博客
关于我
《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。

???????????????????????????????????????????????????????????????????????????????????????????????????????

???????

???????????????????????????????????????????????????????????????????????????????????????

??????????????????

?????????????????????????????????????????????????????????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}}

?????????????????????????????????????????????????????????????????????????????????????????????????????


???????

?????????????????????????????????????????????????????????????????

??????????

?????????????????

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


    ???????????

    ??????????????????????????????????????

    ???????????????????

    ????????????????????????????????????????????

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


    ????????

    ??????????????????????????????????

    ????????????????????

    ???????????

  • ?????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???????????????????????????


    ??????????????

    ????????????????????????

    ??????????????????????????????????????

    ????????????????????????????

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


    ??

    ???????????????????????????????????????????????????????????????????????????????????????????????????????????????????????????????

    转载地址:http://avpq.baihongyu.com/

    你可能感兴趣的文章
    order by rand()
    查看>>
    SSM(Spring+SpringMvc+Mybatis)整合开发笔记
    查看>>
    Orderer节点启动报错解决方案:Not bootstrapping because of 3 existing channels
    查看>>
    org.apache.axis2.AxisFault: org.apache.axis2.databinding.ADBException: Unexpected subelement profile
    查看>>
    sql查询中 查询字段数据类型 int 与 String 出现问题
    查看>>
    org.apache.commons.beanutils.BasicDynaBean cannot be cast to ...
    查看>>
    org.apache.dubbo.common.serialize.SerializationException: com.alibaba.fastjson2.JSONException: not s
    查看>>
    sqlserver学习笔记(三)—— 为数据库添加新的用户
    查看>>
    org.apache.http.conn.HttpHostConnectException: Connection to refused
    查看>>
    org.apache.ibatis.binding.BindingException: Invalid bound statement错误一例
    查看>>
    org.apache.ibatis.exceptions.PersistenceException:
    查看>>
    org.apache.ibatis.exceptions.TooManyResultsException: Expected one result (or null) to be returned
    查看>>
    org.apache.ibatis.type.TypeException: Could not resolve type alias 'xxxx'异常
    查看>>
    org.apache.poi.hssf.util.Region
    查看>>
    org.apache.xmlbeans.XmlOptions.setEntityExpansionLimit(I)Lorg/apache/xmlbeans/XmlOptions;
    查看>>
    org.apache.zookeeper.KeeperException$ConnectionLossException: KeeperErrorCode = ConnectionLoss for /
    查看>>
    org.hibernate.HibernateException: Unable to get the default Bean Validation factory
    查看>>
    org.hibernate.ObjectNotFoundException: No row with the given identifier exists:
    查看>>
    org.springframework.boot:spring boot maven plugin丢失---SpringCloud Alibaba_若依微服务框架改造_--工作笔记012
    查看>>
    SQL-CLR 类型映射 (LINQ to SQL)
    查看>>