导读：影响人工智能发展的三大要素分别是数据、算法、算力，限于篇幅，本篇内容云测数据将重点分析未来几年内人工智能所需要的数据趋势及探讨数据服务商发展方向。

核心观点：

YUNCESHUJUZUOWEIAISHUJUCAIJIBIAOZHUTOUBUQIYE，LIZURENGONGZHINENGSHUJUCAIJIBIAOZHUFUWU，ZHANGQIGUANZHURENGONGZHINENGXINGYEDEFAZHANDONGTAI。JIEHEDUONIANRENGONGZHINENGSHUJUCAIJIBIAOZHUSHIJIAN，ZAIJIJICANYUXIEHUIJIGOUYUGAOXIAOZHIJIANQIANYANTANTAODETONGSHI，GUANZHUZHONGDUOHEZUOHUOBANDESHUJUXUQIUBIANHUA，FENXIRENWEIRENGONGZHINENGZAIJINGLILESUANFAYANJIU、JISHUKUOZHANGHESHANGYELUODIDEFAZHAN，DUIRENGONGZHINENGSHUJUTICHULEGENGGAOYAOQIU。WEILAI3-5NIAN，GENGJIAJINGXIHUA、CHANGJINGHUA、ZHUANYEHUADESHUJUCAIJIBIAOZHUCAINENGMANZURIYIZENGZHANGDERENGONGZHINENGXIFENCHANGJING、ZHUANYECHUIZHIDEFUNENGXUQIU。

趋势内容：

RENGONGZHINENGYINGYONGSANDAFAZHANJIEDUAN，DUIYINGSHUJUXUQIUGEYOUCHAYI。YANFA、XUNLIANHELUODISHIQIYEYINGYONGRENGONGZHINENGSUANFABIXUYAOJINGLIDESANGEJIEDUAN，YOUYUBUTONGFAZHANJIEDUANSUANFASUOCHUDEZHUANGTAIBUTONG，SUOYIBUTONGFAZHANJIEDUANDUIAISHUJUDEYAOQIUYEYOUZHECHAYIHUABIAOXIAN，DANMEIGEJIEDUANDOUXUYAODALIANGDESHUJUZHICHENG。

YUNCESHUJURENWEI，WEILAI，GAOJINGDUSHUJUJIANGCHENGRENGONGZHINENGXUNLIANJIEDUANZHUIZHUREDIAN，JUBEIZHUYAOXUQIUFANGWENDINGDETEDIAN，CUNLIANGSHICHANGJIANGWENBUZENGZHANG；ERSUIZHERENGONGZHINENGDUIZHANGWEICHANGJINGDESHUJUXUQIUJINYIBUKUODA，3-5NIANNEI，CHANGJINGHUASHUJUJIANGYONGYOUGENGGUANGKUODEZENGLIANGKONGJIAN，CHENGWEIXINGYEJIASUFAZHANDEXINYINQING；TONGSHI，DICENGJISHU+FUWUNENGLI”JIANGYUFAZHONGYAOZHIZHICHENGWEIHEXINJINGZHENGDIAN，RENGONGZHINENGGENGXUYAONENGTIGONGYITIHUASHUJUJIEJUEFANGANDEFUWUSHANG。

一、“数据的精准度”将成为行业追逐热点和重要突破项

ZAISUANFAXUNLIANJIEDUAN，XUYAOTONGGUOGENGGAOZHILIANGDESHUJUDUIYIYOUSUANFADEZHUNQUELV、LUBANGXINGDENGNENGLIJINXINGYOUHUA。

CONGCHANPINZHONGDUANTIYANLAIKAN，ZAIRENGONGZHINENGGAINIANREDUHEJUDADESHICHANGQIANJINGBEIHOU，GUONEIXIAOFEIZHEDUIAIYINGYONGDEQIDAIZHIDAFUTISHENG，DANAIYINGYONGQUECHUXIANTONGZHIHUAYANZHONGDENGWENTI。

DANGQIAN，RENGONGZHINENGSUANFAMOXINGJINGGUODUONIANDEDAMO，JIBENDADAOJIEDUANXINGCHENGSHU，YIGECHENGGONGDEAIYINGYONGYUQITAYINGYONGDECHAYIHUADUIBI，GENGDUODELAIZIYUJINGZHUNDALIANGDEXUNLIANSHUJU。

SUIZHERENMENDUIRENGONGZHINENGSUANFASHIBIEZHUNQUEDEYAOQIUGENGSHANGYIGETAIJIE，JUYOUGENGGAOJINGZHUNDUDESHUJUYEJIANGCHENGWEIXUNLIANJIEDUANDEZHULIUXUQIU。

YUNCESHUJUZAISHUJUCAIJIBIAOZHULINGYUDEZHONGYAOYOUSHIZHIYI，JIUSHINENGTIGONGZUGOUJINGZHUNDEXUNLIANSHUJU，YINCIQIZUIGAO99.99%DEJINGZHUNDUKEJIAOHAODEYINGDUIRENGONGZHINENGSHUJUJINGZHUNDUTISHENGDEQINGKUANG，XINGCHENGQIYEHUCHENGHE。

DUIYURENGONGZHINENGSHUJUCAIJIBIAOZHUFUWUSHANGLAIJIANG，JIANGTIGAOSHUJUBIAOZHUJINGZHUNDUZUOWEIYEWUZHUIQIU，CAINENGYONGCUNLIANGSHICHANGHEZENGLIANGSHICHANG“LIANGTIAOTUI”WENJIANQIANXING，ERNEIXIEDIZHILIANGDEAISHUJUFUWUSHANGZAIWEILAIJIANGMIANLINTAOTAIHUOZHUANXINGQITAYEWU。

二、人工智能向垂直领域落地，场景化数据需求迎来增长

ZAISUANFALUODIJIEDUAN，JINGGUOYANFAYUXUNLIANZHIHOU，RENGONGZHINENGYINGYONGCONGLILUNZOUXIANGSHICHANG，DUIXIFENCHANGJINGHUADESHUJUZHUNQUEDUTICHUGENGGAOYAOQIU。

CONGXIFENJIEGOULAIKAN，SUIZHERENGONGZHINENGJISHUDEBUDUANCHENGSHU，GENGDUODECHANGJINGHEXINGYEKAISHIQIANRUSHIYONGRENGONGZHINENGJISHU，AIXINGYEYINGYONGCHANGJINGZHUJIANQUYUZHANGWEIHESUIPIANHUA，CHANSHENGLEDALIANGXINXINGCHUIZHILINGYUDESHUJUXUQIU，RUYIQINGQIJIANDEKOUZHAOSHIBIEYINGYONGDENG；TONGSHI，CONGAIYINGYONGDIEDAI、YONGHUTIYANWANSHANDEJIAODULAIKAN，AIYINGYONGXUYAOGENGJIATIEHEJUTISHIYONGCHANGJINGDESHUJUJINXINGDIEDAIGENGXIN。

ZHEIXIESHUJUCAIJIXUQIUXIANGDUIFUZA、JUJIAO，NANDUJIAODA，DUIAISHUJUFUWUSHANGDECHANGJINGHUACAIJINENGLITICHULEHENGAODEYAOQIU。SUIZHERENGONGZHINENGDUIZHANGWEICHANGJINGDESHUJUXUQIUJINYIBUKUODA，WEILAI，CHANGJINGSHUJUJIANGYONGYOUGENGGUANGKUODEZENGLIANGKONGJIAN，JUYOUXIANGGUANCAIJIGONGJU、ZIYUAN、NENGLIDESHUJUCAIJIBIAOZHUFUWUSHANGJIANGYONGYOUJIDADEJINGZHENGYOUSHI。

YIYUNCESHUJUWEILI，WEIJINYIBUMANZUCHANGJINGHUASHUJUDEXUQIU，SHOUCHUANGLE“SHUJUCHANGJINGSHIYANSHI”JINXINGXIANGYINGDECHANGJINGHUASHUJUSHENGCHAN。

“DICENGJISHU+FUWUNENGLI” GENGSHOUSHUJUXUQIUFANGZHONGSHI，SHUJUFUWUSHANGYINGTIQIANBUJU。MUQIAN，ZONGGUANGUONEIWAIRENGONGZHINENGSHUJUFUWUCHANGSHANG，GEJIAQIYEZAIMOSHI、JISHU、FUWUDENGFANGMIANGEYOUCHAYI，DANZONGHERENGONGZHINENGFAZHANXUQIUHEFUWUCHANGSHANGDEQINGKUANGLAIKAN，“JISHU+FUWU”JIANGCHENGWEIWEILAI3-5NIANNEIDEZHONGYAOJINGZHENGHEXIN。

三、 数据采集标注服务商的“技术能力”将变得更加重要，数据的隐私安全依旧需要完善

JISHUCENGMIANLAIJIANG，SUIZHEAIXUNLIANSHUJUXUQIUDUOYANGHUA，YIJIFUZACHENGDUDETISHENG，KEHULEIXINGFENGFU、SHUJUXUQIUDUOYANG、BINGFAYABO_WANGYEDENGLUZHONGDUODENGYINSUDUICHANGSHANGDENENGLIHEXIAOLVTICHUGENGGAOYAOQIU。

RUYUNCESHUJUJIUYONGYOUYITAOZIZHUYANFAGUANTONGCHUANGJIANRENWU、FENPEIRENWU、SHUJUCHULI、ZHIJIAN/CHOUJIAN、HESHUJUANQUANGUANLIDENGGEHUANJIEYUYITI，BINGQIENENGDUITUXIANG、WENBEN、YUYIN、SHIPINYIJIDIANYUNSHUJUZUODAOYIZHANSHIJIAGONGCHULIDEGUANLIHEZHIXINGYITIHUAPINGTAI。ZHEISHIAISHUJUFUWUSHANGJISHUSHILIDEJIZHONGTIXIAN，YESHIKUAISUQUELIXINGYEDIWEIDEGUANJIANYIBU。

QIZHONG，YOUYUBUFENXINGYELINGYUJUYOUJIAOGAODESHUJUMINGANXING，NEIXIEZIZHUYANFANENGLIQIANG、JISHUSHUIPINGGAO、KEXIANGXUQIUFANGTIGONGSIYOUHUABUSHUFUWU，HUOJIANGZISHENPINGTAIYUXUQIUFANGXITONGJIANRONG，LAIBAOZHENGSHUJUDEYINSIANQUANDENGNENGLI，JIANGCHENGWEIRENGONGZHINENGSHUJUFUWUSHANGXINGCHENGCHAYIHUAJINGZHENGDEGUANJIAN。

四、未来3年，人工智能更需要能提供一体化数据解决方案的服务商

“FUWUNENGLI”SHUYUSHUJUFUWUSHANGDEYIXIANGRUANSHILI，JUTIBIAOXIANWEINENGGOUJIJIPEIHE、KUAISUXIANGYINGXUQIUFANGDESHUJUYAOQIU。

TONGGUODUISHUJUXUQIUFANGDEDIAOCHAYANJIU，CHULEDUIJINGXIHUA、ZHILIANG、ANQUANXING、XIAOLVDENGYEWUCENGMIANDEHEXINGUANZHUDIANZHIWAI，JUBEIGENGSHENKEDEXINGYELINGYUZHISHI、GENGDONGCHANGJING、GENGDONGJISHU、GENGJUXINGYEQIANZHANXING，SHENZHIJICHUXUQIUFANGTICHUCAIBIAOYOUHUAJIANYIDENGDENGDEFUWUNENGLI，JIANGCHENGWEIWEILAISHUJUXUQIUFANGXUANZEHEZUOQIYEDEZHONGYAOCANKAOZHIBIAO。

YOUQIZAIRENGONGZHINENGYINGYONGCHANGJINGLUODIJIEDUAN，CHANGGUIDESHUJUCAIJIHUOZHESHUJUBIAOZHUYIJINGBUJUBEIJINGZHENGYOUSHI。KEYITIGONGJIDIAOYAN、ZIXUN、SHEJI、CAIJI、BIAOZHUYUYITIDERENGONGZHINENGXUNLIANSHUJUJIEJUEFANGANDEFUWUSHANG，ZAIKUODARENGONGZHINENGSHUJUFUWUDEYEWUBIANJIEDETONGSHI，HAIJIANGZAIKAITUOYEWUSHICHANG、XINGYEDIWEIDEQUELISHANGJUBEIGENGDUODEZHUDONGXING。

RENGONGZHINENGCHANYEFAZHANQIANGJING，CUISHENGSHUJUCAIJIBIAOZHUWANGSHENGXUQIU

RENGONGZHINENGDUISHUJUTICHUGENGGAOXUQIU，ZHANXIANLEZAIRENGONGZHINENGCHANYEHUALUODIJINCHENGZHONG，SHUJUFAHUIDEZHONGYAOZUOYONG。YUNCESHUJURENWEI，CHANGJINGHUA、GAOJINGDUDESHUJUHEZHUANYEHUA、JISHUHUADEFUWU，JIANGCHENGWEIWEILAI3-5NIANRENGONGZHINENGQUANSUFAZHANDEZHONGYAOTUPOKOU，QUDONGRENGONGZHINENGSHENHUAFAZHAN。

人工智能的发展加速各领域智能化的到来，而中国庞大的数据量又为人工智能技术在各个场景落地生长提供了肥沃土壤，叠加向好的政策、大力的技术研发投入和积极拥抱新技术的消费者，人工智能产业未来发展强劲，数据采集标注服务将成为主要拉力，并持续处于上升期，行业前景良好。