yixianeironggenjudianzifashaoyouaichanyefenxishizhanghuijuannvshiguanyu《rengongzhinengchanyediaoyanbaogao》deyanjiangzhengli。
结合全球科技企业的布局，以及国内市场的落地应用情况，分析认为人工智能将在2-3年内在国内市场形成更大规模的落地效应，包括新兴领域和传统行业。在人工智能落地的动力与瓶颈方面，提到数据问题应该受到足够的重视，不论是硬件架构还是数据资源的调取方面。随着人工智能从云到端的发展，端侧jingzhenghuigengweijilie，beihoukaoyandehaiyouruanjianzhichi、shengtai、fuwudengyinsu。baogaozuihoutandaolezhinengzhongduanrenjijiaohudequshi，yiji5gyuaironghehoukenengdailaidegaibian。 guojikejigongsixianzhuang
2018nianquanqiushizhitop10qiyebangdanbaohanpingguo、yamaxun、guge、weiruan、bokexier、facebook、alibaba、tengxunkonggu、mogendatong、qiangshengdeng，zhei10jiaqiyeqizhongyou7jiashikejigongsi:pingguo、yamaxun、guge、weiruan、facebook、alibaba、tengxunkonggu，zheiqijiaqiyedouyouyigegongtongdian，bujurengongzhineng，laolaozhangwolehulianwangshijiederukou。
2012nianshiyigebijiaoguanjiandenianfen，2012nianzhihou，zheixiegongsibuduanjiadazairengongzhinenglingyudebuju。youciyeyinfaleliangdiansikao，zheishiyigejieduandeguaidianhaishiyigexinshidaideqidian?jutouzhangworukouheshuju，hourujuzhejihuizainali？
zheixiejutoudekepazhichuzaiyulaolaodizhangwolerukou，youzhepangdadeshujuziyuan。yanshenlaikanjiushitamenhuoquyonghudenenglifeichangqiang，juyouqiangdadeshengtaiziyuan。
未来蚂蚁能不能扳倒大象？
zhenduiaihuizaiduojiuzhineigaibianqiyehesuochuxingyefaxian，you35%derenrenweihuizai2-3nianzhineirengongzhinengjianghuigaibianqiqiye，tongshiyou27%derenrenwei4-5nianneirengongzhinengjianggaibianqisuochudexingye，jinguanxianzaiguoneiaihaichuyufazhandezaoqi，danshidajiaduiyuaidefazhanyoujiaoweimingquedegongshi。duiyuchuchuangqiyelaijiang，jingzhengshijianfeichangjinzhang，zaiweilai2-3nian，huo4-5nianzhinei，xuyaojinlitishengchayihuajingzhengdeyoushi。 guoneiaiyingyongxianzhuang
genjudiaoyanfenxi，qiyeyonghuxuanzeaidequdongyinsujiushikeyitishengxiaolv，qiciyuanyinweijieyuechengben，zaiciweitishengyonghutiyan、tishengshujufenxinengli，haiyouqitazhurufuzhujiechu、kehuhuaxiang、chayihuafuwudengyinsu。qishiaizuoweiyixiangtongyongdejishu，weilaijiangshentoudaowomenshenghuodefangfangmianmian，duiyuqiyelaijiang，shifounenggouzhenzhengdeyongailinian、jishuqugouzhuhexinjingzhengli，yeshiweilaijueshengdeyigeguanjian。
2018nianaidaguimoluodi，suipianhuayingyongchangjingkaishiguangfanshentou。aiyingyonglingyubaohanxiaofeijichanpinyufuwuxingye(duihuashiai)、yiliaoxingye(aifuzhuyingxiangzhenduan)、lingshouxingye(zhinenghuoju)、zhizaoye(chanpinfenjian)、jinrongxingye(fanqizha、duihuashikefu)、hulianwangxingye(neirongshenhe、chanpintuijian)deng;dianxingdeaiyingyongyuchuangxinshijiandebaohanshualianzhifu、wurenlingshou、shexiangtou、yinxiang、sujiyuan、shipinhuanlian、shishifanyierji、shouchifanyiji、yuyinzhushou、dianhuakefu、yixueyingxiangzhenduan、ai-iotdeng，zheixieshiyixiesuipianhuadebijiaodianxingdeyingyongchangjing，yiyuyinhetuxiangjuduo。
zaizhenduiqiyekaifaaichanpindezhuyaoyongtuzhong，zhanbigaodeshixiaofeidianzide15.29%，xiaofeidianziyizhidoushichuangxinyingyongdejizhongdi，aidebaofayeshiruci，yizhinengshouji、kechuandaishebeijuduo;erzhinengjiajusuizhejinnianlaiguojiazhengcedefuchihejishudejinbu，yijixingyebenshendefazhan，xiangjichuxianyixiezhinengchanpin，shitulaitidaichuantongdejiajuchanpin。zongdelaishuo，xiaofeidianzi、zhinengjiaju、gongye、jiqiren、jisuanjishijuedeng5zhongyongtudeaichanpinzhanle56.39%，qiyu43.61%deaichanpinzhuyaoyongtuzaijiqixuexi、zhinengyiliao、zhinengjiashi、wurenji、yuyanjiziranyuyanchuli、anfang、jiaoyu、qita、nongye、jinrongdengfangmian。
gongyefangmianzaituidonggongyezhuanxingshengjidedonglizhixia，yeyoulebijiaoyouguimodeluodi，birushujufenxishebeidezhenduanweihu、chanxianguanlideng。genjudiaoyanqingkuangfenxiyuce，2019nianhuiyougengduodechuantongxingyequyongbaoai，yehuichanshenggengduodesuipianhuayingyong，ruitfuwuyedewangluoyunweigaojingyajiang、jiaotongxingyededitiehuakuaihuohuafenxihezhongchechuanganqiyucexingfanghu、hangkongderanyouyuce、dianlixingyededianxiangantaguzhangjiancehexianluxunjianjiqiren、hegongyeshejidehedianzhanshebeizhenduanfenxidengdengzheixiechuantongdexingye。ruguoshuodiyilundeaibaofazhuyaojizhongzaito cduan，neimejiexialaidehuiyougengduoto bduandeaiyingyong。 ailuodidedongliyupingjing
xianjieduan，tuidongaichuangxinyuyingyongluodideyinsu：dashujushijichu，suanfashihexin，xinpianshigaodi，rencaishiguanjian，xuandingchuizhidexifenlingyufeichangdezhongyao。
aiderencaiwentixiangbiguoqujishiniandefazhan，yijingbushizhuyaodepingjing，womenguojiayouqinmianderencai，guojiazhanlvecengmianyefeichangzhongshirencaiwenti。xianzaizhuyaotantaoxinpian、suanfaheshuju，zheixieyijingchengweixianzhiaifazhandeguanjianyinsu。
xianzhiaifazhandeguanjianyinsu—shuju，shujuyuaideguanxi，jiuxiangbingrenqukanbingshiyuanyixiangxinnianjidayidiandeyisheng，yinweinianjidadeyishengkandebingrenduo，zhangwodeshujuliangda，jingyanfengfu。zaiaifazhanchuqi，zhuyilijibendoufangzaimoxingxunlianfangmian，suoyizheigehuanjiededaolejiaokuaidefazhan。danshishujubiaoqianmiaoshu、jiansuo、fenxidenggongzuoxuyaozhongshi，congertishengyouxiaoshujujiazhi。congyingjiancengmianfenxi，aixunlianmoxingtongchangcaiyongduoheyigoudefangshi，suanlitishengfeichangkuai。zaichuantongshujukucengmiantongchangyunxingzaidanyidecpupingtaishang，suoyijiuzaochengledicengyingjianjiegoufangmiandeyixieduanceng。ersuizheaichuangxinyingyongchangjingdebuduanyongxian，shejidaodeshujuleixinghuiyuelaiyueguangfan，neimeduiyushujudecaijihechulidenghuanjiehuitichugenggaodeyaoqiu。xianzaishujuwentiyijingbeihenduoqiyezhongshiqilai，xiayibudezhongdianshitishengyouxiaoshujudejiazhi。ershujuzhongtaiyebeirenweishixindefengkou。
核心器件多元化创新
yonghuzaikaifashiyongaixinpianleixingdeyishenduxuexiweidaibiaodeaijisuanxuqiu，zhuyaoshiyifpga、asic、gpuzheizhongshihebingxingjisuandetongyongxinpianlaishixianjiasude。suizhechanyehuanjingderijianchengshu，zhenzhengdemianxiangsuanfa，zaixingneng、gonghao、mianjidengfangmianqujinyibuyouhuadequandingzhihuaxinpianhuijuyouyuelaiyuedadeguimo。suizheaicongyundaoduandefazhan，duancexinpiandejingzhenghuigengjiajilie，danshicongbiaomiankan，zheixiexinpianzaianjiaozhangduan，meiyizhongxinpiandouyougezideyoushiheduanbansuozai。qishibucunzaimouyizhongxinpiannenggouchibiansuoyoudeyingyong，yinweichulexinpian，beihoukaoyandehaiyouruanjianzhichi、shengtai、fuwudengyinsu。
多元的处理器/IP架构
armdezhanyoulvfeichanggao，dadaole35%，armqishishibawoleqihexindejiageyoushi，zaicijichushangxunsugoujianshengtai。youcilaikan，zaiyigexindeyingyonglailinzhishi，wangwangyeshixingyezaijiasuxipaideshihou。
youyuelaiyueduodechuchuangqiyekaishixinpianfangmiandebuju，qizhongdesuanfagongsijuduo，dangzheixiegongsizhenzhengnenggoushixianruanyingyitihuashi，duixiayibuluodiyingyonghegongsiweilaidefazhanzhanlve、rongzishangshidengdouhuiyouyixiebangzhu。
用户感兴趣的AI开发套件
排名前几的分别有华为HiKey970为23%、rk3399prowei21%、weishengedge airengongzhinengkaifataojianwei13%deng。
huaweihikey970jichenglehuaweihi aikuangjia，yizhuliudeshenjingwangluojiagoujinxingshenduxuexisuanfakaifa。ruixinweirk3399proshimianxiangqianrushiyingyongde，shiyikuanarmjiagoudekaifaban，jisheji、xinpiandiaoshihexinpianyanzhengyuyiti。
gongchengshiduiyukaifataojianfangmianyouhushengbijiaogaodeyixiejianyiheqidai，rujinyibujiangdikaifanandu、kaiyuan、gengfengfudechanpin、kuaisudajianshequziyuandengjifangmian。
企业算法框架选择
suanfashiaidejichuhehexin。congdiaoyanjieguofenxilaikan，beihouyougoogleqiangdazhichengdetensorflowchuyulingxianzhuangtai，shizhanlvdadao23%。diermingshibeihouyoufacebookzhichidepytorch，shizhanlvdadao13%，tasuiranhaihennianqing，dankeyizhichitensorflowbuzhichideyixiedingzhi，suoyifazhanfeichangdexunsu。disanmingshizhanbidadao9%decaffe2，yeshifacebookdelingyikuankaiyuanchanpin。
suanfakuangjiatongyangtuxianleshengtaiziyuandeladongxiaoying，womenyeqidaiweilaizaihexinqianyandelingyunenggouyougengduodezhongguosuanfakuangjiashangbang。 ailuodijihuidejidiandongcha
自然人机交互
xianzaijijiangjinrurenheaixiezuodeshidai，renjijiaohuzouxiangziranrenjijiaohu，zuizhongmubiaoshishixianrenjixietong。
ziranrenjijiaohuzhongjiemianbingbushizuizhongyaodeyinsu，guanchuanyurenjijiaohufazhanshizhongdeshiyonghutiyan，xiangyuyinjiaohujishuzhubufazhan，congdanlundaoduolunduihua，hechengyuyingengweiziran、zhenshidejiejinzhenrenshuiping。
renlian、shoushidenggengduotongdaochuxian，duotongdaoderonghejiaohuchengweiweilaizhuliu。xiangchukong、yuyin、shoushi、renliandengyoukenengchengweiduotongdaoronghedezhuliutongdao，shenzhichujue、xiujueyeyoukenengnaruduotongdaojiaohuzhong。
renjixietongjiushitongguoganzhi、renzhijuece，zuizhongshixiancongzhenshishijiedaoshuzishijiedejishubihuan。xianjieduanjiqiyurendexiezuoshicongshibierenkaishi，womensuozuodeshiqingjiushitongguorenlianshibie、shengyinshibiejishebeizhuangshangyanjing、erduo。muqianderedianjishuruqianduankuaisushibie、yuanjulidaguimoshibie、3ddejingxihuajianmo、duomotaishibiejiaohudengjunweirenjixiezuodechujijieduan。 mubiaoshitongguoronghejiaohutishengjiqidezhinenghua，rangjiqigengdongni，jiaohugengziran。
5G+AI强强联合
aimuqianmianlinsandawenti：shouxian，yilaiyunduan，youyushujuchuanshudaikuanshouxian，cunzaiyanshiwenti，shishifenxijueceshouxian;qici，xunlianyangbenzhongqingjingxinxiyouxian，shijihuanjingzhongxinxiyuanbuzu，xuyaojinxingtuolishijidepanduan;zuihou，sudushouxianyusuanli，chulirenwushijianzhang，zhongduanzhinengchengduyoudaijinyibutisheng。
jinnianlaisuizhexinpianceng、xitongcengdetisheng，suanliwentiyijingyoulegaijin。danshiduiyuqianlianggewenti，dang5gchuxianzhihou，zheixiewentidouhuixiangyingdidedaogaishan。 neime，dang5gyuaironghezhihou，sheihuichengweizhenzhengdeshouyizhe？
shouxian，xianzhudebianhuahuilvxianfashengzaiduirenjijiaohuyoupoqiexuqiudezhinengzhongduanshang。yiyuyinshibieweili，jiezhu5gjianghuirangyonghuchajuebudaojiqixiangyingdeshiyan，rangrenjijiaohujiejinyuzirandeduihua。
qici，zhinengjiaju、zhihuishequ、zhihuianfangdengdoushangchuyuqiancengcidezhinengjiduan，tongguoanzhuangdaliangchuanganqishexiangtoushixianjiandanzhineng，dang5gzhenzhengluodi，suizhejichusheshigoujian，zhongduanceqiannenghuibeijifa，jinyibutishengzhinenghua。
zuihou，ar/vrdengzhongduanshebeiyinglaigengdaxiangxiangkongjian。xianzaiar/vrjibenyingyongzaiyule、youxifangmian，youle5gzhihou，yinwei5gnenggougaishandongzuogenzongyanchidejudatongdian，jiangkeyijinruyiliao、jiaoyudengxingyeyingyong。
5gshiqudongli，nenggourangaigengwuchubuzai。eraishicuihuaji，keyirang5ggengzhineng。
5gshiaixiayibudaguimobaofadeguanjiandeyinsu，xiangxinsuizhe5gdezuizhongdezhenzhengluodi，yigewanwuganzhi、wanwuhulian、wanwuzhinengdequanxinshidaijijiangkaiqi。