DANGBIERENZAIGAOTANKUOLUNJIQIXUEXISHI,NIQUECHABUSHANGZUI,ZHEISHIYIZHONGZENYANGDETIYAN?BUDONGJIQIXUEXIMEIYOUGUANXI,DANNIYIDINGYAOZHIDAOXIAMIANDESHIGEJIQIXUEXIJIBENCHANGSHI。CENGJINGZAIEndeca、GUGEHELinkedInJIQIXUEXIKAIFADEDaniel TunkelangWEIWOMENGAIKUOZONGJIELEZHEISHIGECHANGSHI。

每个人都应该知道的十个机器学习常识

1. 机器学习就是从数据中挖掘洞见,而人工智能是炒作。

ZHIYAOSHIYONGLEZHENGQUEDEXUNLIANSHUJUHESUANFA,JIQIXUEXIKEYIJIEJUEDABUFENWENTI。ERSUOWEIDERENGONGZHINENG,ZHIBUGUOSHIYIZHONGBAOZHUANG。ZHIYAOYOUZHUYUYINGXIAO,NIYAOBATAJIAOZUOSHENMEDOUKEYI。

2. 数据和算法是机器学习的核心,而数据更为重要。

意趣棋牌 SUIRANRENMENREZHONGYUYANJIUJIQIXUEXISUANFA,DANSHUJUCAISHIJIQIXUEXIDEGUANJIANYAOSU。JIQIXUEXIKEYIMEIYOUFUZAWANBEIDESUANFA,DANMEIYOUGAOZHILIANGDESHUJUJIUBUXING。

3. 如果你没有大量数据,就不要使用太复杂的模型。

JIQIXUEXIGENJUSHURUCANSHULAITANSUOMOXINGKONGJIAN,CANSHUYUEDUO,YUEYOUKENENGCHUXIANGUONIHE,SUOYIYINGGAIYAOJINLIANGZUNXUNJIANDANMOXINGDEYUANZE。

4. 机器学习的成果取决于数据的质量。

意趣棋牌 ZHONGGUADEGUA,ZHONGDOUDEDOU。JIQIXUEXIZHINENGFAXIANYIJINGCUNZAIYUSHUJUZHONGDEMOSHI。BIRUZAIJIEJUEFENLEIWENTISHI,JIUYAOQIUXUNLIANSHUJUJUYOUQINGXIDETEZHENG。

5. 只有当训练数据具有代表性时,机器学习才能奏效。

GUOQUBUNENGDAIBIAOWEILAI。YAOSHIKEJINGTIXUNLIANSHUJUHESHENGCHANSHUJUZHIJIANCHUXIANQINGXIE,JINGCHANGXINGDIXUNLIANSHUJU,BIMIANSHUJUMOXINGGUOSHI。

6. 机器学习困难的部分其实是数据转换。

JIQIXUEXIDEDASICHAOZUOKENENGHUIJINIZAOCHENGYIZHONGYINXIANG,JIUSHIJIQIXUEXIZHUYAOSHIRUHEXUANZEHEDIAOZHENGSUANFA。DANSHIJISHANG,JIQIXUEXIGONGZUODEDABUFENSHIJIANHUAZAILESHUJUQINGLIHETEZHENGGONGCHENGSHANG,YEJIUSHIJIANGSHUJUDEYUANSHITEZHENGZHUANHUANCHENGGENGJUBIAOSHIXINGDETEZHENG。

7. 深度学习是革命性的,但不是银弹。

SHENDUXUEXIDUIBUFENCHUANTONGDETEZHENGGONGCHENGJINXINGLEZIDONGHUA,TEBIESHIZAITUXIANGHESHIPINCHULILINGYU。DANSHENDUXUEXIBUSHIYINDAN,WOMENWUFAZAITASHANZHANGDELINGYUZHIWAIYINGYONGTA,KUANGQIE,WOMENRENGRANYAOHUAHENDUOJINGLIJINXINGSHUJUQINGLIHEZHUANHUAN。

8. 机器学习系统也是高度脆弱的。

意趣棋牌 JIQIXUEXISUANFABUHUIGANDIAORENLEI,GANDIAORENLEIDESHIRENLEIZIJI。JIQIXUEXIXITONGRUGUOCHUXIANGUZHANG,TONGCHANGDOUBUSHIYINWEIJIQIXUEXISUANFABENSHEN,ERSHIRENLEIZAIXUNLIANSHUJUZHONGYINRULECUOWU。YAOSHIKEJINGTI,RUANJIANGONGCHENGZHONGCHUXIANDECUOWUZAIJIQIXUEXIXITONGZHONGTONGYANGHUICHUXIAN。

9. 机器学习可能在无意之中创造出可自我实现的预言。

JINTIANTONGGUOJIQIXUEXIZUOCHUDEJUECE,JIANGHUIYINGXIANGWEILAISHOUJIDAODEXUNLIANSHUJU。RUGUONIZAIJIQIXUEXIXITONGZHONGQIANRULEMOUZHONGPIANJIAN,TAHUICHIXUBUDUANDISHENGCHENGXINDEXUNLIANSHUJU,ZHEIXIESHUJUFANGUOLAIZENGQIANGLEZHEIZHONGPIANJIAN,ERYOUXIEPIANJIANHUIHUIDIAORENLEIDESHENGHUO。SUOYI,BUYAORANGJIQIXUEXIXITONGYOUJIHUICHUANGZAOCHUKEZIWOSHIXIANDEYUYAN。

10. 人工智能不会自我感知,也不会崛起到要干掉人类。

HENDUOCHIGUAQUNZHONGCONGKEHUANDIANYINGZHONGKANDAORENGONGZHINENG。DANYAOZHUYI,WOMENKEYICONGKEHUANDIANYINGZHONGHUODELINGGAN,DANTAMENBIJINGBUSHIXIANSHI,WOMENZHENZHENGYAODANXINDESHIRENLEIWUYISHIDIZAIJIQIXUEXIXITONGZHONGQIANRUPIANJIAN。