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name='a890e388' src='https://ad.eepw.com.cn/www/delivery/afr.php?zoneid=88&cb=INSERT_RANDOM_NUMBER_HERE' frameborder='0' scrolling='no' width='660' height='60'><a target='_blank'><img src='https://ad.eepw.com.cn/www/delivery/avw.php?zoneid=88&cb=INSERT_RANDOM_NUMBER_HERE&n=a635e61e' border='0' alt='' /></a></iframe> </div> <div style="margin-top:28px;"></div> <div id="pbvfxf9" class="content" id="contentDiv" style="position:relative;"> <div id="9x5vvvl" class="editorNote"> <strong>編者按</strong>：2016年并不是簡單的人工智能60周年，也不是簡單的AlphaGo人機(jī)大戰(zhàn)激發(fā)全球新一輪人工智能的“幻想”。這一年，人工智能從漫長的學(xué)術(shù)研究周期迅速進(jìn)入到產(chǎn)業(yè)化階段，人工智能產(chǎn)業(yè)化的第一次大漲潮已經(jīng)到來，巨頭們紛紛圈地囤糧，但是不論巨頭們?nèi)绾芜M(jìn)擊人工智能，專業(yè)化分工將是人工智能生態(tài)的游戲規(guī)則。</div> <br/> <div id="lpzrzhr" class="ad_300x180_Afinal13_back">  <iframe id='a225770a' name='a225770a' src='https://ad.eepw.com.cn/www/delivery/afr.php?zoneid=87&cb=INSERT_RANDOM_NUMBER_HERE' frameborder='0' scrolling='no' width='300' height='200'><a target='_blank'><img src='https://ad.eepw.com.cn/www/delivery/avw.php?zoneid=87&cb=INSERT_RANDOM_NUMBER_HERE&n=a576c0a2' border='0' alt='' /></a></iframe> </div> <span id="contentlabels" style="font-size:14px;"><p><strong> <a class="contentlabel" href="http://www.ex-cimer.com/news/listbylabel/label/華為"><em>華為</em></a>能否創(chuàng)造諾亞方舟?</strong></p>本文引用地址：<a href="http://www.ex-cimer.com/article/201608/295598.htm">http://www.ex-cimer.com/article/201608/295598.htm</a><p>　　<a class="contentlabel" href="http://www.ex-cimer.com/news/listbylabel/label/華為"><em>華為</em></a>早在2012年就在香港成立了諾亞方舟實(shí)驗(yàn)室，第一任實(shí)驗(yàn)室主任由香港科技大學(xué)教授、人工智能和數(shù)據(jù)挖掘?qū)＜覘顝?qiáng)擔(dān)綱。該實(shí)驗(yàn)室的研究方向包括：自然語言處理和信息檢索、大規(guī)模數(shù)據(jù)挖掘和機(jī)器學(xué)習(xí)、社交媒體和移動(dòng)智能、人機(jī)交互系統(tǒng)、機(jī)器學(xué)習(xí)理論等。</p><p>　　<a class="contentlabel" href="http://www.ex-cimer.com/news/listbylabel/label/華為"><em>華為</em></a>諾亞方舟實(shí)驗(yàn)室是華為2012實(shí)驗(yàn)室研究組織的組成部分。據(jù)稱華為2012實(shí)驗(yàn)室的名字來自于任正非觀看《2012》電影后認(rèn)為未來信息爆炸會(huì)像數(shù)字洪水一樣，華為要構(gòu)造自己的“諾亞方舟”。2012實(shí)驗(yàn)室的主要研究的方向包括新一代通信、云計(jì)算、音頻視頻分析、數(shù)據(jù)挖掘、機(jī)器學(xué)習(xí)等，主要面向的未來5-10年的技術(shù)研究。</p><p>　　華為諾亞方舟實(shí)驗(yàn)室第一任主任楊強(qiáng)教授在2016 CCF-GAIR峰會(huì)上介紹了自己的主要研究方向：遷移學(xué)習(xí)。簡單理解，遷移學(xué)習(xí)就把已經(jīng)訓(xùn)練好的人工智能模型遷移到新的應(yīng)用場(chǎng)景或數(shù)據(jù)集中。當(dāng)前以人工神經(jīng)元網(wǎng)絡(luò)為主的深度學(xué)習(xí)算法已經(jīng)相當(dāng)成熟，但每個(gè)人工神經(jīng)元網(wǎng)絡(luò)模型都與初始數(shù)據(jù)集高度相關(guān)，一旦換到新的應(yīng)用場(chǎng)景或數(shù)據(jù)集就必須從頭再訓(xùn)練模型。遷移學(xué)習(xí)就致力于以較小的代價(jià)讓已經(jīng)訓(xùn)練出的人工智能模型具有普適性和通用性。</p><p><br /></p><center><img width="600" height="425" src="http://editerupload.eepw.com.cn/201608/b238bb4f98d1d98677040c57a992780a.jpeg" /></center><p><br /></p><p style="text-align:center;">　　華為諾亞方舟實(shí)驗(yàn)室負(fù)責(zé)人李航</p><p>　　換句話說，把一個(gè)已有模型遷移到一個(gè)未知領(lǐng)域，這就叫做遷移學(xué)習(xí)。在人類社會(huì)里，把已有知識(shí)用于新的相關(guān)領(lǐng)域就是知識(shí)的轉(zhuǎn)移，比如從學(xué)騎自動(dòng)車到學(xué)騎兩輪摩托車等。從這個(gè)角度看，遷移學(xué)習(xí)是通用型AI的前提和基礎(chǔ)。遷移學(xué)習(xí)還可以把從大數(shù)據(jù)集中訓(xùn)練出的模型，遷移到小范圍的數(shù)據(jù)集上，從而創(chuàng)造了更好的個(gè)性化。</p><p>　　華為諾亞方舟實(shí)驗(yàn)室第二任主任、北京大學(xué)和南京大學(xué)兼職教授李航在2016CCF-GAIR峰會(huì)上表示，諾亞方舟實(shí)驗(yàn)室還圍繞華為的智能手機(jī)、服務(wù)器、數(shù)據(jù)中心產(chǎn)品與設(shè)備等展開大數(shù)據(jù)與人工智能的研究工作，為華為三大BG事業(yè)群聚焦前沿產(chǎn)品開發(fā)，例如智能通訊網(wǎng)絡(luò)、企業(yè)BG大數(shù)據(jù)應(yīng)用、消費(fèi)者BG的智能語音助手等。</p><p>　　除了諾亞方舟實(shí)驗(yàn)室外，“2012實(shí)驗(yàn)室”旗下有多家以世界知名科學(xué)家命名的實(shí)驗(yàn)室，包括香農(nóng)實(shí)驗(yàn)室、高斯實(shí)驗(yàn)室、謝爾德實(shí)驗(yàn)室、高斯實(shí)驗(yàn)室、歐拉實(shí)驗(yàn)室、圖靈實(shí)驗(yàn)室等，以及在歐洲、印度、美國、俄羅斯、加拿大、日本設(shè)立的8個(gè)海外研究所。據(jù)報(bào)道，華為今年還將在深圳設(shè)立10個(gè)基礎(chǔ)研究所。</p><p>　　通過這些基礎(chǔ)研究機(jī)構(gòu)和研發(fā)組織，華為正試圖探索無人區(qū)、為創(chuàng)造未來的華為打下基礎(chǔ)。盡管華為對(duì)研發(fā)的投入保持在年收入的15%-20%左右，但像諾亞方舟實(shí)驗(yàn)室這樣的基礎(chǔ)研究性機(jī)構(gòu)也僅成立了4年的時(shí)間，相比于微軟研究院25年的歷史、IBM研究機(jī)構(gòu)80年的歷史來說，華為的基礎(chǔ)性研究才剛剛起步。</p><p>　　現(xiàn)在，華為的挑戰(zhàn)是如何管理大規(guī)模的基礎(chǔ)性研究組織。</p></span> 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