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《百面机器学习》读书笔记(一)-特征工程
阅读量:319 次
发布时间:2019-03-04

本文共 2246 字,大约阅读时间需要 7 分钟。

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?????????????????????????????????????????????????????????Min-Max Scaling?????????Z-Score Normalization??

  • ??????????????????????????????????????????0?1??????

    \boxed{X_{norm} = \frac{X - X_{min}}{X_{max} - X_{min}}}

  • ????????????????????????????0?????1?

    \boxed{z = \frac{x - \mu}{\sigma}}

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  • ??????????????????????????????????
  • ?????One-Hot Coding??????????????????????????????????
  • ??????????????????ID??????????????????????????????
  • ????????????????????????????????????????????????????????????????????????????????????


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  • ??????PCA?t-SNE??????????????
  • ????????L1/L2????????????????????
  • ????????????????????????????????????????
  • ???????????????????????????????????????????????????????????????


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  • ?????N-gram???

    • ???????????????????
    • N-gram??????????n-gram???
  • ??????Latent Dirichlet Allocation?LDA??????-?????????????

  • ????????????Word2Vec?GloVe?BERT???????????????

  • ?????????

    • ????????????????
    • LDA??????????????????
    • Word2Vec?BERT???????????????????????

    ??Word2Vec

    Word2Vec????2013????????????????????????

    Word2Vec?????????LDA?????????

    Word2Vec?????????????????CBOW?Skip-gram?????

    • CBOW????????????
    • Skip-gram????????????

    ???????????????????????CBOW????????????Skip-gram????????????

    ?LDA???Word2Vec????????????LDA???????????????????????????


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  • ???????L1/L2?????????????????
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  • ??????GAN???????????????????
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