広告業界の機械学習~バンディットアルゴリズムを題材に~

•

2 recomendaciones•818 vistas

Takashi Kato

第28回 Machine Learning 15minutes! 発表資料 https://machine-learning15minutes.connpass.com/event/97195/

Datos y análisis

Copyright © 2014 OPT, Inc. All Rights Reserved.
~ ~

Copyright © 2014 OPT, Inc. All Rights Reserved.
Web
Web
AI
Google AlphaZero

- CPA( = Cost / CV ) CTR ( = CLICK / )
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8

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Web
AI
Google AlphaZero

A/B
exploitation exploration
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12
A/B

Copyright © 2014 OPT, Inc. All Rights Reserved.
ε-Greedy

14

- ( MCMC SA )
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( → ∞ ) → 1/n
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Softmax 15

python scikit-learn
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github
https://github.com/johnmyleswhite/BanditsBook
(
http://qiita.com/ysekky/items/4e782603f7592743625b
19

Copyright © 2014 OPT, Inc. All Rights Reserved.
AI
Web
AI
Google AlphaZero

•
-
-
-
23
1.
2.
( )
http://www.slideshare.net/TakashiKato2/ss-57966067

(ε-Greedy )
(Softmax )
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[1] [15]
http://labs.timedia.co.jp/author/author3a1b5/
25

Copyright © 2014 OPT, Inc. All Rights Reserved.
.Google AlphaZero
Web
AI
Google AlphaZero

Google AlphaZero
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2.
- AlphaZero
- ( )
3.
- 1/1000
- elmo: 3500 / , AlphaZero: 4 /
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