上一篇：希努尔男装走向定制时代
zairengongzhineng（ai）daredezheixienianli，jishutupobuduanshuaxinzherenmenderenzhi，yingyongfanchouyebuduanyanshendaoxindelingyu。youqiwanwuzhiliandaqushixia，xinchangjing、xinxuqiu、xinjiyushuranchuxian，duiaitichugengjiaduoyuan、jingzhun、gaoxingnengdengxindeyaoqiu。aidenengliyuwulianwang(iot)dexuqiujieheyuelaiyuejinmi，tamenhuweiyinguo，gongtongjiasuzheaiotwajuexindeqianneng。
那么，2019年对于AI玩家们来讲，有哪些不可错过的演进趋势、即将出现的重要突破和极具价值的应用方向呢？
AI下沉，从云到边
曾几何时，我们惊讶于AI算力和智力的创新程度，但彼时AI所创造的产业价值并不明显。随着移动互联网时代走向物联网时代，越来越多的场景和终端需要对数据进行即时高效的处理（如车联网、无人机、工业现场、物流、安防等场景），AI算力和智力从云端下沉到边缘，为物联网提供火眼金睛和灵敏大脑，成为AI和IoT一拍即合的“共识”。
这一趋势从两年前开始出现，边缘智能现已成为实现万物互联走向万物智联不可或缺的一环，也给如火如荼的AI领域再添一把火。
聚焦场景，由“通”到“专”
tongyangshiyinweiiotchangjingdeduoyanghua，rangaicongyunduanzouxiangbianyuan/duancedeguochengbeishoutiaozhan。wulianwangshidai，mianduifenfanfuza、qianchawanbiedeshujuhechangjing，ruhemanzuqigexinghuaxuqiu、weiqishengchan/shenghuo/yunyingtigongqiaruqifendesuanli，tongyongxinpianxiandelibucongxin；ermianxiangtedingleichangjing、tigongtedingxingnengdeaixinpianchengweixindefengxiang，dedaoxuduoaichuangxinzhedangxiadeqinglai。
kejilingyudechuangxinwangwangshishichangqudongzhejishu，aiyebuliwai，zaiiotshichangdequdongxia，bianyuanzhinenghemianxiangtedingchangjingdeaixinpianliangdaqushiyichengyeneizhuliu。neime，conggongjicejiaodulaijiang，ailingyuwanjiayouruheyijishuchuangxinlaimanzuzhilianwangshidaiwuchubuzaideaixuqiuni？ruhexuanzeyouqianlideaiyingyongchangjing？bianyuanzhinengdangqianmianlinnaxiekunnan？younaxiezhideguanzhudejishujinzhan？zaijinride“puhuiai，xinxiangbianyuan”zhanlvefabuhuishang，zhongguokexueyuanzidonghuayanjiusuonanjingrengongzhinengxinpianchuangxinyanjiuyuan（airiayanjiuyuan）yongchengguozhanshileduizheixiewentidesikao。
普惠AI，势在必行
zhangjiuyilai，chanyejie、xueshujiehezibenjiecongweifangqiduiaijiazhidekaowen，ji，aijiujingnengweinaxiechanyezhenzhengfuneng，weiqiyewutishenghuomoshigexindailaiduodazhuli，zheishiduiaishichangjiazhidezuihaozhengming。
weilaiyilai，aiotshidaituxiangxinxijiangshiweilaishujuhongliudezhuyaochengxianfangshi，yinciaijiachixiadetuxiangchulijiangduixiangguanxingyechanshengjudatuidong。shishishang，anfang、chelianwang、wurenji、zhinengwuliu、gongyeshijuedengchangjingjinnianlaideguimobaofayezhengyinzhenglezheiyidian。zhongkeyuanzidonghuasuosuozhang、airiayanjiuyuanyuanzhangxubobiaoshi：yimoxingchuangxinweiyuantou，yixinpianhexitongweijishuzaiti，yulingyukuaisuronghebingchengxiandianfuxingyingyongderengongzhinengshengtaizhengzaikuaisuxingcheng。congzhengcejiaodulaikan，rengongzhinenglianxusannianbeixieruzhengfubaogao，bingqiezonglizaijinnianshoucitichu“zhineng+”，zaicicongguojiazhanlvedegaoduweiaichanyezhuruxindongli。
mianduishichangsuqiuheguojiazhanlve， zuowei“rengongzhinengguojiadui”deairiayanjiuyuanrenwei，aiyaoxiangtuoxuxiangshi，bixutongguoduoxingyededaguimoluodilaishixian，huanyanzhi，ruhekefujishuhemoshidezhongzhongkunzu，ranggexingyeyongshangai，yonghaoai，caishiailuodiyupojudedangwuzhiji。yinciairiayanjiuyuanjianfuqi“puhuiaikaituozhe”dezhongren，yiqingxideshichangdongchaheshenhoudejishujilei，yibuyibuxiangzheigehongweiyuanjingmaijin。
普惠AI的路上，有哪些难题困扰着业界？
puhuiaiyiweizheweiwanwufuneng，congyunduandaobianyuandedashisuoquyeshiairiayanjiuyuanzuoweiaixinpiandehoulairujuzhezhijiexuanzeqierudefangxiang。youyujisuanweizhihexingshidebianhua，rangaizaiti、shejisiludouxuyaozhongxinbeidingyi。
yunduandeaibushoutijihegonghaofangmiandeshufu，keyizaiyidingchengbenxiazuodaojizhidexingneng。ranerzaibianyuanduan，aizaiti（xinpian）bixukaolvzhongduanchangjingdetiji、gonghaohechengbenshiqing（rujiqiren、kechuandaishebei、wurenjidengchangjingzhong），ruhezaisanzheshouxiandeqingkuangxiashixianzuigaodeaixingneng，shikaoyanxinpiantuanduijijutiaozhanxingdenanti。
airia yanjiuyuanchangwufuyuanzhangchengjianboshibiaoshi，ruoyixishengaixinpiandexingnenglaimanzuiotzhongduanduitiji、gonghaohechengbendeyaoqiu，shiyizhong“tuoxie”erfeichuangxin，ruhezaixunqiupingheng，zuodaojiaodigonghao、jiaoxiaotijihejiaodichengbendeqingkuangxia，hainengbaozhengxingnengbushoudaoyingxiang，cainengzhenzhengmanzuzhuduoxingyechangjingduibianyuanzhinengdezonghesuqiu。neime，airiayanjiuyuanshiruheyingduizheixieyanketiaozhan，dachengaixinpianlingyuzhongdatupodeni？zheijiuyaotidaozhongkeyuanzidonghuayanjiusuojiyushijinianduilianghuachulijishudeshenhoujileile。
量化处理技术是如何帮助AI芯片在成本、功耗、性能等综合方面发挥优势的？
lianghuamoxingyasuochulijishukeyijidajianhuazhenggejisuanguocheng。airia yanjiuyuanfuyuanzhanglengcongboshijinyibujieshaodao，lianghuajishudejingxihuachengduyuegao，duizhenggejisuanguochengjianhuahejichengdexiaolvjiuyuegao。muqianyeneicaiyonglianghuachulijishudebiaopeishizhichi8bite，danairia yanjiuyuannengzuodao4bite、2biteshenzhirenyi1bitedelianghua，zaiguojishangyedadaolelingxianshuiping。
suizhelianghuachengdudetigao，airiayanjiuyuanzizhushejidelianghuashenjingchuliqiqnpu（quantized neural processing unit）ketongguodaguimoshenjingwangluoshixianpianshangjisuan，congerjianshaohuowuxufangwenwaibucunchu，zheijiujiejuediaohaofeijidagonghao、daikuanhetijichengbende“neicunqiang”nanti。zheiyangyilai，jiumanzuleduozhongiotdebianyuanjisuanchangjingdeyingyong，zaixiaoguimode、xiaotiji、xiaogonghaodeqiantixiarengbaozhenggaokekaodejisuanxingneng，zheishiqnpufeichangtuchudetexingheyoushi。
在如火如荼的AI大潮中，如何以科研人的态度做“严肃的人工智能芯片”？
jinnianlaisuizhequanqiukejigemingdeshengji，xinpianchanyeyizhibeijiyuhouwang，youqizaijingzhengjiliedeailingyu，jutouyuxinchuangqiyebuduanyigengxingengqiangdeaichengguochongjizherenmendeyanqiu。ranergengzhidesikaodeshi，womenjiujingxuyaoshenmeyangdeaijishuhechanpin、fanganheyingyong？ruhejiangjishuchengguoshixianpuhui？
airiayanjiuyuanshouxikexuejiazhangyangboshirenwei， aihekeyanyiyangxuyaoqiuzhenwushi，tuoxuxiangshi，yinciyikeyanrendetaidu、wenjiandejiezoulaizuo“yansuderengongzhinengxinpian”，shiairiayanjiuyuanzaijishuyoushizhiwaigengjiadutedegaodu，tadailingxinpiantuanduikaifade airiayanjiuyuandiyikuanqnpuxinpianwatt a1jijiangzhengshiwenshi，yujizaixiabannian9yuefen、10yuefenliupian，caiyongtaijidian28nmgongyi，fengzhisuanlida24tops，zhichi1080psilushipinshishijiance，mobilenettuxiangfenleidameimiao8000zhen。 muqianzaiwatta1dedemozhanshizhong，jiyuqnpudezidongjiashi、renlianshibiedenggaoxingnengyingyongchangjingdoudedaochongfentixian。
全栈方案，赋能行业
zaifunengxingye、jiasuluodidelushang，airiayanjiuyuanyixingyexuqiuweidaoxiang，weiqiyeyonghugoujianruanyingyitideaijiejuefangan。chuleqnpuzhiwai，airiayanjiuyuanhaituichulemoxingyasuogongjuqtrainerheshenduxuexituilifadongjiqengine。qtrainerbujinzhichiqnpu，haizhichidisanfangkaifazidingyiyingyong。qengineyeshizhenduilianghuajiagou，jianrongduozhongchuliqiheyingjian，tamengongtongjiangruanjian、yingjian、suanfaxietongyouhua，goujianquanzhandeaijiejuefangan。
muqian，airiayanjiuyuanyiyuduogexingyedelingxianqiyedachenghezuo，yishangyoujishudedingweiyuxiayougexingyedejichengshangguangjieshengtai，baokuozhihuianfang、zhihuilingshou、zidongjiashi、zhihuiwuliudenglingyu，gongtongtuidongaizaibutongxingyedeshentou。zai“puhuiai，xinxiangbianyuan”zhanlvefabuhuishang，airiayanjiuyuanyusaigedaohang、gaoxinxingwuliandachengzhanlvehezuo，sanfanghezuotuichu“jiyudichengbenxinpiandezidongjiashisuanfaruanjiasu”fangan。gaifanganjiyuqenginefadongji，jiehegaoxinxingwuliandezhinengtongxinmozu，weisaigedaohangdeadasgaojijiashifuzhuxitongtigonglegaoxingneng、gaokekaodeluodizhicheng，shixianzhudonganquan、cheduiguanli、jiashixingweifenxidengduozhongchangjingyingyongdeshengtaizhanfang。
仰望星空，放眼未来
aidefazhanqianlihexingyeqianlihaiyougengduokenengxingzhidetansuo，puhuiaizhilurenzhongerdaoyuan。biru，aixinpianxingnengdejinyibutupo，zhenzhengdeaixinpianyinggaishijubeizixuexingdenengli，chaozhewujiandu、zizhujinhuafangxiang。
weilai，airiayanjiuyuanjianglizubianyuanduantuilizhuanyongchuliqi，xiangzhezizhujinhuaxinpianlingyumaijin，weigengguangkuodeyingyongchangjingfuyuzhineng，weiguozhizhongqixinpianchanyedefazhanzengtianzhuli。
yinxingyujinrongkejironghedelixiangjingjieshishenme？shiyinxingjifuwu。
2019nian6yue14ri，yiouzhikuyanjiuyuanjiangzai“2019shuquanqiuxinjingjinianhui·jinrongkejifenghui”shangfabu《2019kaifangyinxingyujinrongkejifazhanyanjiubaogao》，shendujiedujinrongkejifunengkaifangyinxingderongheyuluodiyingyong——shanghai·hongqiao·shimaozhanguanyaoninjianzheng！qiangpiaolianjie：//www.iyiou.com/post/ad/id/818