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   4个月前 (11-19) 铁匠  python
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一份不可多得的数据科学与机器学习Python库

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根据当前技术界的广泛需求,本文将以如下顺序重点介绍,市场上适合于数据科学和机器学习实现的优秀 Python 软件:

数据科学与机器学习的介绍

为什么要使用 Python 进行数据科学和机器学习?

用于数据科学和机器学习的 Python

一份不可多得的数据科学与机器学习Python库

数据科学与机器学习的介绍

ZHONGSUOZHOUZHI,WOMENZHENGCHUZAIYIGEDASHUJUDESHIDAI,SHUJUSHIQUDONGJIQIMOXINGFAZHANDE“RANLIAO”。

SHIJISHANG,SHUJUKEXUEHEJIQIXUEXIDOUSHUYUJINENGFANCHOU,ERBUJINJINSHILIANGXIANGGULIDEJISHU。

TAMENXUYAOKAIFARENYUANZAIJINENGSHANGJUBEI:CONGSHUJUZHONGHUODESHIYONGDEJIANJIE,TONGGUOJIANLIYUCEMOXING,JINERJIEJUEWENTIDENENGLI。

JIUZIMIANDINGYIERYAN:

SHUJUKEXUE,SHICONGSHUJUZHONGTIQUYOUYONGXINXI,YIJIEJUESHIJIWENTIDEGUOCHENG。

JIQIXUEXI,SHIRUHETONGGUOSUOTIGONGDEDALIANGSHUJU,LAIJIEJUEWENTIDEGUOCHENG。

92棋牌游戏下载NEIMELIANGZHEZHIJIANDEGUANXIKEYIBEIMIAOSHUWEI:JIQIXUEXISHISHUJUKEXUEDEYIBUFEN,TALIYONGJIQIXUEXISUANFAHEQITATONGJIXUEJISHU,LAIHUOXISHUJUSHIRUHEYINGXIANGBINGFAZHANYEWUDE。

为什么要使用 Python 进行数据科学和机器学习?

Python ZAINEIXIEYONGYUSHIXIANJIQIXUEXIHESHUJUKEXUEDELIUXINGBIANCHENGYUYANZHONGPAIMINGDIYI。ZHEISHIWEISHENMENI?

一份不可多得的数据科学与机器学习Python库

①YIYUXUEXI:Python SHIYONGDESHIFEICHANGJIANDANDEYUFA,KEBEIYONGYUSHIXIANJIANDANDEJISUAN。

92棋牌游戏下载LIRU:JIANGLIANGGEZIFUCHUANTIANJIADAOFUZADEJISUANGUOCHENGZHONG,YIGOUJIANCHUFUZADEJIQIXUEXIMOXING。

②GENGSHAODEDAIMA:SUIRANWEILESHIXIANSHUJUKEXUEHEJIQIXUEXIHUISHEJIDAOXUDUOZHONGDESUANFA,DANSHIDEYIYU Python DUIYUYUDINGYIBAODEZHICHI,WOMENBUBICONGLINGKAISHIBIANXIESUANFA。

TONGSHI,WEILEJIANDANHUA,Python YETIGONGLEYIZHONG“ZAIBIANMASHIJIUJINXINGJIANCHA(check as you code)”DEFANGFA,JINERYOUXIAODIJIANQINGLECESHIDAIMADEGONGZUOLIANG。

③YUJIANKU:Python YOUZHE 100 DUOZHONGYUJIANKU,KEYONGYUSHIXIANGEZHONGJIQIXUEXIHESHENDUXUEXIDESUANFA。

YINCI,YONGHUMEICIZAISHUJUJISHANGYUNXINGSUANFASHI,ZHIXUTONGGUODANGEMINGLINGQUANZHUANGHEJIAZAIBIYAODECHENGXUBAOJIKE。

QIZHONG,BIJIAOLIUXINGDEYUGOUJIANKUBAOKUO:NumPy、Keras、Tensorflow、YIJI Pytorch DENG。

④YUPINGTAIWUGUAN:Python KEYIYUNXINGZAIBAOKUO:Windows、macOS、Linux、YIJI Unix DENGDUOZHONGPINGTAISHANG。

ZAIJIANGDAIMACONGYIGEPINGTAIZHUANYIDAOLINGYIGEPINGTAISHI,NINKEYISHIYONGZHURU PyInstaller ZHILEIDERUANJIANBAO,LAIJIEJUESUOYOUYILAIXINGDEWENTI。

92棋牌游戏下载⑤DALIANGDESHEQUZHICHI:CHULEYONGYOUDALIANGDEZHICHIZHE,Python HAIYONGYOUDUOGESHEQUYULUNTAN,GELEICHENGXUYUANKEYIZAIQIZHONGFABUTAMENZIJIDECUOWU,BINGHUXIANGTIGONGBANGZHU。

用于数据科学和机器学习的 Python 库

Python ZAIRENGONGZHINENG(AI)HEJIQIXUEXILINGYUDEDAOGUANGFANSHIYONG,QIZHONGYIXIANGZHONGYAODEYUANYINSHI:Python TIGONGLESHUQIANZHONGNEIZHIKU。

TONGGUOGEZHONGNEIZHIDEGONGNENGHEFANGFA,ZHEIXIEKUNENGGOUQINGSONGDIJINXINGSHUJUFENXI、CHULI、ZHENGLI、YIJIJIANMODENGRENWU。

XIAMIANWOMENJIANGZHONGDIANTAOLUNRUXIALEIXINGDERENWUKU:

统计分析

数据可视化

数据建模与机器学习

深度学习

自然语言处理(NLP)

统计分析

TONGJISHISHUJUKEXUEHEJIQIXUEXIDEYIXIANGJICHU。SUOYOUDEJIQIXUEXIHESHENDUXUEXI(DL)SUANFA、JIXIANGGUANJISHUJUNJIYUTONGJIXUEDEJIBENYUANLIHEGAINIAN。ER Python ZEZHUANWEITONGJIFENXITIGONGLEDALIANGDERUANJIANKU。

ZAICI,WOMENJIANGZHONGDIANJIESHAONEIXIENENGGOUZHIXINGFUZATONGJIJISUANJIJUTUIJIANJIAZHIDERUANJIANBAOYUNEIZHIHANSHU。

TAMENFENBIESHI:

NumPy

SciPy

Pandas

StatsModels

①NumPy

一份不可多得的数据科学与机器学习Python库

NumPy、HUOCHENG Numerical Python SHIZUICHANGYONGDE Python KUZHIYI。GAIKUDEZHUYAOGONGNENGSHI:ZHICHIYONGYUSHUXUEHELUOJIYUNSUANDEDUOWEISHUZU。

YONGHUKEYIJIANG NumPy YONGYUSUOYIN、FENLEI、ZHENGXING、CHUANSHUTUXIANG、YIJISHENGBOLEIXINGDEDUOWEISHISHUSHUZU。

XIAMIANSHI NumPy DEJUTIGONGNENGLIEBIAO:

92棋牌游戏下载ZHIXINGCONGJIANDANDAOFUZADESHUXUEHEKEXUEJISUAN。

DUIDUOWEISHUZUDUIXIANGTIGONGDEQIANGDAZHICHI,YONGYUCHULISHUZUYUANSUDEHANSHUHEFANGFAJIHE。

TIGONGFULIYEBIANHUANHESHUJUCHULILICHENG。

ZHIXINGXIANXINGDAISHUJISUAN,ZHEIDUIYUBAOKUO:XIANXINGHUIGUI、LUOJIHUIGUI、POSUBEIYESIDENGJIQIXUEXISUANFA,SHISHIFENBIXUDE。

②SciPy

一份不可多得的数据科学与机器学习Python库

JIANLIZAI NumPy ZHISHANGDE SciPy KU,SHIYIZUZIRUANJIANBAOJIHE。TANENGGOUXIEZHUJIEJUEYUTONGJIFENXIYOUGUANDEGEZHONGJIBENWENTI。

92棋牌游戏下载YOUYUSHIYONGYUCHULISHIYONGLE NumPy KUDINGYIDESHUZUYUANSU,YINCI SciPy KUTONGCHANGKEBEIYONGYUJISUANNEIXIESHIYONG NumPy,RENGWUFAWANCHENGDESHUXUEFANGCHENGSHI。

92棋牌游戏下载XIAMIANSHI SciPy DEJUTIGONGNENGLIEBIAO:

TONGGUOYU NumPy SHUZUYIQISHIYONG,TATIGONGLEYIGESHUZHIJIFENHEYOUHUAFANGFADEPINGTAI。

92棋牌游戏下载TADAIYOUKEYONGYUSHILIANGLIANGHUA、FULIYEBIANHUAN、JIFEN、CHAZHIDENGZIRUANJIANBAODEJIHE。

92棋牌游戏下载TIGONGLEWANZHENGDEXIANXINGDAISHUHANSHUDUIZHAN。ZHEIXIEHANSHUKESHIYONGZHURU k-means SUANFA,LAIJINXINGJULEIDENGGAOJIJISUAN。

92棋牌游戏下载TIGONGLEDUIYUXINHAOCHULI、SHUJUJIEGOU、SHUZHISUANFA、YIJICHUANGJIANXISHUJUZHENDENGFANGMIANDEZHICHI。

③Pandas

一份不可多得的数据科学与机器学习Python库

ZUOWEILINGYIGEZHONGYAODETONGJIKU,Pandas ZHUYAOBEIYONGYUTONGJI、JINRONG、JINGJIXUE、SHUJUFENXIDENGGUANGFANDELINGYU。

GAIRUANJIANKUZHUYAOYILAI NumPy SHUZU,LAICHULI Pandas DESHUJUDUIXIANG。BIJING,NumPy、Pandas HE SciPy ZAIZHIXINGKEXUEJISUAN、YIJISHUJUCHULIDENGFANGMIAN,YOUZHESHENDUDEBICIYILAIXING。

XIAMIANSHI Pandas DEJUTIGONGNENGLIEBIAO:

SHIYONGYUDINGYIHEZIDINGYIDESUOYIN,LAIKUAISUCHUANGJIANYOUXIAODE DataFrame DUIXIANG。

KEBEIYONGYUCHULIDAXINGSHUJUJI,BINGZHIXINGZIJI、SHUJUQIEPIAN、YIJISUOYINDENGCAOZUO。

TIGONGYONGYUCHUANGJIAN Excel TUBIAO,HEZHIXINGFUZASHUJUFENXIRENWUDENEIZHIGONGNENG,LIRU:MIAOSHUXINGDETONGJIFENXI,SHUJUZHENGLI、ZHUANHUAN、CAOZUO、YIJIKESHIHUADENG。

TIGONGDUIYUCHULISHIXUSHUJUDEZHICHI。

92棋牌游戏下载WOGERENRENWEI:Pandas SHICHULIDALIANGSHUJUFANGMIANDEYOUXIURUANJIANKU;NumPy DUIYUDUOWEISHUZUJUYOUCHUSEDEZHICHI;ER Scipy ZETIGONGLEYIZUZHENDUIZHIXINGDADUOSHUJUTONGJIFENXIRENWUDEZIRUANJIANBAO。

④StatsModels

92棋牌游戏下载JIANLIZAI NumPy HE SciPy ZHISHANGDE StatsModels Python RUANJIANBAO,SHICHUANGJIANTONGJIMOXING、SHUJUCHULIHEMOXINGPINGGUDEZUIJIAXUANZE。

CHULESHIYONGDAO SciPy KUZHONGDE NumPy SHUZUHEKEXUEMOXINGZHIWAI,TAHAINENGGOUYU Pandas XIANGJICHENG,YISHIXIANYOUXIAODESHUJUCHULI。StatsModels BIJIAOSHANZHANGYUTONGJIJISUAN、TONGJICESHIHESHUJUTANSUO。

92棋牌游戏下载XIAMIANSHI StatsModels DEJUTIGONGNENGLIEBIAO:

92棋牌游戏下载MIBULE NumPy HE SciPy KUDEQUEXIAN,NENGGOUZHIXINGTONGJIJIANYANHEJIASHEJIANYAN。

TIGONGLE R-style GONGSHIDESHIXIAN,YIBIANGENGHAODIJINXINGTONGJIFENXI。TONGJIRENYUANKEYIYANYONG R YUYAN。

92棋牌游戏下载YOUYUTANENGGOUGUANGFANDIZHICHITONGJIJISUAN,YINCITONGCHANGKEYONGYUSHIXIANGUANGYIXIANXINGMOXING(GLM,Generalised Linear Models)HEPUTONGZUIXIAOERJIEXIANXINGHUIGUI(OLM,Ordinaryleast-square Linear Regression)MOXING。

92棋牌游戏下载ZHICHIBAOKUOJIASHEJIANYAN(LINGLILUN,Null Theory)ZAINEIDETONGJIJIANYAN。

数据可视化

92棋牌游戏下载SHUJUKESHIHUAJIUSHITONGGUOTUXING,LAIYOUXIAODIBIAODALAIZISHUJUDEGEZHONGGUANJIANDONGJIAN。TABAOKUO:TUXING、TUBIAO、SIWEIDAOTU、RETU、ZHIFANGTU、MIDUTUDENGXINGSHI,JINERYANJIUGEZHONGSHUJUBIANLIANGZHIJIANDEXIANGGUANXING。

一份不可多得的数据科学与机器学习Python库

ZAICI,WOMENJIANGZHONGDIANJIESHAONEIXIEKEYITONGGUONEIZHIHANSHU,LAIYANJIUGEZHONGSHUJUZHIJIANYILAIGUANXIDE Python SHUJUKESHIHUABAO。

TAMENFENBIESHI:

Matplotlib

Seaborn

Plotly

Bokeh

①Matplotlib

92棋牌游戏下载Matplotlib SHI Python ZHONGZUIJIBENDESHUJUKESHIHUARUANJIANBAO。TAZHICHIZHURU:ZHIFANGTU、TIAOXINGTU、GONGLVPU、WUCHATUDENGGELEITUXING。

TONGGUOGAIERWEITUXINGKU,YONGHUKEYISHENGCHENGGEZHONGQINGXIMINGLEDETUXING,ZHEIDUIYUTANSUOXINGSHUJUFENXI(EDA)SHIZHIGUANZHONGYAODE。

XIAMIANSHI Matplotlib DEJUTIGONGNENGLIEBIAO:

YONGHUKEYIZHENDUI Matplotlib XUANZEHESHIDEXIANTIAOYANGSHI、ZITIYANGSHI、GESHIHUAZHOUDENGGONGNENG,YIBIANQINGSONGDIHUIZHICHUGEZHONGTUXING。

ZUOWEIYIZHONGTUILIDINGLIANGXINXIDEGONGJU,TAKETONGGUOCHUANGJIANTUXING,LAIXIEZHUYONGHULEJIEQUSHI、MOSHIBINGJINXINGGUANLIAN。

ZUOWEI Matplotlib RUANJIANBAODEZUIJIAGONGNENGZHIYI,QI Pyplot MOKUAITIGONGLEYU MATLAB FEICHANGXIANGSIDEYONGHUJIEMIAN。

TIGONGMIANXIANGDUIXIANGDE API MOKUAI,KETONGGUOZHURU Tkinter、wxPython、YIJI Qt DENG GUI GONGJU,JIANGTUXINGJICHENGDAOYINGYONGCHENGXUZHONG。

②Seaborn

一份不可多得的数据科学与机器学习Python库

SUIRANYI Matplotlib KUWEIJICHU,DANSHIYU Matplotlib XIANGBI,Seaborn KEYONGYUCHUANGJIANGENGJUXIYINLIHEMIAOSHUXINGDETONGJITUBIAO。

CHULEDUISHUJUKESHIHUATIGONGGUANGFANDEZHICHI,Seaborn HAIZIDAIYOUYIZHONGMIANXIANGSHUJUJIDENEIZHI API,KEYONGYUYANJIUDUOGEBIANLIANGZHIJIANDEGUANXI。

XIAMIANSHI Seaborn DEJUTIGONGNENGLIEBIAO:

92棋牌游戏下载KEFENXIHEKESHIHUADANBIANLIANGHESHUANGBIANLIANGDESHUJUDIAN,TIGONGLEJIANGDANGQIANSHUJUYUQITASHUJUZIJIJINXINGBIJIAODEXUANXIANG。

ZHENDUIGEZHONGMUBIAOBIANLIANGDEXIANXINGHUIGUIMOXING,ZHICHIZIDONGHUATONGJIGUJIHETUXINGHUABIAOSHI。

92棋牌游戏下载TONGGUOTIGONGDUIYUGAOJICHOUXIANGGONGNENGDEZHIXING,KEGOUJIANDUOTUWANGGE(multi-plotgrids)DEFUZAKESHIHUA。

TONGGUOGEZHONGNEIZHIZHUTI,KESHIXIANYANGSHISHEZHI,BINGCHUANGJIAN Matplotlib TU。

③Plotly

一份不可多得的数据科学与机器学习Python库

ZUOWEIZHIMINGDETUXING Python KUZHIYI,Ploty TONGGUOJIAOHUSHITUXING,YIFANGBIANYONGHULEJIEMUBIAOBIANLIANGHEYUCEBIANLIANGZHIJIANDEYILAIXING。

TAKEYIBEIYONGYUFENXIYUKESHIHUATONGJI,ZHENDUICAIWU、SHANGYEHEKEXUESHUJULINGYU,SHENGCHENGQINGXIMINGLEDETUXING、ZITU、RETU、YIJI 3D TUBIAODENG。

XIAMIANSHI Ploty DEJUTIGONGNENGLIEBIAO:

92棋牌游戏下载JUYOU 30 DUOZHONGTUBIAOLEIXING,BAOKUO:3D TUBIAO、KEXUEHETONGJITU、SVG DITUDENG,KESHIXIANQINGXIDEKESHIHUA。

TONGGUO Python API,NINKEYICHUANGJIANYOUTUBIAO、TUXING、WENBENHE Web TUXIANGZUCHENGDEGONGGONG/SIYOUDEYIBIAOBAN。

KECHUANGJIANJIYU JSON GESHIXULIEHUADEKESHIHUATUXIANG,YONGHUKEYIZAI R、MATLAB、Julia DENGBUTONGPINGTAISHANGQINGSONGDIFANGWENDAOTAMEN。

TONGGUOMINGWEI Plotly Grid DENEIZHI API,YONGHUKEYIZHIJIEJIANGSHUJUDAORU Ploty HUANJING。

④Bokeh

一份不可多得的数据科学与机器学习Python库

Bokeh SHI Python ZHONGJIAOHUXINGZUIQIANGDEKUZHIYI,KEYONGYUWEI Web LIULANQIGOUJIANMIAOSHUXINGDETUXINGBIAOSHIXINGSHI。

TAKEYIQINGSONGCHULIPANGDADESHUJUJI,BINGGOUJIANTONGYONGTU,JINERYOUZHUYUZHIXINGGUANGFANDE EDA。

92棋牌游戏下载TONGGUODINGYIWANSHANDETEZHENG,Bokeh NENGGOUGOUJIANJIAOHUSHIDETUBIAO、YIBIAOBANHESHUJUYINGYONGCHENGXU。

XIAMIANSHI Bokeh DEJUTIGONGNENGLIEBIAO:

KEYITONGGUOJIANDANDEMINGLING,BANGZHUYONGHUKUAISUDICHUANGJIANFUZADETONGJITU。

92棋牌游戏下载ZHICHI HTML、Notebook、YIJIFUWUQIXINGSHIDESHUCHU。TAHAIZHICHIDUOZHONGYUYANDEBANGDING,BAOKUO R、Python、lua、YIJI Julia DENG。

TONGGUOYU Flask HE Django DEJICHENG,NINKEYIZAIYINGYONGCHENGXUSHANGBIAODATEDINGDEKESHIHUAXIAOGUO。

92棋牌游戏下载TONGGUOTIGONGDUIYUKESHIHUAWENJIANDEZHICHI,YONGHUKEYIJIANGQIZHUANHUANWEIZHURU Matplotlib、Seaborn、YIJI ggplot DENGQITAKU。

机器学习

CHUANGJIANKEYIZHUNQUEYUCEDEJIEGUO、BINGJIEJUETEDINGWENTIDEJIQIXUEXIMOXING,SHIRENHESHUJUKEXUEXIANGMUZHONGZUIZHONGYAODEBUFEN。

RANER,SHISHIJIQIXUEXIYUSHENDUXUEXIWANGWANGHUISHEJIDAOSHUQIANXINGDEDAIMA。ERDANGNINXUYAOTONGGUOSHENJINGWANGLUOJIEJUEFUZAWENTISHI,QIDUIYINGDEMOXINGZEHUIBIANDEGENGJIAMAFAN。

BUGUOZHIDEQINGXINGDESHI,TONGGUO Python ZIDAIDEDUOZHONGRUANJIANBAO,WOMENKEYIWUXUBIANXIERENHESUANFA,QINGSONGDISHIXIANGEZHONGJIQIXUEXIDEJISHUYINGYONG。

一份不可多得的数据科学与机器学习Python库

ZAICI,WOMENJIANGZHONGDIANJIESHAONEIXIEKEYITONGGUONEIZHIHANSHU,LAISHIXIANGEZHONGJIQIXUEXISUANFAJIJUTUIJIANJIAZHIDEJIQIXUEXIRUANJIANBAO。

TAMENFENBIESHI:

Scikit-learn

XGBoost

ELI5

①Scikit-learn

一份不可多得的数据科学与机器学习Python库

ZUOWEISHUJUJIANMOHEMOXINGPINGGUDE Python KUZHIYI,Scikit-learn ZIDAILEGEZHONGJIANDUSHIHEWUJIANDUSHIJIQIXUEXISUANFA。

92棋牌游戏下载TONGSHI,TAKEYIBEIYONGYUJIHESHIXUEXI(Ensemble Learning)HECUJINSHIJIQIXUEXI(Boosting Machine Learning)DEMINGQUEDINGYI。

XIAMIANSHI Scikit DEJUTIGONGNENGLIEBIAO:

92棋牌游戏下载TONGGUOTIGONGBIAOZHUNDESHUJUJI(RU:Iris HE Boston House Price),YIXIEZHUYONGHUKAIZHANJIQIXUEXI。

92棋牌游戏下载KEYONGYUZHIXINGJIANDUSHIHEWUJIANDUSHIJIQIXUEXIDENEIZHIFANGFA,BAOKUOJIEXI、JULEI、FENLEI、HUIGUI、YIJIDUIGEZHONGWENJIANJINXINGYICHANGJIANCE。

DAIYOUYONGYUTEZHENGTIQUHETEZHENGXUANZEDENEIZHIGONGNENG,KEXIEZHUSHIBIESHUJUZHONGDEZHONGYAOSHUXING。

TONGGUOZHIXINGJIAOCHAYANZHENG,TATIGONGLEPINGGUMOXINGXINGNENGDEBUTONGFANGFA,KEYOUHUAMOXINGDEXINGNENG、BINGDIAOZHENGGEXIANGCANSHU。

②XGBoost

一份不可多得的数据科学与机器学习Python库

92棋牌游戏下载XGBoost JIWEI“JIDUANTIDUZENGQIANG(Extreme Gradient Boosting)”,TASHUYU Boosting JIQIXUEXILEI Python RUANJIANBAO。TONGGUOTIDUZENGQIANG,XGBoost NENGGOUTIGAOJIQIXUEXIMOXINGDEXINGNENGHEZHUNQUEXING。

XIAMIANSHI XGBoost DEJUTIGONGNENGLIEBIAO:

92棋牌游戏下载YOUYUSHIYONG C++ BIANXIEDE,YINCI XGBoost BEIRENWEISHITIGAOJIQIXUEXIMOXINGXINGNENGZUIKUAI、QIEYOUXIAODERUANJIANKUZHIYI。

92棋牌游戏下载YOUYU XGBoost DEHEXINSUANFASHIKEBINGXINGHUADE,YINCITAKEYIYOUXIAODILIYONGDUOHEJISUANJIDEXINGNENG。TONGSHI,XGBoost YEKEYICHULIDALIANGSHUJUJI、BINGNENGGOUKUADUOGESHUJUJIHEKAIZHANWANGLUOGONGZUO。

92棋牌游戏下载TIGONGKEYONGYUZHIXINGJIAOCHAYANZHENG,CANSHUDIAOZHENG,ZHENGZEHUA,YIJICHULIQUESHIZHIDENEIBUCANSHU,HAINENGGOUTIGONGYU Scikit-learn XIANGJIANRONGDE API。

YOUYU XGBoost JINGCHANGBEIYONGYUDINGJIDESHUJUKEXUEHEJIQIXUEXIJINGSAIZHONG,YINCIBEIPUBIANRENWEIYOUYUQITASUANFA。

③ELI5

ZUOWEILINGYIZHONG Python KU,ELI5 ZHUYAOZHILIYUGAISHANJIQIXUEXIMOXINGDEXINGNENG。YOUYUXIANGDUIJIAOXIN,YINCITATONGCHANGHUIYU XGBoost、LightGBM、YIJI CatBoost DENGYIQIBEISHIYONG,JINERTIGAOJIQIXUEXIMOXINGDEZHUNQUEXING。

XIAMIANSHI ELI5 DEJUTIGONGNENGLIEBIAO:

TIGONGYU Scikit-learn RUANJIANBAODEJICHENG,YIBIAOZHENGTEZHENGDEZHONGYAOXING,BINGJIESHIJUECESHUHEJIYUSHUDEJICHENGXINGYUCE。

92棋牌游戏下载NENGGOUFENXIBINGJIESHIYOU XGBClassifier、XGBRegressor、LGBMClassifier、LGBMRegressor、CatBoostClassifier、CatBoostRegressor HE Catboost SUOZUOCHUDEYUCE。

92棋牌游戏下载TIGONGLEDUISHIXIANDUOZHONGSUANFADEZHICHI,BINGNENGGOUJIANCHAHEIHEMOXING。QI TextExplainer MOKUAIKEYIJIESHIYOUWENBENFENLEIQISUOZUOCHUDEYUCE。

NENGGOUXIEZHUFENXINEIXIEYOUXIANXINGHUIGUIQI、HEFENLEIQIJICHUDE Scikit XUEXITONGYONGXIANXINGMOXING(GLM,General Linear Models)DEQUANZHONGHEYUCE。

深度学习

JIQIXUEXIHERENGONGZHINENGDEJINHUALIBUKAISHENDUXUEXI。SUIZHESHENDUXUEXIDEYINRU,WOMENKEYIGOUJIANCHUFUZADEMOXING,BINGCHULIPANGDADESHUJUJI。

YOULE Python TIGONGDEGEZHONGSHENDUXUEXIRUANJIANBAO,WOMENKEYIQINGSONGDIGOUJIANCHUGEZHONGGAOXIAODESHENJINGWANGLUO。

一份不可多得的数据科学与机器学习Python库

92棋牌游戏下载ZAICI,WOMENJIANGZHONGDIANJIESHAONEIXIEKEYITONGGUONEIZHIHANSHU,LAISHIXIANFUZASHENJINGWANGLUOJIJUTUIJIANJIAZHIDESHENDUXUEXIRUANJIANBAO。

TAMENFENBIESHI:

TensorFlow

Pytorch

Keras

①TensorFlow

一份不可多得的数据科学与机器学习Python库

ZUOWEISHENDUXUEXIDE Python KUZHIYI,TensorFlow SHIYIKUANKEYONGYUHENGKUAGEXIANGRENWUJINXINGSHUJULIUBIANCHENGDEKAIYUANKU。

TensorFlow TONGGUOYIGEFUHAOSHUXUEKU,LAIGOUJIANCHUQIANGDAERJINGQUEDESHENJINGWANGLUO。TATIGONGLEZHIGUANDEDUOPINGTAIBIANCHENGJIEMIAN,KEZAIBUTONGDELINGYUZHONGSHIXIANGAODUKUOZHANXING。

XIAMIANSHI TensorFlow DEJUTIGONGNENGLIEBIAO:

92棋牌游戏下载MIANDUIDAXINGXIANGMUHESHUJUJIHE,TAKEYIGOUJIANHEXUNLIANDUOGESHENJINGWANGLUO。

92棋牌游戏下载CHUZHICHISHENJINGWANGLUO,TAHAITIGONGLEGEZHONGZHIXINGTONGJIFENXIDEGONGNENGYUFANGFA。LIRU:TAZIDAIYOUKEYONGYUCHUANGJIANGAILVMOXINGHEBEIYESIWANGLUO(BAOKUO:Bernoulli、Chi2、Uniform、Gamma DENG)DENEIZHIGONGNENG。

TensorFlow TIGONGLEFENCENGDEZUJIAN,ZHEIXIEZUJIANKEYIDUIQUANZHONGHEPIANCHAZHIXINGFENCENGDECAOZUO,BINGQIEKEYITONGGUOSHISHIZHENGZEHUAJISHU(LIRU:batch normalization、Dropout DENG)LAITIGAOMOXINGDEXINGNENG。

TAZIDAIYOUYIGEBEICHENGWEI TensorBoard DEKESHIHUACHENGXU,GAIKESHIHUACHENGXUNENGGOUCHUANGJIANJIAOHUSHIHEKESHIHUADETUXING,YIHUOXISHUJUTEZHENGDEYILAIXING。

②Pytorch

一份不可多得的数据科学与机器学习Python库

Pytorch SHIYIGEJIYU Python DEKAIYUANKEXUEJISUANRUANJIANBAO,KEYONGYUZAIDAXINGDESHUJUJISHANGSHISHISHENDUXUEXIJISHUHESHENJINGWANGLUO。

Facebook SHIYONGCIRUANJIANKULAIKAIFAQISHENJINGWANGLUO,JINERSHIXIANLEMIANBUSHIBIEHEZIDONGHUABIAOJIDENGRENWU。

XIAMIANSHI Pytorch DEJUTIGONGNENGLIEBIAO:

TIGONGLEYIYONGDE API,NENGYUQITASHUJUKEXUEHEJIQIXUEXIDEKUANGJIAXIANGJICHENG。

LEISIYU NumPy,Pytorch TIGONGLEBEICHENGWEI Tensors DEDUOWEISHUZU,BINGQIEKEYIBEISHIYONGZAI GPU SHANG。

TABUJINKEYIYONGYUZHENDUIDAXINGSHENJINGWANGLUOJINXINGJIANMO,ERQIEHAITIGONGLEYIGEJIEMIAN,ZHICHIDUODA 200 DUOZHONGNENGBEIYONGYUTONGJIFENXIDESHUXUEYUNSUAN。

QIDAIMAKEZHIXINGZAIMEIGEJIEDIANSHANG,YICHUANGJIANDONGTAIJISUANTU,JINERXIEZHUSHIXUFENXI,BINGNENGGOUSHISHIDIYUCEXIAOSHOULIANG。

③Keras

一份不可多得的数据科学与机器学习Python库

92棋牌游戏下载TONGYANGZUOWEI Python ZHONGYOUXIUDESHENDUXUEXIKUZHIYI,Keras NENGGOUWEIGOUJIAN、FENXI、PINGGUHEGAIJINSHENJINGWANGLUOTIGONGQUANMIANZHICHI。

Keras SHIJIYU Theano HE TensorFlow Python KUGOUJIANDE。TATIGONGLEYONGYUGOUJIANFUZADEDAGUIMOSHENDUXUEXIMOXINGSUOXUDEGEZHONGFUJIAGONGNENG。

92棋牌游戏下载XIAMIANSHI Keras DEJUTIGONGNENGLIEBIAO:

92棋牌游戏下载WEIGOUJIANSUOYOULEIXINGDESHENJINGWANGLUOTIGONGZHICHI,BAOKUO:WANQUANLIANJIE、JUANJI、CHIHUA、XUNHUAN、YIJIQIANRUDENG。NENGGOUZHENDUIDAXINGSHUJUJIYUWENTI,TONGGUOJIANGGEZHONGMOXINGJINYIBUZUHE,YICHUANGJIANWANZHENGDESHENJINGWANGLUO。

JUYOUZHIXINGSHENJINGWANGLUOJISUANDENEIZHIGONGNENG,BAOKUO:DINGYICENGYUMUBIAO,JIHUOGONGNENG;NENGGOUTONGGUOYOUHUAQIHEDALIANGDEGONGJU,LAIQINGSONGDICHULITUXIANGHEWENBENSHUJU。

ZIDAIYOUYIXIEYUCHULIDESHUJUJIHEJINGGUOXUNLIANDEMOXING,BAOKUO:MNIST、VGG、Inception、SqueezeNet、YIJI ResNet DENG。

YIYUKUOZHAN,NENGGOUDUIXINZENGGONGNENGHEFANGFADENGMOKUAITIGONGZHICHI。

自然语言处理

92棋牌游戏下载Google YUNYONG Alexa LAIZHUNQUEDIYUCEYONGHUSOUSUODENEIRONG,ERZAI Siri DENGQITALIAOTIANJIQIRENDEBEIHOUDOUHUIYONGDAOZIRANYUYANCHULI(NLP)JISHU。

92棋牌游戏下载NLP ZAISHEJI AI DEXITONGZHONG,FAHUILEJUDADEZUOYONG。GAIXITONGYOUZHUYUMIAOSHUCHURENLEIYUYANYUJISUANJIZHIJIANDEJIAOHUGUANXI。

一份不可多得的数据科学与机器学习Python库

ZAICI,WOMENJIANGZHONGDIANJIESHAONEIXIEKEYITONGGUONEIZHIHANSHU,LAISHIXIANGAOJI AI XITONGJIJUTUIJIANJIAZHIDEZIRANYUYANCHULIBAO。

TAMENFENBIESHI:

NLTK

spaCy

Gensim

①NLTK(自然语言工具包,Natural Language ToolKit)

一份不可多得的数据科学与机器学习Python库

NLTK BEIRENWEISHIFENXIRENLEIYUYANHEXINGWEIDEYOUXIU Python RUANJIANBAO。ZUOWEIDADUOSHUSHUJUKEXUEJIADESHOUXUAN,NLTK KUTIGONGLEYIYONGDEJIEMIAN,QIZHONGBAOHAN 50 DUOZHONGYULIAOKUHECIHUIZIYUAN,YOUZHUYUMIAOSHURENYURENZHIJIANDEHUDONG,YIJIGOUJIANCHUZHURUTUIJIANYINQINGZHILEIDE AI XITONG。

XIAMIANSHI NLTK DEJUTIGONGNENGLIEBIAO:

TIGONGLEYIZHENGTAOSHUJUHEWENBENCHULIDEFANGFA,KEYONGYUZHENDUIWENBENFENXIDEFENLEI、BIAOJI、CIGAN、JIEXIHEYUYITUILI。

92棋牌游戏下载BAOHANLEYONGYUGONGYEJI NLP KUDEBAOZHUANGQI,TONGGUOGOUJIANFUZADEXITONG,YIXIEZHUJINXINGWENBENFENLEI,BINGCHAZHAORENLEIYUYINDEXINGWEIQUSHIHEMOSHI。

92棋牌游戏下载TAZIDAIYOUSHIXIANJISUANYUYANXUE(Computational Linguistics)DEZONGHEZHINAN、YIJIWANZHENGDE API WENDANGZHINAN,KEBANGZHUXINSHOUCHENGXUYUANSHANGSHOUSHIYONG NLP。

92棋牌游戏下载TAYONGYOUPANGDADEYONGHUHEZHUANYERENYUANSHEQU,NENGGOUTIGONGQUANMIANDEJIAOCHENGYUKUAISUZHINAN,FANGBIANYONGHUXUEXIRUHESHIYONG Python JINXINGJISUANYUYANXUE。

②spaCy

一份不可多得的数据科学与机器学习Python库

92棋牌游戏下载ZUOWEIYIKUANMIANFEIDE Python KAIYUANKU,spaCy KEBEIYONGYUSHIXIANGAOJIZIRANYUYANCHULI(NLP)DEXIANGGUANJISHU。

DANGNINZAICHULIDALIANGWENBENSHI,KEYITONGGUO spaCy LAIQINGSONGDIHUOXIWENBENDEXINGTAIXUEYIYI,YIJIRUHEJIANGQIFENLEICHENGWEIRENLEIKELIJIEDEYUYAN。

92棋牌游戏下载XIAMIANSHI spaCy DEJUTIGONGNENGLIEBIAO:

CHULEYUYANJISUANZHIWAI,spaCy HAITIGONGLEDANDUDEMOKUAI,KEYONGLAIGOUJIAN、XUNLIANHECESHIGEZHONGTONGJIMOXING,JINERGENGHAODIXIEZHUYONGHULIJIEDANCIDEHANYI。

TADAIYOUGEZHONGNEIZHIDEYUYANZHUSHI,KEXIEZHUFENXIJUZIDEYUFAJIEGOU。ZHEIBUJINYOUZHUYULIJIEGEZHONGCESHI,HAIYOUZHUYUCHAZHAOCHUJUZIZHONGBUTONGDANCIZHIJIANDEGUANXI。

KEBEIYONGYUZHENDUIBAOHANSUOXIEHEDUOGEBIAODIANFUHAODEFUZAQIANTAOBIAOJI(nestedtokens),YISHIXIANBIAOJIHUA。

CHULEBENSHENDEQIANGDAGONGNENGHEXIAOLV,spaCy HAIZHICHI 51 ZHONGYISHANGDEYUYAN。

③Gensim

一份不可多得的数据科学与机器学习Python库

92棋牌游戏下载Gensim SHILINGYIZHONGKAIYUANDE Python RUANJIANBAO,GAIJIANMOZHIZAICONGDAXINGWENDANGHEWENBENZHONGTIQUYUYIZHUTI,YITONGGUOTONGJIMOXINGHEYUYANJISUANLAIYUYICHULI,JINERFENXIHEYUCERENLEIXINGWEI。

WULUNSHIYUANSHISHUJUHAISHIFEIJIEGOUHUADESHUJU,TADOUYOUNENGLICHULIHEYINGDUIPANGDADESHUJUJIHE。

XIAMIANSHI Genism DEJUTIGONGNENGLIEBIAO:

92棋牌游戏下载TONGGUOLIJIEMEIGEDANCIDETONGJIYUYI,YIGOUJIANYOUXIAODEFENLEIWENDANGMOXING。

TAZIDAIYOUZHURU Word2Vec、FastText、QIANZAIYUYIFENXI(Latent Semantic Analysis)ZHILEIDEWENBENCHULISUANFA。

92棋牌游戏下载ZHEIXIESUANFANENGGOUYANJIUWENDANGZHONGDETONGJIGONGXIANMOSHI,TONGGUOGUOLVDIAONEIXIEBUBIYAODEDANCI,JINERGOUJIANCHUJINYOUZHONGYAOTEZHENGDEMOXING。

TIGONGKEGONGDAORU、BINGZHICHIDUOZHONGSHUJUGESHIDE I/O BAOZHUANGQIYUDUQUQI。

QIJIANDANZHIGUANDEJIEMIAN,KEGONGCHUXUEZHEQINGSONGDIJINXINGSHIYONG。TONGSHI,QI API XUEXIQUXIANBIJIAOPINGHUAN,YINCIBEISHOUGEJIEKAIFARENYUANDEXIHUAN。

  
 

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