银河系漫游指南 工程师的人工智能银河系周游指南》

扒头条科技讯 5月19日上午新闻,创新工厂首创人兼CEO、人工智能工程院院长李开复克日在纽约哥伦比亚大学工程学院向2017届结业生们揭晓了题为《一个工程师的人工智能银河系周游指南》结业演讲。

作为哥大83届结业生,李开复体现他受益于这所大学年轻、生动、新锐、自由的学风,在演讲中,他回忆了哥大带给他的生长和优美,并热切希望未来的工程师们拥抱必将到来的人工智能、把职业选择瞄准人工智能赛道;肩负起工程师的使命,追随自己的心田,让未来的10年成为生掷中最绚烂的10年。

纽约哥伦比亚大学的结业仪式可追溯至258年前,其中最具代表性的Morningside校区户外结业仪式始于1926年。遵照传统,哥大校长通常是全校结业仪式的演讲人,各学院的结业演讲人则由学院自己来定,而学院通常会把这个无比荣耀的时机留给优异校友。

美国前总统巴拉克·奥巴马,美国前国务卿希拉里·克林顿,前美国驻日本大使卡罗琳·肯尼迪,前纽约市市长迈克尔·布隆伯格,Facebook COO雪莉·桑德伯格,德劭基金(天下最大的对冲基金之一)开办人大卫·肖都曾作为特邀嘉宾在哥大各学院结业仪式上揭晓结业演讲。

在谈及此次约请李开复作为演讲嘉宾,哥大工程学院院长Mary C。 Boyce说:李开复博士是哥大工程学院的全球性代表人物,他对年轻企业家们的指导体现了我们一直向学生们所提倡的向导力和回馈精神。作为青年导师和在中美两国都有普遍涉猎的乐成投资人,李开复博士是结业仪式演讲人的完善选择。(李根)

以下是李开复在纽约哥伦比亚大学工程学院的结业仪式演讲实录:

《工程师的人工智能银河系周游指南》

An Engineer’s Guide to the Artificial Intelligence Galaxy

(注:本文演讲问题来自美国科技宅男必读经典科幻小说《银河系周游指南》(The Hitchhiker’s Guide to the Galaxy))

2017届结业生们,谢谢你们约请我加入云云盛大的结业仪式。很幸运能借此重返我的母校哥伦比亚大学,在一群这么优异的结业生、列位的家长、兄弟姐妹及各方嘉宾齐聚的主要场所发演出讲,共享这场结业盛会的喜悦。

首先,我想对全体结业生说:我为你们倍感自满,祝贺你们学业有成,列位的家人也为你们而自满,今天所有的欢呼和掌声属于你们!

34年前,我就坐在你们现在的座位上,那是我人生中最优美的时光。在大学时代,我找到了一生所追寻的专业领域——人工智能,也找到了一生中的最大喜欢——桥牌。那时我每周打30个小时桥牌,但直到现在,哥伦比亚大学也没给我揭晓桥牌学位。在哥大我还找到了自己的初恋,很幸运,她厥后成为我的毕生挚爱。昔时,在我的结业仪式上,我有幸聆听了科幻小说巨匠艾萨克·阿西莫夫的致辞。很歉仄,今天你们只能听我演讲。

不管怎样,我在哥伦比亚大学渡过了人生最优美的时光。你们也许会以为,我或其他结业演讲者都市说“这些年也是你们人生中最优美的时光”,而我并不妄想这么说。

我知道这些年远非你们的人生巅峰,由于最精彩的日子尚未到来。与其寄语现在,不如展望未来:我信托,未来10年才会是你们最好的人生。

为什么是10年?10年听起来有些遥远,但着实并非云云。若是我们一起回首2007年5月的光景,你会猛得发现已往这10年内,我们的天下已经发生重大的改变。

各人一定还记得2007年,史蒂夫·乔布斯宣布了iPhone手机吧?那时,我还在使用黑莓手机,我的太太依然用她的诺基亚。

也是在2007年,年轻的参议员巴拉克·奥巴马决议竞选美国总统;而那时的唐纳德·特朗普经常喊的是“你被开除了”,而不是“让美国再度伟大”。

以是,10年时间足以使人类生涯发生重大改变,我以为,未来的10年将比已往10年更让我们瞠目结舌。由于未来10年是人工智能的时代,是AI来临的时代。

作为工程学院学生,你们应该发现人工智能课程的选课人数从80人跃升至800人,这一指标清晰地告诉我们,人工智能正在蓬勃兴起。

1980年,我在哥伦比亚大学初识人工智能。37年来,我一直在人工智能领域从事研究、开发、投资相关的事情。我可以相对自信地展望,未来的人工智能革命在规模上将与工业革命旗鼓相当,甚至有可能带来远比工业革命更快速、更重大的厘革。

我所说的不是未来学家关于人工智能不切现实的展望,这是一场工程师与工程师的对话。身为工程师,我们相识人工智能怎样运作,随着数据和使用量的增添,人工智能会怎样迭代精进,我们也清晰,怎样合理估算人工智能在未来10年会带来的影响。

首先,我们来看看今天的人工智能可以做到什么。

今天,我投资的一家人工智能图像处置赏罚公司可以使用他们的产物手艺让每小我私人的自拍变得越发漂亮。这家公司的产物已经成为了一种盛行民俗,我熟悉的每其中国影戏明星都绝不会允许自己的照片未经该产物美化就容易宣布。这个产物的用户基数有多大?13亿!

今天,我在中国投资的一家人工智能信贷公司能够在数秒内完成每笔贷款审批,其坏账率远低于一名信贷职员需要数日才气审核完的传统繁琐贷款申请。这家公司建设不到2年时间,今年预估就能发放约三万万笔贷款,险些凌驾任何一家我所知的传统银行。

今天,我投资的一家人工智强人脸识别公司,他们的产物能够在300万张人脸中识别出任一张面目,精准度远超人类。若是将这款安装到天下各地的机场,基本上就能阻止已知的恐怖分子或通缉犯登上任何一架民航客机。

以上3家人工智能公司现在的总估值靠近100亿美元。这个数值与未来10年人工智能即将缔造出的重大工业价值相比,只能算是些零头小钱。

未来10年,所有金融企业都将发生天翻地覆的转变,由于人工智能将取代生意营业员、银行职员、会计师、剖析员和保险经纪人。去年,我实验接纳智能投资算法获得了比我的私人理财照料高八倍的收益——这提醒我,回家后就可以把这位私人理财照料给辞退了。

未来10年,人工智能将替换大多数工厂工人、助理、照料和中介。但人工智能也不局限于简朴事情。人工智能还会替换部门新闻记者、医生和西席。你的人工智能助理将比你更相识你今晚想吃什么,你该去那里度假,你想跟谁约会。

尚有更多,10年后机械化的人工智能将会变得稳固可靠。人工智能运用在自动驾驶将比人类驾驶越发清静。今天还较量低级的家用Roomba扫地机械人未来会让我们另眼相看:机械人将学会做饭、洗衣服、做保洁,资助人类分管所有繁重的家务劳动。

10年后,我们将进入一个富足的丰产时代,由于人工智能可以为人类缔造重大的价值,资助我们消除贫穷和饥饿。我们每小我私人也将获得更多时间和自由,来做我们爱做的事情。

10年后,我们也将进入一个焦虑的迷惘时代,由于人工智能将会取代一半的人类事情, 许多人将由于失业、得不到自我实现而陷入沮丧。到那时,你们当中许多人将成为家长,也一定会思量该怎样提升孩子们的教育,才气阻止他们被人工智能取代。

以上展望并不是基于人类神经元数目与机械仿真的神经元数目之间的简朴对比,相反,我的展望是一个工程师凭证现有算法、市场供需情形、劳动力信息等方面所演绎出来的推论。

在创新工厂,我们已经召募凌驾10亿美元的资金用于投资人工智能,日本软银更是启动了1000亿美元的愿景基金。生长凌驾四五十年的IBM、微软、和近代的谷歌、Facebook等科技巨头,都相继宣布自己是人工智能公司。就算你嫌疑我的预言,你或许欠好嫌疑这些科技巨头。

以是,对于你们这些站在科技前沿、绝顶智慧的工程师而言,2027年将成为你们人生最巅峰的高点。万一你不慎错过了这场人工智能革命,未来10年也可能落入你人生最低谷的惨况。

那么,怎样才气不错过人工智能时代,确保你向人生巅峰而行呢?我提出三个建议:

我的第一个建议:拥抱必将到来的人工智能、把你的职业选择瞄准人工智能赛道

面临所有重大厘革与机缘,你们首先需要开放的心态来迎接人工智能。对厘革有所畏惧绝对正常,正如马克·吐温所说,“勇气来自反抗恐惧并战胜恐惧,而不是来自没有恐惧。”

你们过往的起劲可以资助你们坦然面临、欣然接纳或热情拥抱未来的改变——这些改变将推动你找到新的人生偏向。

面临未来,你们必须要选择热情拥抱人工智能。即便你所在领域的第一小我私人工智能工具看上去是那么懦弱不堪,信托我,只要有更多的数据,它们很快就能前进。

适才我提到的3家软件公司,他们的第一代产物确实状态百出,自拍美化功效反而把许多几何人的面庞给变丑了,贷款判断禁绝也曾造成数百万元损失,图像辨识我的脸居然把我误判为某脱口秀主持人。但假以时日,当人工智能处置赏罚越来越多的数据后,人工智能的自我学习能力就能让这些产物在特定领域的能力远远逾越人类。人工智能算法还不只是凌驾人类这么简朴,它们不会疲倦,不会诉苦,不会歇工,人工智能还具有无限的规模化潜力。

况且,陪同着硬件、软件和网络带宽成本的下降,人工智能的成本险些就是电费了。

以是,不管你选择什么事情领域,首先要使用人工智能工具。若是你是软件工程师,你可以用人工智能工具来检查和完善代码,找到可复用的代码,甚至用AI来写代码。组建团队时,用人工智能工具来招聘和挑选人才。若是你准备创业,可以用人工智能工具来治理订单并优化赚钱,也可以用人工智能工具来替换客服和销售职员。你可以用机械人来制造产物,使用自动驾驶车辆来配送商品。

人类与人工智能协作的效果是1+1=3。举例来说,若是一个医生能准确诊断癌症,并能在100个患者中拯救70个生命,而一个早期人工智能工具可以在100个患者中拯救60个生命。将医生与人工智能团结后,也许他们就能增添拯救80个生命。而且,当人工智能工具优化到能够拯救80个生命时,将人工智能与医生团结,或许就能够拯救90个生命。

以是,不要被动地接受人工智能,而应起劲拥抱人工智能,探索人工智能的可能,找到人工智能为你缔造价值的所有可行性。你们要学会使用人工智能,更快、更智慧地构建人类与人工智能间的协作关系。你们会像第一个使用文字处置赏罚软件的记者,或第一个使用电子表格软件的会计师,或第一个使用图像处置赏罚软件的摄影师一样,获得重大的收益。此外,与传统软件工具相比,人工智能的进化速率快得多,应用规模广得多,只有作为起劲拥抱的引领者,你在人工智能工具的领先职位才得以牢靠并增添。

我的第二个建议:肩负起工程师的使命。

众所周知,数百上千年以来,医生们遵照着希波克拉底誓词,肩负着神圣的救死扶伤的神圣使命。在人工智能时代,我以为工程师的使命同样神圣,甚至越发极重。

为什么这样说?由于在人工智能时代,作为结业于顶级学府的顶尖工程师,你们拥有重大的权力。请不要遗忘天下上最伟大的哲学家——蜘蛛侠的那句名言:“权力越大,责任越重”。

在人工智能时代,自动或半自动的算法可以认真投资决议、照看儿童、驾驶汽车、完成医疗手术。未来的人工智能产物将直接影响人们的工业、康健甚至是生命,而你们就是这些产物的设计者、制造者。

作为工程师,我们不能背弃我们的道德和责任,我们需要在方方面面都做到严谨、勤勉、遵守道德。这不仅仅指架构和编码,还包罗设计、测试、训练机械学习模子以及更新的参数等等。

第一代清静气囊拯救了许多人的生命,但同时由于设计和使用说明不完善,没有充实思量儿童娇小的体形,也意外地导致了一些儿童的殒命。

以是你们的主要使命是对你们的用户认真,确保你们的产物清静、周密、有用。应该说不仅仅产物清静,你们尚有绝对的责任去预见和防止潜在的手艺失控对人类带来威胁。以是请高声地对“自动杀人机械”以及“用户隐私数据生意营业”说不!

你们的第二层使命是对自己认真,在人工智能时代,你不仅仅是与其他人竞争,你还在和人工智能竞争。你有责任优先解决疑难问题,而不是把你的时间铺张在机械就能胜任的事务上。不要选择一份对你毫无挑战性的事情,无论在哪个领域,都勇于冒险、勤于学习,只有这样,你才气成为最奇异和最有价值的人类成员。要坚持创新和缔造——人工智能的优势在于优化,而非从零创新。

列位的最后一项使命是作为工程师,用你们的选择让这个天下越发优美:选择拯救生命,而非蹂躏糟踏生命;选择激励他人,而非打压别人;选择在富有同情心、不贪心的机构事情;选择心怀天下清静而非妄图主宰天下的雇主。

我的最后一个建议:追随我心。

谈了这么多严肃的手艺话题,我接下来要说的看法可能在这儿听起来有些不适当,但却是我的肺腑之言。

4年前,我被诊断患上淋巴癌第四期,其时我面临的无情事实:我的生命可能就只剩下短短几个月。

在那段前路未卜的时间,我对生命的意义深思良多。我意识到我所有的成就,包罗在期待30多年后终于来到的人工智能时代,对我来说着实毫无意义。我意识到我已往所追求的科技、产物、投资、事业,我重视种种事情的优先级完全舍本逐末。我忽视了我的家庭,我父亲去世了,我母亲已险些不认得我,我的孩子们也不知不觉都长大了。

在治疗时代,我读了布朗妮·维尔(Bronnie Ware)的一本书,书中纪录了临终病人一生中最忏悔的事情。作者提到,没有一小我私人会为昔时不够认真事情、不够起劲加班、或工业积攒不足而忏悔。人们临终时最最盼愿的,是希望能再有时机花更多时间与自己所爱的人在一起。

幸运的是,现在我的病情已缓解稳固,以是今天我才气来到哥大和你们在一起。现在,我会花更多的时间陪同家人,我把家搬到了离我母亲更近的住处,无论出差照旧单纯出游,我都市只管和我妻子一起出行。孩子们回家时,我会从事情中抽出两三周、而不是仅是两三天的时间来陪同他们。

我同时还花更多的时间来熟悉新朋侪,我会用周末时间与好朋侪出游,我向导公司员工去硅谷度了一周的假期——硅谷对他们来说犹如圣地一样平常,我约见社群平台上向我提问的年轻人,我联系多年前我曾经冒犯过的人,请求他们的体贴。我写了一本书并拍摄纪录片,分享我与死神擦肩而过所学到的一切。

这段直面殒命的履历不仅改变了我的人生和价值观,还让我更清晰熟悉到人工智能对于人类的真正意义。

埃隆·马斯克和史蒂芬·霍金已经给出了他们的看法,他们以为机械将周全取代人类,而人类能仅存的选择:要么控制AI,要么成为AI。这段直面殒命的履历,让我想对人工智能的未来提出另一版下场。

毫无疑问,人工智能依附精准的决媾和产出,在许多剖析型事情上已经或必将凌驾人类。但人类并不是由于会做这些事情而成为人类,我们之以是为人类,是由于我们拥有爱的能力。

当我们望见初生的婴儿,当我们一见钟情陷入爱河,当朋侪贴近谛听我们分享履历,当我们通过资助别人而实现自我……人类的爱就在那里。所有这些都批注,我们现在还远远不够充实明确人类的“心田”,更不要说复制它了。我们知道,爱和被爱的能力是人类所独占的,我们盼愿爱和被爱,这就是我们生命的意义所在。

带着这个信心,我们就会知道应该接下来该怎么做。首先我们应认可并感恩我们被爱的事实,我们可以回馈他人的爱,甚至加入更多的爱。最终到达爱的最高境界:一直将爱转达下去,不求回报地去爱。

回到人工智能的话题,爱让人类有别于人工智能。不要信托科幻影戏里描绘的人工智能的爱(或情绪),我可以认真任地告诉你们,人工智能不会有爱,它们甚至没有情绪和自我意识。AlphaGo虽然能击败天下棋手冠军,可是它体验不得手谈的兴趣,胜利不会为它带来愉悦感,也不会让它激动到发生想要拥抱一位他爱的人的盼愿。

在未来,即便人工智能诊疗的准确率是人类医生的10倍,可是我们照旧不希望从机械冷冰冰的话语里听到“您患有第四期淋巴癌,有70%的机率会在五年内殒命”。我们更希望获得医生的关爱,他们会谛听我们的诉苦,为我们打气,他们会说,“李开复也得了同样的淋巴癌,但经由治疗后稳固下来,以是你也要保持希望。医生可能来抵家里定期出诊,我们随时能与医生相同交流。这些医生的关爱会让我们感应舒坦,给我们更大的信心,这种慰藉剂效应简直可能有助于提升康复几率。

此条件到的失业问题不就这么缓解了么?这种“关爱型医生”的数目将超泛起有医生的数目。被机械取代的人可以投身于需要关爱及履历分享的行业——例如,做一名热情洋溢的导游,充满关爱的礼宾职员,滑稽诙谐的调酒师,极具魅力的寿司大厨。随着种种“关爱专家”头衔的泛起,许多新兴服务业的事情岗位也将被缔造出来。这些事情纷歧定非要是传统意义上的“事情”,也可能是孤儿院或养老院提供服务的自愿者。这些事情不光能带给人们自我实现的自豪感和知足感,更主要的是,它们能让我们的地球充满爱与快乐。

人类已制造出许多以使命为导向的人工智能,在每个详细使命上它们的体现远超人脑,这正是我37年前的梦想。作为一个盘算机科学家,我为我们所取得的科技前进成就而自豪。但我现在以为,自己也许追逐错了偏向——人类最主要的器官,不是大脑,而是心田。

我认可,我花了太长的时间才熟悉到这一点。我对你们的期望是,随着你们的事业最先腾飞,人生最先步入新的阶段,你们在实现人生目的的历程中不仅要使用你们聪慧的大脑,更要遵从你们的心田。

谢谢你们,2017届结业生。

Commencement Speech, Engineering School of Columbia University

May 15, 2017 Class Day

By Dr。 Kai-Fu Lee

Founder & CEO, Sinovation Ventures

President, Sinovation Ventures Artificial Intelligence Institute

Thank you, Class of 2017。 Thank you so much for inviting me to speak at this wonderful commencement ceremony。 It’s an honor to be back at Columbia to address this distinguished group of graduates, parents, siblings and special guests。 We’ve all gathered to share in the joy of this day。

First, I want to say to you graduates: I am so proud of all of you。 You did it! Your families are proud of you。 You have earned this day。

I remember sitting where you are 34 years ago, feeling that these were the best years of my life。 I found the profession of my life: artificial intelligence。 I found the hobby of my life -- bridge; I played 30 hours a week, but to this date Columbia still wouldn’t give me a degree in it。 And I had my first date while at Columbia, and she became the love of my life。 And finally, on commencement day, I got to sit and listen to Isaac Asimov, the famous science fiction writer。 I’m sorry that you only get me。

Anyway, I had the best years of my life。 This is where you expect me, or any commencement speaker to say, “These are the best years of your lives。” But I am not going to say that。

I know that these are far from the best years of your lives。 I know that your best days are yet to come。 To be specific, my hope for you is that the next 10 years will be the best years in your lives。

Why 10 years? 10 years seem so far away。 But really it is not。 Checking in with May 2007 seems like a good way to visualize what 10 years can do in our world。

It is interesting to remember that in 2007, Steve Jobs introduced the iPhone。 Back then, I was still using my Blackberry, and my wife was still using her Nokia。

And in 2007, a young senator Barack Obama, decided to run for President。 And back in 2007, Donald Trump was still saying, “You are fired” rather than “Make America Great Again。”

So 10 years can do a lot, but the next 10 will do much much more than the last 10。 Why? Because, the next decade will be the Age of Artificial Intelligence, or AI。

As students, you’ve probably seen AI course enrollment go from 80 to 800。 And that certainly is one leading indicator。

I was introduced to AI at Columbia in 1980。 As someone who has worked for 37 years on research, development, and investment in AI, I can speak with some authority that – AI will be a revolution on the scale of the Industrial Revolution, probably larger, and definitely faster。

But this is not a hand-wavy futurist AI talk。 This is an engineer-to-engineer talk。 We know that AI works。 We know that AI gets better with more data and more use。 We know how to extrapolate it to measure its impact in ten years。

Let’s first see what AI can do today。

Today, an AI image processing company that I invested in can make people’s selfies more beautiful, so much so that every Chinese movie star I know doesn’t allow her photo to be published without it。 Its user base? 1.3 billion。

Today, an AI loan company that I invested in China can approve a loan in seconds, with a default rate much lower than a human loan officer who would takes days。 This company is less than two years old, but will underwrite almost 30 million loans this year, more than almost any bank。

Today, an AI facial recognition company that I invested in can recognize any face from 3 million faces, with super-human accuracy。 If installed in all the airports around the world, it would essentially prevent known terrorists or wanted criminals from entering any airplane。

These three AI companies are worth a total of about \$10 billion。 But that’s loose change compared to what can be built in the next 10 years。

In the next 10 years, all financial companies will be turned upside-down, with AI replacing traders, bankers, accountants, research analysts, and insurance companies。 Last year, my AI investment algorithm returned 8 times more than my private banker。 That reminds me – when I go home I am going to fire my private banker。

In the next 10 years, AI will replace most factory workers, assistants, advisors, and middlemen。 But AI is not limited to simple jobs。 AI will also replace many reporters, doctors, and teachers。 Your AI assistant will know better than you what you would like to eat tonight, where you should go on vacation, and whom you should date。

But it doesn’t stop there。 In 10 years, mechanical AI will become reliable。 AI will be safer at driving cars than people, sweeping changes, as it were, brought by the lowly Roomba…。 will grow up and cook, wash, clean and handle all the household drudgery for us。

In 10 years, because AI will make so much money for humanity, we will enter the Age of Plenty, making strides to eradicate poverty and hunger, and giving all of us more spare time and freedom to do what we love。

In 10 years, because AI will replace half of human jobs, we will enter the Age of Confusion, and many people will become depressed as they lose the jobs and the corresponding self-actualization。 And many of you will become parents concerned with how to improve education in order to prevent your children from being replaced by AI。

These predictions are not based on some hand-wavy comparison of the number of neurons possessed by humans and AI simulators。 Rather, they are based on an engineer’s extrapolation based on known algorithms, and the real marketplace and workforce。

In my company, we have raised over \$1 billion to invest in these developments。 Softbank has launched a \$100 billion Vision Fund。 The tech giants of the past 50 years – IBM, Microsoft, Google, Facebook, have all declared themselves to be AI companies。 So even if you doubt me, you probably should not doubt all of them。

So, for leading edge, super smart engineers like yourselves, 2027 should be the best of times in your lives。 Unless you miss the AI revolution, in which case it may turn into the worst times in your lives。

Now let me give you three pieces of advice – how not to miss the Age of AI, so that you can have the time of your life。

My first is: Embrace AI, and align your career by betting on its inevitability。

Like all big change, AI requires you to have an open mind。 It’s OK to be fearful of change。

As Mark Twain explained, “Courage is resistance to fear, mastery of fear。 Not absence of fear。”

Your hard work has prepared you to confront, or simply accept, or warmly embrace - change that will push you in new directions。

Given what lies ahead, you must warmly embrace AI。 While the first AI tools in your industry may appear fragile, be assured they will get better with data。

The three software companies I mentioned earlier, when they were first launched: often made people uglier, lost millions in bad loans, and thought I was some talk show celebrity。 But given time and much more data, their self-learning made them dramatically better than people。 Not only are they better, they don’t get tired nor emotional。 They don’t go on strike, and they are infinitely scalable。

With hardware, software, and networking costs coming down, all they cost is electricity。

So whatever domain you choose, be the first to use AI tools。 If you’re a software engineer, use AI tools to check and optimize your code, to find re-usable code, or even to write new code。 Use AI tools to hire and build your team。 If you start your own company, use AI tools to manage your books and maximize your profits。 Use AI tools to replace your customer support and your salespeople。 Use robots to produce your goods and autonomous vehicles to deliver them。

The symbiotic combination of humans and AI is all about 1+1=3。 For example, when a doctor can correctly diagnose cancer, and save 70 lives out of 100, and an early AI tool can save 60 lives out of 100 -- together perhaps they can save 80 lives。 And when the AI tool improves to saving 80 lives, perhaps together they can save 90。 So do not passively accept AI, but embrace AI, seek out AI, and find every which way that AI can help you。 Learn AI, and find clever ways to build that symbiotic relationship earlier。 Just like the reporter who first found processing, the accountant who first used a spreadsheet, the first photographer who applied Photoshop, you will have an edge。 In addition, AI will evolve faster and more broadly than these tools, and your edge will grow and become sustainable。

My second piece of advice is: Uphold your responsibility as an engineer。

We all know that for centuries physicians took the Hippocratic Oath, as a responsibility to treat human life as sacred。 In the age of AI, I think engineers’ responsibilities are equally sacred, or even greater。

Why? Because as top engineering graduates from a top school, during the Age of AI, you are the ones with the power。 But please remember what the world’s greatest philosopher, Spiderman, said: “with great power comes great responsibility。”

In the Age of AI, autonomous and semi-autonomous algorithms will invest money, take care of children, drive cars, and conduct surgery。 You will be the ones who build these products, which will impact people’s possessions, health, and even lives。

As engineers, we cannot abandon our conscience and sense of responsibility。 We need to be thorough, diligent, and ethical, not just in the architecture and coding, but also in the design, in the testing, in running the machine learning training, and in downloading the updated parameters。

The first airbags saved many lives, but they also accidentally killed some children, due to the lack of adequate design and instructions that adequately considered children’s smaller size。

So your first responsibilities are to your users, to making your product safe, thoughtful, and usable。 And more than “product safety。” You also have a responsibility to foresee and prevent the potential risks of technology to users from getting out of hand。 So please speak up strongly against “autonomous weapons” or “bartering or sales of privacy data。”

Your second responsibility is to yourself。 In the Age of AI, you are not just competing with other people, but also with AI。 You have a responsibility to work on the hard problems, and avoid wasting your time doing what machines will be able to do。 Don’t waste your talent repeating what you learned at school。 Don’t accept a job that doesn’t challenge you。 Take risks and learn vigorously and rigorously so that you can become the best in something specific and useful, whatever your field。 Be creative and inventive。 AI is great at optimizing, but AI cannot invent something new。

Your final responsibility is to make the world a better place with your choices as an engineer。 Choose jobs that save lives, not destroy them。 Choose jobs that empower people, not demoralize them。 Work for organizations with more compassion than greed, and for people who care more about world peace than world domination。

And my last advice: Be in touch with your heart。

After all that serious tech talk, what I am going to talk about next may seem a little bit out-of place。 But it comes from my heart。

Four years ago, I was diagnosed with 4th stage lymphoma。 I faced the real possibility that my remaining time here was measured in months。

During that time of ultimate uncertainty, I thought a lot about my life。 I came to realize that my accomplishments, and even the arrival of AI after waiting 30 years meant nothing to me。

I came to realize that by chasing these technologies, products, investments, and my career, my priorities were out-of-order。 I neglected my family。 My father had passed away。 My mother barely remembered me。 My kids had grown up。

One of the books I read during my illness was Bronnie Ware’s book about the regrets of people on their deathbeds。 She found that no one wished they’d worked harder or spent more time at the or accumulated more possessions。 People’s top wish was that they had spent more time, sharing their love of their loved ones。

Fortunately, I am now in remission so I am here with you today。 I am spending much more time with my family。 I moved closer to my mother。 I travel with my wife, whether on business or for pleasure。 When my kids come home, I would take not two or three days off from work, but two or three weeks。

I also spent more time meaningfully connecting with more people。 I spent weekends traveling with my best friends。 I took my company on a one-week vacation to Silicon Valley -- their Mecca。 I met with young people who sent me questions on Facebook。 I reached out to people I offended years ago and asked for their forgiveness and friendship。 I wrote a book and shot a documentary to share what I had learned from my near-death experience。

My near-death experience not only changed my life and my values, it gave me an enlightened view about what AI should mean for humanity。 Elon Musk and Stephen Hawking have given us their view, a view where machines supersede humans completely, and we are to control them or become them。

With my near-death experience, I would like to offer an alternate ending to their prediction of the AI future。 Surely AI has, or will beat us on many analytical tasks with definitive decisions and outcomes。 But these tasks are not what make us human。 What makes us human is that we are able to love。

The moment when we see our new-born babies; the feeling of love-at-first-sight; the warm feeling from friends who listen to us empathetically; the feeling of self-actualization when we help someone in need。 Or if you want empirical proof, the fact that the placebo effect works。 These all demonstrate that we are far from understanding the human “heart”, let alone replicating it。 But we do know that humans uniquely are able to love and be loved。 Humans want to love and be loved。 That loving and being loved are what makes our lives worthwhile。

With this belief, we now know what we must do。 At a minimum, recognize and be thankful that we are loved。 If we can do better, return the love, and maybe a little bit more。 Finally, the highest level of love: Pay it forward。 Give love unconditionally。

Coming back to our AI theme, love differentiates us from AI。 Despite what science fiction movies may portray, I can tell you responsibly that AI programs cannot love。 They don’t even have feelings or self-consciousness。 AlphaGo may beat the world champion, but it has no fun playing the game, feels no happiness from winning, has no desire to hug a loved one after it wins。

And in the future, even if an AI diagnostic tool is 10 times more accurate than doctors, patients will not want a cold pronouncement from the tool: “you have 4th stage lymphoma and a 70% likelihood of dying within 5 years。” Patients will want a “doctor of love” who listens to our complaints, gives us encouragement, like “Kai-Fu had the same lymphoma, and he survived, so you can too”, and perhaps visits us at home, and is always available to talk to us。 This kind of “doctor of love” will not only make us feel better, and have greater confidence, but a placebo effect will kick in and increase our likelihood of recuperation。

This will solve the AI employment problem we mentioned earlier。 The number of “doctors of love” will outnumber today’s doctors。 The displaced workers can take up careers spreading love and experiences – whether a passionate tour guide, an attentive concierge, a funny bartender, an infectious sushi chef。 With the new “experts of love” titles many new kind of service jobs will be created。 And they don’t have to be “jobs”, they can be volunteers, at an orphanage or a retirement home。 This will give people jobs that AI cannot take away。 They will do the job with pride and a strong sense of self-actualization。 Most importantly, this will fill our planet with love and joy。

We’ve built many task-oriented AI that is much better than our brains。 That was my dream 37 years ago。 As a hard-core computer scientist, I’m proud that we’ve come so far。 But now I realize that I went after the wrong organ。 The most important part of the human body is not the brain, but the heart。

That’s a lesson that took me, I confess, too long to learn。 My hope for all of you, as your careers blossom and your lives take shape, is that you will approach your lives with all the brains you certainly have, but also, above all, with all the heart you can muster。

It will be up to you to carry this forward, but I have confidence: if you let your heart be your guide, you’ll find your way through all of the massive changes that lie ahead, and make the next 10 years the best years of your lives。