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2020年人工智能将如何发展?机器学习领域顶尖人物预测有这些趋势

前瞻网  |  2020年01月03日
人工智能不再准备着有朝一日改变世界,而是正在改变世界。在我们买入新的一年和十年之际,VentureBeat邀请了人工智能领域最敏锐的一些人,重新审视了2019年取得的成就,并展望了机器学习在2020年将如何成熟。

华盛棋牌  MEIGERENDOUYOUDUIWEILAIYINIANDEYUCE,DANZHEIXIEREN——ZAIRENGONGZHINENGLINGYUYONGYOUQUANWEIDEGEREN——ZHENGZAISUZAOJINTIANDEWEILAI,TAMENZHENSHIKEXUEZHUIQIU,TAMENDEJINGLIWEIQIYINGDELEXINYU。JINGUANYIXIERENYUCEZAIZHURUBANJIANDUXUEXIHESHENJINGFUHAOFANGFADENGZILINGYUHUIYOUJINBU,DANJIHUSUOYOUMLLINGYUDEJIECHURENSHIDOUBIAOSHI,ZAI2019NIANJIYUTransformerDEZIRANYUYANMOXINGFANGMIANQUDELEJUDAJINBU,BINGYUJIZAIMIANBUSHIBIEDENGJISHUFANGMIANHUIJIXUCUNZAIZHENGYI。TAMENHAIXIWANGKANDAORENGONGZHINENGLINGYUFAZHANCHUBIZHUNQUEXINGGENGYOUJIAZHIDEDONGXI。

  Soumith Chintala

  PyTorch的负责人、首席工程师和创建者

  BUGUANNIRUHEPINGJIA,PyTorchSHIDANGJINSHIJIESHANGZUISHOUHUANYINGDEJIQIXUEXIKUANGJIA。 PyTorchSHI2002NIANYINRUDETorchKAIYUANKUANGJIADEYANSHENGCHANPIN,YU2015NIANKEYONG,BINGQIEZAIKUOZHANHEKUZHONGWENBUZENGZHANG。

华盛棋牌  JINNIANQIUTIAN,FacebookFABULEDAIYOULIANGHUAHETPUZHICHIDEPyTorch 1.3,YIJISHENDUXUEXIKEJIESHIXINGGONGJUCaptumHEPyTorch Mobile。HAIYOUZHURUPyRobotHEPyTorch HubZHILEIDEDONGXI,YONGYUGONGXIANGDAIMABINGGULIMLCONGYEZHEZHICHIKEZHONGFUXING。

  JINNIANQIUTIANZAIPyTorchKAIFADAHUISHANG,ChintalaZAIYUVentureBeatDEYICIDUIHUAZHONGBIAOSHI,TAZAI2019NIANDEJIQIXUEXIZHONGJIHUMEIYOUTUPOXINGJINZHAN。

华盛棋牌  “SHIJISHANG,WORENWEIWOMENMEIYOUKAICHUANGXINGDEDONGXI……JIBENSHANGSHICONGTransformerKAISHIDE。WOMENDEConvNetsZAI2012NIANDADAOHUANGJINSHIDUAN,ERTransformerZAI2017NIANZUOYOU。ZHEISHIWODEGERENKANFA。”TASHUO。

  TAJIXUCHENGDeepMindDEAlphaGoZAIQIANGHUAXUEXIFANGMIANDEGONGXIANSHIKAICHUANGXINGDE,DANSHITASHUO,ZHEIXIECHENGGUOHENNANYINGYONGDAOXIANSHISHIJIEDESHIJIRENWUZHONG。

  ChintalaHAIRENWEI,JIQIXUEXIKUANGJIA(RUPyTorchHEGUGEDETensorFlow)DEFAZHANYIGAIBIANLEYANJIURENYUANTANSUOSIXIANGHEKAIZHANGONGZUODEFANGSHI,ZHEIXIEJIQIXUEXIKUANGJIAZAIDANGJINDEMLCONGYEZHEZHONGGUANGSHOUHUANYING。

  TASHUO:“CONGMOUZHONGYIYISHANGSHUO,ZHEISHIYIGETUPO,TASHITAMENYIDONGDESUDUBIYIQIANKUAILEYILIANGGESHULIANGJI。”

华盛棋牌  JINNIAN,GUGEHEFacebookDEKAIYUANKUANGJIAYINRULELIANGHUA,YITIGAOMOXINGXUNLIANDESUDU。ZAIWEILAIDEJINIANZHONG,ChintalaXIWANGPyTorchDEJITBIANYIQIHEGlowDENGSHENJINGWANGLUOYINGJIANJIASUQIDEZHONGYAOXINGHECAIYONGLV“BAOZHASHIZENGZHANG”。

华盛棋牌  “JIEZHUPyTorchHETensorFlow,NIYIJINGKANDAOLEKUANGJIADERONGHE。CHUXIANLIANGHUADEYUANYIN,YIJIQITAYIXILIEJIAODIJIBIEDEXIAOLV,SHIYINWEIXIAYICHANGZHANZHENGSHIKUANGJIADEBIANYIQI——XLA,TVM,PyTorchYONGYOUGlow,XUDUOCHUANGXINZHENGZAIDENGDAIFASHENG。”TASHUO,“ZAIJIEXIALAIDEJINIANZHONG,NIJIANGKANDAO……RUHEGENGZHINENGDILIANGHUA,RUHEGENGHAODIRONGHE,RUHEGENGYOUXIAODISHIYONGGPU,YIJIRUHEZIDONGWEIXINYINGJIANJINXINGBIANYI。”

华盛棋牌  XIANGDADUOSHUQITAXINGYELINGDAOZHENEIYANG,ChintalaYUCEAISHEQUJIANGZAI2020NIANZHIQIANJIANGGENGDUODEJIAZHIFANGZAIAIMOXINGXINGNENGSHANG,ERBUJINJINSHIZHUNQUEXING,BINGKAISHIJIANGZHUYILIZHUANXIANGQITAZHONGYAOYINSU,LIRUCHUANGJIANMOXINGSUOXUDEQUANZHONG,RUHEXIANGRENLEIJIESHISHUCHU,YIJIAIRUHEGENGHAODIFANYINGRENMENXIANGYAOJIANLIDESHEHUILEIXING。

  “RUGUOSIKAOYIXIAGUOQUDEWU、LIUNIAN,WOMENZHISHIGUANZHUZHUNQUEXING,ERYUANSHISHUJURUYINGWEIDADEMOXINGSHIFOUGENGZHUNQUE? FacebookDEMOXINGGENGZHUNQUEMA?'”TASHUO, “WOSHIJISHANGRENWEI2020NIANJIANGSHIWOMENKAISHI(YIGENGFUZADEFANGSHI)JINXINGSIKAODEYINIAN,RUGUONIDEMOXING……MEIYOULIANGHAODEHUCAOZUOXINGJIZHI(HUOMANZUQITABIAOZHUN),NIDEMOXINGSHIFOUBIXIANZAIJINGQUE3%BINGBUZHONGYAO。”

  塞莱斯特·基德(Celeste Kidd)

  加州大学伯克利分校的发展心理学家

  SAILAISITE·JIDE(Celeste Kidd)SHIJIAZHOUDAXUEBOKELIFENXIAOJIDESHIYANSHIDEZHUREN,TAHETADETUANDUIZAIZHEILITANSUOHAIZIMENDEXUEXIFANGSHI。TAMENDEJIANJIEKEYIBANGZHUSHENJINGWANGLUODECHUANGJIANZHE,ZHEIXIERENZHENGSHITUYIYIZHONGYUYANGYUHAIZICHABUDUODEFANGSHILAIXUNLIANMOXING。

  TASHUO:“RENLEIYINGERMEIYOUBEIBIAOJIDESHUJUJI,DANTAMENGUANLIDEHENHAO,DUIWOMENLAISHUOZHONGYAODESHIYAOLEJIEZHEIZHONGQINGKUANG。”

  RANGJIDEZAI2019NIANGANDAOJINGYADEYIJIANSHISHI,SHENJINGWANGLUOCHUANGJIANZHEDESHULIANGSUISUIBIANBIANJIUBIANDILEZIJIHUOQITAYANJIURENYUANDEGONGZUO,YINWEITAMENWUFAZUOYINGERKEYIZUODESHIQING。

  TASHUO,DANGNIJIANGYINGERDEXINGWEIPINGJUNHUASHI,NINHUIKANDAOYOUZHENGJUBIAOMINGTAMENLEJIEMOUXIEDONGXI,DANTAMENJUEDUIBUSHIWANMEIDEXUEXIZHE,ERZHEIZHONGTANHUADUIYINGERDENENGLIMIAOHUIDEGUOYULEGUAN。

  TASHUO:“RENLEIYINGERHENBANG,DANTAMENFANLEHENDUOCUOWU,ERQIEWOJINGCHANGKANDAORENMENSUIBIANJINXINGDEXUDUOBIJIAO,DOUSHIBAYINGERXINGWEIZAIRENKOUCENGMIANSHANGLIXIANGHUALE。” “WORENWEI,DUIYUMUQIANLEJIEDENEIRONGYUNIJIEXIALAIXIANGYAOLEJIEDENEIRONGZHIJIANDELIANXI,RENMENHENKENENGHUIYUELAIYUEYOUBIANBIELI。”

  ZAIRENGONGZHINENGZHONG,“HEIXIAZI”ZHEIGECIYIJINGCUNZAIDUONIANLE。TACENGJINGYONGLAIPIPINGSHENJINGWANGLUOQUEFAKEJIESHIXING,DANJIDERENWEI2020NIANKENENGYIWEIZHESHENJINGWANGLUOBUKEJIESHIDEGUANNIANDEZHONGJIE。

  TASHUO:“HEIXIAZIDELUNDIANSHIXUJIADE……DANAOYESHIHEIXIAZI,WOMENZAILIJIEDANAORUHEGONGZUOFANGMIANQUDELEHENDAJINBU。”

  ZAIJIEKAIZHEIZHONGDUISHENJINGWANGLUODERENSHIDESHENMIMIANSHASHI,JIDEYANJIULEXIANGMASHENGLIGONGXUEYUAN- IBMWOSENRENGONGZHINENGSHIYANSHI(MIT-IBM Watson AI Lab)ZHIXINGZHURENAODE·AOLIWA(Aude Oliva)ZHEIYANGDERENDEGONGZUO。

华盛棋牌  “WOMENDANGSHIZAITANLUNZHEIGEWENTI,WOSHUOLEYOUGUANGAIXITONGSHIHEIXIAZIDESHIQING,TAHELIDIQIANZELEWO,SHUOTAMENDANGRANBUSHIHEIXIAZI。DANGRAN,NIKEYIJIANGTAMENFENJIEBINGJIANGTAMENCHAIKAI,KANKANTAMENRUHEGONGZUOBINGDUIQIJINXINGSHIYAN,JIUXIANGWOMENWEILIJIERENZHISUOZUODEYIYANG。”JIDESHUO。

华盛棋牌  SHANGGEYUE,JIDEZAISHENJINGXINXICHULIXITONG(NeurIPS)HUIYISHANGFABIAOLEKAIMUSHIZHUTIYANJIANG,ZHEISHISHIJIESHANGZUIDADENIANDUAIYANJIUHUIYI。TADEYANJIANGZHONGDIANGUANZHURENNAORUHEGUSHOUWANGUDEXINNIAN,ZHUYILIXITONGHEBEIYESITONGJI。

  TASHUO,XINXICHUANDIDE“SHUSHIQU”JIEYUYIGERENZHIQIANDEXINGQUHELIJIEYUTAMENGANDAOJINGYADEDONGXIZHIJIAN。RENMENQINGXIANGYUJIAOSHAOJIECHUNEIXIEGUOYULINGRENJINGYADENEIRONG。

  RANHOUTASHUO,BUCUNZAIZHONGLIDEJISHUPINGTAI,YUSHITABAZHUYILIZHUANXIANGNEIRONGTUIJIANXITONGDEZHIZAOSHANGRUHECAOZONGRENMENDEXINNIAN。WEILEZHUIQIUZUIDACHENGDUDECANYUERGOUJIANDEXITONGHUIDUIRENMENRUHEXINGCHENGXINNIANHEGUANDIANCHANSHENGZHONGDAYINGXIANG。

华盛棋牌  JIDEZAIYANJIANGZHONGTANDAOLEJIQIXUEXIZHONGNANXINGDEWUJIE,JIYUNVXINGTONGSHIDUZIYIRENHUIDAOZHIXINGSAORAOZHIKONGBINGJIESHUNANXINGZHIYE。TASHUO,ZHEIZHONGWUJIEFANERHUISUNHAINVXINGZAIGAILINGYUDEZHIYE。

  YOUYUZAILUOQIESITEDAXUEFABIAOYOUGUANXINGXINGWEIBUDUANDEYANLUN,JIDEYUQITANVXINGYIQIBEIPINGWEI2017NIANDU“NIANDURENWU”,ZHEIXIENVXINGBANGZHUSHIXIANLEWOMENXIANZAISUOSHUODE“PINGDENGDUIDAIFUNVYUNDONG”。DANGSHI,JIDERENWEIDASHENGJIHUJIANGJIESHUTADEZHIYESHENGYA。

华盛棋牌  TAXIWANGZAI2020NIANKANDAORENMENYUELAIYUEYISHIDAOJISHUGONGJUHEJISHUJUECEDUIXIANSHISHENGHUODEYINGXIANG,BINGJUJUERENWEIGONGJUZHIZAOSHANGDUIRENMENDESHIYONGXINGWEIBUFUZERENDEGUANDIAN。

  TASHUO:“WOTINGDAOHENDUORENSHITUSHUO'‘WOBUSHIZHENLIDESHENPANREN’LAIWEIZIJIBIANHU。” “WORENWEIBIXUTIGAODUIZHEISHIBUCHENGSHILICHANGDERENSHI。”

华盛棋牌  “ZAIYIGESHEHUI,YOUQISHIZUOWEISHIYONGZHEIXIEGONGJUDERENMEN,WOMENZHENDEXUYAOZHIJIEYISHIDAOSUIZHIERLAIDEZEREN。”

  杰夫·迪恩(Jeff Dean)

  谷歌AI总监

  DIENLINGDAOGoogle AIYIYOUJINLIANGNIANSHIJIAN,DANTAYIJINGZAIGUGEGONGZUOLEERSHINIAN,SHIGUGEZAOQISOUSUOHEFENBUSHIWANGLUOSUANFADEJIAGOUSHI,YESHIGoogle BrainDEZAOQICHENGYUAN。

  DIENSHANGGEYUEZAINeurIPSSHANGYUVentureBeatJINXINGLEJIAOTAN,ZAINEILITAJIUASICBANDAOTISHEJIDEJIQIXUEXIYIJIAISHEQUYINGDUIQIHOUBIANHUADEFANGSHIJINXINGLEYANJIANG,TASHUOZHEISHIWOMENSHIDAIZUIZHONGYAODEWENTI。ZAIGUANYUQIHOUBIANHUADETAOLUNZHONG,DIENTAOLUNLEAIKEYINULICHENGWEILINGTANXINGYEYIJIAIKEYIYONGLAIBANGZHUGAIBIANRENLEIXINGWEIDEXIANGFA。

  TAYUJIDAO2020NIAN,DUOMOSHIXUEXILINGYUJIANGQUDEJINZHAN,ZHEISHIYIZHONGYIKAODUOZHONGMEITIJINXINGXUNLIANDEAI,ERDUORENWUXUEXIZESHEJIZHIZAIYICIWANCHENGDUOGERENWUDEWANGLUO。

华盛棋牌  HAOWUYIWEN,2019NIANZUIDADEJIQIXUEXIQUSHIZHIYISHIJIYUTransformerDEZIRANYUYANMOXINGDECHIXUZENGZHANGHEKUOSAN,CIQIANMOXINGChintalaBEICHENGWEIJINNIANLAIRENGONGZHINENGZUIDADETUPOZHIYI。 GUGEYU2018NIANKAIYUANLEJIYUTransformerDEMOXINGBERT。GENJUGLUEPAIXINGBANG,JINNIANFABUDEXUDUOXINGNENGZUIGAODEMOXING(LIRUGoogleDEXLNet,WEIRUANDEMT-DNNHEFacebookDERoBERTa)DOUJIYUTransformer。GONGSIFAYANRENGAOSUVentureBeat,XLNet 2JIANGYUBENYUEWANXIESHIHOUFABU。

华盛棋牌  DIENZHICHULEYIJINGQUDEDEJINZHAN,TASHUO:“ ...WORENWEIZHENGGEYANJIUXIANCHENGZAISHIJICHANSHENGJIQIXUEXIMOXINGFANGMIANFEICHANGFUYOUCHENGXIAO,[XIANZAIRANGWOMEN]ZUODEJIQIXUEXIMOXINGBIGUOQUNENGGOUWANCHENGDEFUZADEDUO。DANSHITABUCHONGSHUO,RENGYOUZENGZHANGKONGJIAN。“WOMENRENGRANXIWANGNENGGOUCHUANGJIANGENGDUOQINGJINGDEMOXING。XIANGXIANZAIZHEIYANG,BERTHEQITAMOXINGKEYIHENHAODICHULISHUBAIGEDANCI,DANBUNENGZUOWEICHULISHANGXIAWENDE10,000GEDANCI。YINCI,ZHEISHI[YOUQUDEFANGXIANG。”

  DIENSHUO,TAXIWANGSHAOQIANGDIAOYIXIEZUIXINJISHU,ERQINGXIANGYUCHUANGJIANGENGQIANGDADEMOXING。

  Google AIHAIJIANGNULITUIJINXINDEJUCUO,LIRUEveryday Robot,ZHEISHIYIGEYU2019NIAN11YUETUICHUDENEIBUXIANGMU,ZHIZAIZHIZAONENGGOUZAIJIATINGHEGONGZUOCHANGSUOWANCHENGCHANGJIANRENWUDEJIQIREN。

  Anima Anandkumar

  英伟达机器学习研究总监

  AnandkumarZAIDANRENAWSSHOUXIKEXUEJIAHOUJIARULEGPUZHIZAOSHANGYINGWEIDA。ZAIYINGWEIDA,RENGONGZHINENGYANJIUZAIDUOGELINGYUJINXING,CONGYILIAOBAOJIANDELIANHEXUEXIDAOZIDONGJIASHI,CHAOJIJISUANJIHETUXINGXUE。

华盛棋牌  YINGWEIDAHEAnandkumarZAI2019NIANDEZHONGDIANLINGYUZHIYISHIQIANGHUAXUEXIDEFANGZHENKUANGJIA,ZHEIXIEKUANGJIAYUELAIYUESHOUHUANYINGQIECHENGSHU。

华盛棋牌  ZAI2019NIAN,WOMENKANDAOLEYINGWEIDADEDrive autonomusJIASHIPINGTAIHEIsaacJIQIRENMONIQIDEXINGQI,YIJICONGMONIHESHENGCHENGDUIKANGWANGLUOHUOGANSHENGCHENGZONGHESHUJUDEMOXINGDEXINGQI。

华盛棋牌  QUNIANHAIYINGLAILEAIDEXINGQI,LIRUStyleGAN(YIZHONGKEYISHIRENMENFENBIANBUCHUZIJIKANDAODESHIJISUANJISHENGCHENGDERENLIANHAISHIZHENSHIDERENDEWANGLUO)HEGauGAN(KEYIYONGHUABISHENGCHENGFENGJINGDEWANGLUO)。 StyleGAN2SHANGGEYUESHOUCILIANGXIANG。

华盛棋牌  GANSHIKEYIMOHUXIANSHIJIEXIANDEJISHU,AnandkumarRENWEI,TAMENKEYIBANGZHUAISHEQUCHANGSHIJIEJUEDEZHUYAOTIAOZHAN,LIRUZHUAWOJIXIEBEIHEZIDONGJIASHI。

AnandkumarHAIXIWANGWEILAIYINIANTONGGUODIEDAISUANFA、ZIWOJIANDUHEXUNLIANMOXINGDEZIXUNLIANFANGFAQUDEJINZHAN,ZHEIXIEMOXINGKEYITONGGUODUIWEIBIAOJISHUJUJINXINGZIWOXUNLIANLAIGAIJIN。

  “WORENWEIGEZHONGBUTONGDEDIEDAISUANFADOUSHIWEILAI,YINWEIRUGUONIZHIZUOYIGEQIANKUIWANGLUO,NEIMELUBANGXINGJIUCHENGWEIWENTI。”TASHUO:“RUGUONICHANGSHIJINXINGDUOCIDIEDAI,BINGGENJUSUOXUDESHUJULEIXINGHUOJINGDUYAOQIUDUIDIEDAIJINXINGDIAOZHENG,NEIMESHIXIANZHEIYIMUBIAODEJIHUIJIUGENGDUOLE。”

华盛棋牌  AnandkumarKANDAOLE2020NIANAISHEQUMIANLINDEZHONGDUOTIAOZHAN,LIRUXUYAOYUGELINGYUZHUANJIAYIDAOCHUANGJIANZHUANMENZHENDUITEDINGXINGYEDEMOXING。JUECEZHE、GERENHEAISHEQUYEJIANGXUYAOJIEJUEDAIBIAOXINGWENTI,YIJIQUEBAOYONGYUXUNLIANMOXINGDESHUJUJINENGGOUHANGAIBUTONGRENQUNDETIAOZHAN。

  TASHUO:“WORENWEI[MIANBUSHIBIEWENTI]HENRONGYIZHANGWO,DANSHIZAIHENDUO[QITALINGYU]……RENMENMEIYOUYISHIDAOSHIYONGSHUJUCUNZAIYINSIWENTI。”

华盛棋牌  AnandkumarSHUO,MIANBUSHIBIEDEDAOLEZUIDADEGUANZHU,YINWEIHENRONGYILIJIEMIANBUSHIBIERUHEQINFANGERENYINSI,DANSHIAISHEQUZAI2020NIANHAIMIANLINXUDUOQITADAODEWENTI。

  “WOMENJIANGZAISHUJUSHOUJIFANGSHIHESHIYONGFANGSHIFANGMIANJINXINGYUELAIYUEYANGEDESHENCHA。ZHEIZHONGQINGKUANGZHENGZAIOUZHOUFASHENG,DANSHIZAIMEIGUO,WOMENKENDINGHUIKANDAOGENGDUOZHEIYANGDEQINGKUANG,ERQIECHUYUZHENGQUEDELIYOU,WOMENHUIKANDAOGENGDUOZHEIYANGDEQINGKUANG,BIRUGUOJIAYUNSHUANQUANWEIYUANHUIHELIANBANGYUNSHUGUANLIJU。”TASHUO。

华盛棋牌  ZAIAnandkumarKANLAI,2019NIANDEYIDAJINGXISHIWENBENSHENGCHENGMOXINGDEFAZHANSUDU。

  “ 2019NIANSHIYUYANMOXINGZHINIAN,DUIMA?XIANZAI,WOMENDIYICIZAIDUANLUOZHANGDUSHANGDADAOLEGENGJIALIANGUANDEWENBENSHENGCHENG,ZHEIZAIYIQIANSHIBUKENENGDE,DANXIANZAIYIJINGHENHAOLE。”AnandkumarSHUO。

华盛棋牌  2019NIAN8YUE,YINGWEIDATUICHULEMegatronZIRANYUYANMOXING。MegatronYONGYOU80YIGECANSHU,SHIQUANQIUZUIDADEJIYUTransformerDEAIMOXING。  AnandkumarSHUO,TADUIRENMENKAISHIJIANGMOXINGBIAOZHENGWEIJUYOUGEXINGHUOZIFUDEFANGSHIGANDAOJINGYA,BINGQIETAXIWANGKANDAOGENGDUOZHENDUITEDINGXINGYEDEWENBENMOXING。

  “WOMENHAIMEIYOUDADAOCHANSHENGDUIHUADEJIEDUAN,ZHEIZHONGDUIHUASHIHUDONGDE,KEYIGENZONGBINGJINXINGZIRANDEDUIHUA。SUOYIWORENWEI,DAO2020NIAN,ZAIZHEIGEFANGXIANGSHANGJIANGHUIYOUGENGDUORENZHENDECHANGSHI。”TASHUO。

华盛棋牌  LIRU,KAIFAYONGYUKONGZHIWENBENSHENGCHENGDEKUANGJIAYAOBIKAIFAYONGYUSHIBIERENHUODUIXIANGDETUXIANGDEKUANGJIAGENGJUTIAOZHANXING。WENBENSHENGCHENGMOXINGHAIKENENGMIANLINLIRUWEISHENJINGMOXINGDINGYISHISHIDETIAOZHAN。

  ZUIHOU,AnandkumarSHUO,TAHENGAOXINGKANDAOJIDEZAINeurIPSSHANGDEYANJIANGHUODELEQILIGUZHANG,BINGQIEBEIJIQIXUEXISHEQUZHONGYUELAIYUECHENGSHUHEBAORONGDEJIXIANGSUOGUWU。

  “WOJUEDEXIANZAISHIFENSHUILING。” TASHUO, “YIKAISHISHENZHIHENNANZUOXIEXIAOGAIDONG,RANHOUDABAJIUPOLIELE。WOXIWANGSHIZHEIYANG,YINWEIZAIWOKANLAI,WOXIWANGBAOCHIZHEIZHONGSHITOU,BINGJINXINGGENGDADEJIEGOUGAIGE,BINGSHISUOYOUXIAOZU,ZHEILIDEMEIGERENDOUPENGBOFAZHAN。”

  达里奥·吉尔(Dario Gil)

  IBM研究总监

  JIERLINGDAODEYIZUYANJIURENYUANJIJIWEIBAIGONGHESHIJIEGEDIDEQIYETIGONGZIXUNFUWU。TARENWEI,2019NIANDEZHONGDAFEIYUEBAOKUOWEIRAOSHENGCHENGMOXINGDEJINBU,YIJISHENGCHENGKEXINYUYANDEZHILIANGBUDUANTIGAO。

  TAYUCE,ZAIJIANGDIJINGDUDETIXIJIEGOUSHANG,GENGYOUXIAODEPEIXUNJIANGJIXUQUDEJINZHAN。GENGGAOXIAODEAIMOXINGDEKAIFASHINeurIPSDEZHONGDIAN,IBM ResearchZAICIYINRULEJUYOU8WEIJINGDUMOXINGDESHENDUXUEXIJISHU。

  TASHUO:“WOMENYONGXIANYOUDEYINGJIANHEGPUJIAGOULAIXUNLIANSHENDUSHENJINGWANGLUO,QIXIAOLVRENGRANHENDI。”YINCI,DUIZHEIGEWENTIJINXINGGENBENXINGDEFANSISHIFEICHANGZHONGYAODE。WOMENBIXUTIGAORENGONGZHINENGDEJISUANXIAOLV,ZHEIYANGWOMENCAINENGZUODEGENGDUO。”

  JIERYINYONGYANJIUBIAOMING,DUIJIQIXUEXIXUNLIANDEXUQIUMEISANGEBANYUEFANYIFAN,ZHEIBIMOERDINGLVSUOYUCEDEZENGZHANGKUAIDEDUO。

  JIERYEDUIAIRUHEBANGZHUJIASUKEXUEFAXIANGANDAOXINGFEN,DANSHIIBM ResearchJIANGZHUYAOZHUANZHUYUJIQIXUEXIDESHENJINGFUHAOFANGFA。

华盛棋牌  JIERXIWANGAICONGYEZHEHEYANJIURENYUANJIANGZHUANZHUYUZHUNQUEXINGYIWAIDEZHIBIAO,YIKAOLVSHENGCHANZHONGBUSHUDEMOXINGDEJIAZHI。JIANGGAILINGYUZHUANXIANGGOUJIANSHOUXINRENDEXITONG,ERBUSHIBAZHUNQUEXINGFANGZAISHOUWEI,ZHEIJIANGSHIJIXUCAIYONGAIDEZHONGXINZHIZHU。

  “SHEQUZHONGYOUXIERENKENENGHUIJIXUSHUO,‘BUYONGDANXIN,ZHIYAOTIGONGZHUNQUEXING。MEIGUANXI,RENMENHUIXIGUANZHEIGEDONGXIYOUDIANXIANGHEIXIAZI,”HUOZHETAMENHUITICHUZHEIYANGDELUNDIAN,JIRENMENYOUSHIBUHUIDUIWOMENZUOCHUDEMOUXIEJUEDINGCHANSHENGJIESHI。WORENWEI,FEICHANGZHONGYAODEYIDIANSHI,WOMENYAOJIZHONGSHEQUDEZHISHILILIANG,ZAICIFANGMIANZUODEGENGHAO。RENGONGZHINENGXITONGBUNENGCHENGWEIGUANJIANRENWUYINGYONGCHENGXUDEHEIXIAZI。”

  JIERXIANGXINYAOBAITUOZHEIYANGDEGUANNIAN,JIZHIYOUSHAOSHUJIQIXUEXIXIANGDAOCAINENGZUODAOAI,YIQUEBAOGENGDUODEJUYOUSHUJUKEXUEHERUANJIANGONGCHENGJINENGDERENCAIYONGAI。

  TASHUO:“RUGUOWOMENBATAZUOWEIYIGESHENMILINGYU,NEIJIUSHIAIDELINGYU,ZHIDUICONGSHIZHEIFANGMIANYANJIUDEBOSHIKAIFANG,TABINGBUNENGZHENZHENGCUJINRENGONGZHINENGDEYINGYONG。”

华盛棋牌  ZAILAINIAN,JIERDUISHENJINGFUHAOAITEBIEGANXINGQU。 IBMJIANGXUNQIUSHENJINGFUHAOFANGFALAIZENGQIANGZHURUGAILVXINGBIANCHENGZHILEIDEGONGNENG,QIZHONGAIJIANGXUEXIRUHECAOZUOCHENGXUYIJIKEGONGXIANGQIJUECEBEIHOUYUANYINDEMOXING。

  TASHUO:“TONGGUOCAIYONGZHEIZHONGHUNHEDEFANGFA,YIZHONGXINDEDANGDAIFANGFA,TONGGUOZHEIXIESHENJINGFUHAOFANGFA,BAXUEXIHETUILIJIEHEZAIYIQI。ZAIZHEIZHONGFANGFAZHONG,FUHAOWEIDUQIANRUDAOXUEXICHENGXUZHONG。WOMENYIJINGZHENGMING,NIKEYONGSUOXUSHUJUDEYIXIAOBUFENLAIXUEXI。”“YINWEINIXUELEYIGECHENGXU,NIZUIZHONGDEDAOLEYIXIEKEJIESHIDEDONGXI,BINGQIEYINWEINIYOULEYIXIEKEJIESHIDEDONGXI,NIDEDAOLEYIXIEGENGKEXINDEDONGXI。”

  TASHUO,GONGPINGXING,SHUJUWANZHENGXINGHESHUJUJIXUANZEDENGWENTIJIANGJIXUYINQIRENMENDEGUANGFANGUANZHU,“YUSHENGWUSHIBIEJISHUYOUGUANDERENHESHIQINGYEJIANGRUCI”。MIANBUSHIBIEDEDAOLEHENDUOGUANZHU,DANZHEIJINJINSHIKAISHI。YUYINSHUJUYIJIQITAXINGSHIDESHENGWUSHIBIEJISHUJIANGYUELAIYUEJUYOUMINGANXING。TAJIXUYINYONGLEGELUNBIYADAXUEJIAOSHOURafael YusteDEHUA,TACONGSHISHENJINGJISHUYANJIU,BINGZHENGZAITANSUOTIQUSHIJUEPICENGSHANGSHENJINGMOSHIDEFANGFA。

  JIERSHUO:“WOYIZHEIGELIZIWEILI,SUOYOUYUSHENFEN、RENDESHENGWUTEZHENGYIJIRENGONGZHINENGZAIFENXIFANGMIANQUDEDEJINBU,JIANGJIXUCHUYUQIANYANHEZHONGXINWEIZHI。”

  CHULESHENJINGFUHAOHECHANGSHITUILI(MIT-IBMWOSENSHIYANSHIDEYIXIANGQIJIANJIHUAWAI),JIERYU2020NIANBIAOSHI,IBM ResearchHAIJIANGTANSUOAILIANGZIJISUAN,YIJIAIMONIYINGJIAN,ERBUJINJINSHIJIANGDIJINGDUDEJIAGOU。

  总结

  JIQIXUEXIZHENGZAIJIXUSUZAOSHANGYEHESHEHUI,VentureBeatCAIFANGDEYANJIURENYUANHEZHUANJIAKANDAOLEYIXIEJIJIANGCHUXIANDEQUSHI:

  SUIZHETransformersTUIDONGLEJUDADEFEIYUE,ZIRANYUYANMOXINGDEJINBUSHI2019NIANDEZHUYAOGUSHI。ZAI2020NIANXUNZHAOGENGDUOJIYUBERTHEJIYUTransformerDEMOXINGDEBIANTI。

  RENGONGZHINENGXINGYEYINGGAIXUNZHAOFANGFALAIPINGGUMOXINGSHUCHUDEZHUNQUEXING。

  ZHURUBANJIANDUXUEXI,JIQIXUEXIDESHENJINGFUHAOFANGFAZHILEIDEFANGFAYIJIZHURUDUORENWUHEDUOMOSHIXUEXIZHILEIDEZILINGYUKENENGHUIZAIMINGNIANCHUXIAN。

  YUSHENGWUTONGJISHUJU(RUYUYINJILU)XIANGGUANDELUNLITIAOZHANKENENGHUIJIXUYINQIZHENGYI。

华盛棋牌  LIANGHUAZHILEIDEBIANYIQIHEFANGFAKENENGHUIZAIZHURUPyTorchHETensorFlowZHILEIDEJIQIXUEXIKUANGJIAZHONGZUOWEIYOUHUAMOXINGXINGNENGDEFANGSHIERLIUXING。

  随时了解中国服务贸易(外包)行业最新动态,请扫描二维码或搜索"鼎韬洞察",关注我们!

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