Kikai Gakushu Wo Kaishaku Suru Gijutsu Yosoku Ryoku to Setsumei Ryoku Wo Ryoritsu Suru Jissen Technique
Morishita Mitsuyuki Suke / Cho
| Points You Earn | 1% (26p) |
|---|---|
| Release Date | August 2021 |
| Availability | In Stock at Supplier:Usually ships in 2-4 days |
Product Details
| Catalog No. | NEOBK-2643075 |
|---|---|
| JAN/ISBN | 9784297122263 |
| Product Type | BOOK |
| Product Package Size (Measured) | 15.1 x 21.1 x 1.9cm |
|---|
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Translate Description
Description in Japanese
機械学習を解釈する技術 予測力と説明力を両立する実践テクニック / 森下光之助/著
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Tracklisting
| 1 |
1章 機械学習の解釈性とは
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| 2 |
2章 線形回帰モデルを通して「解釈性」を理解する
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| 3 |
3章 特徴量の重要度を知る―Permutation Feature Importance
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| 4 |
4章 特徴量と予測値の関係を知る―Partial Dependence
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| 5 |
5章 インスタンスごとの異質性をとらえる―Individual Conditional Expectation
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| 6 |
6章 予測の理由を考える―SHapley Additive exPlanations
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| 7 |
付録A Rによる分析例―tidymodelsとDALEXで機械学習モデルを解釈する
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| 8 |
付録B 機械学習の解釈手法で線形回帰モデルを解釈する
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