-04-23 Thu
1,200 1955 2019 11 1,278 616
1 1.4 Film Exhibition Yearbook 2018 12
Film Exhibition Yearbook 2018 13 1,200 1.4 1 3.3 1
2 6 ! ! ! ! ! !
Vol.3 2020-04-23 Thu
15 ! よよ GW 5 ! よよ !よよ NETFLIX
Vol.3 2020-04-23 Thu NETFLIX
NETFLIX 18 εϥμϯݟͯ Δؾग़ͯͨ͠
NETFLIX 19 ϫΠͷࢹௌཤྺ
NETFLIX MovieLens 20 • MovieLens GroupLens • NETFLIX https://movielens.org/
2018 9 9 1MB 21 ml-latest-small.zip ratings.csv movies.csv tags.csv links.csv
• 600 • 9,000 • • • 100,000 ;ʙΜʢʁʣ
2018 9 9 1MB 22 ml-latest-small.zip ratings.csv movies.csv tags.csv links.csv
• 2 • • 1 ! ! ΏΔ͘Γ͍ͨ
ratings.csv 23 • userId • timestamp • movieId • rating
movieId movies.csv 24
userId 4 movies.csv 25 ͦΖͦΖ࣌ؒ͋ΕͳͷͰɺ ૣ͍ͱ͜ΖɺΫϥυ.-ʹΈ͍ͨ
Vol.3 2020-04-23 Thu Google RecommendationsAI
Google Recommendations AI 27 Recommendations AI ML ML
Google Recommendations AI 28
Recommendations AI ! 30 Recommendation AI Prediction API Show recommendations
at customer touchpoints 1 INGET YOUR DATA データを取り込む 2 CUSTOMIZE YOUR RECOMMENDATIONS 推薦システムをカスタムする 3 DELIVER RECOMMENDATIONS ANYWHERE IN THE CUSTOMER JOURNY 推薦システムをユーザー導線に提供する
31 ! ( )
32 Google Cloud A/B
Google Cloud 33 ⥯ך (PPHMF$MPVEفٗآؙؑزإحز،حفׅ
Google Cloud 34
Google Cloud 35 ۀΞΧϯτ͕ͳ͍ͱ ༡ΜͰΈΔͷ͕ͦ͠͏ શવΏΔ͘ͳ͍ɻ ΨνײΛײ͡Δɻ
Google 36
Vol.3 2020-04-23 Thu Excel AutoML Tables
38 Good 1, Bad 0 A A A A E
A 1 1 0 1 1 1 (100%) B 1 1 0 1 0 0.61 61.24%) C 0 0 1 0 0 -1 (-100%)
userId 1 266 ! 39 εϓϨουγʔτ ·͡ΏΔͬͱͰ͖ΔΘ͊ʙ
40 ݟ͍ͯΔөը͕ҰॹͰɺͭɺධՁ͕ࣅ͍ͯΔ ˠ͋ͳͨͱΈ͕ࣅ͍ͯΔΑʂͬͯ͜ͱͶ
41 ΞΫγϣϯܥͷөըΛߴධՁͯ͠ΔݟͯΔϢʔβʔ ΞΫγϣϯܥͷөըΛߴධՁ͍ͯ͠ΔϢʔβʔͱ૬͍ؔͯ͠Δʢࣅ͍ͯΔʣ ˠ ͦΓΌͦ͏Ͷ ˠ 1 !
AutoML Tables 42
AutoML Tables 43 • 500 • 1000 • 600 •
1000 ͔ͩΒͦ͜ɺ3FDPNNFOEBUJPOT"*͕͋ΔͷͶʜ ͦͦతҧ͏͠ͳ͊
44
45 ɺ"VUP.- 5BCMFT Ͱ༡Μ͚ͩͩͰ͢ɻ
46
2020 ? 1-1 : 96% ! : 47
Season1