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1、? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ?18C?20C? ? ? ? ? ? ? ? ?Now? ? ? ? ? ? ? ? ?知识经济 - Michael Hardt,The Common in Communism 性经济 - From Knowledge Economy to Human Economy,哈佛商业周刊 ? ? ? ? ? ? ? ? ? ? ? ? ? ??? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ?Initiative kicked off wi
2、th $115 million gift from philanthropists Tianqiao Chen and Chrissy Luo to establish a new institute and provide continuous funds for neuroscience research. Caltech to construct $200 million biosciences complex.?王坚,阿里巴巴集团技术委员会主席?Thomas Malone MIT Center for Collective Intelligence, The Age of Hypers
3、pecialization?Averageis Over !?McKinsey Quarterly, Organizing for the Future?动化 / A uto mat i on?Walter Gropius | 格罗庇乌斯Marvin Minsky | 明斯基?过去的未来?McKinsey Quarterly, Organizing for the Future?设计是关于消除可能性和自由度的。Design is about eliminating possibilities and degrees of freedom. ?设计是将形式和内容放在一起的方法。Design is
4、 the method of putting form and content together. ?我试图创造艺术,但能不能成为艺术不取决我,得听天由命。I try to create art, whether I make it or not is not up to me, its up to God.?“Creativity is just connecting things.”?规则 | RULE统计 | DATA?传统的人工智能研究观念现在的人工智能研究观念奥托李林达尔的类鸟飞机? ? ? ? ?不确定确定?抓取 数 据标 准建 模聚 类 回归评 估 打分?什么是美的网页设计?什么
5、是和“美的网页”最接近的网页?数据datafication建模modeling运算computation评估evaluation设计design?Ranjitha Sampath Kumar (2013, September). DESIGN MINING THE WEB?数据datafication建模modeling运算computation评估evaluation设计design?Understanding Aesthetics with Deep Learning?规则 | RULE统计 | DATA自上而下:传统的人工智能研究观念现在的人工智能研究观念:自下而上奥托李林达尔的类鸟飞机
6、数据datafication建模modeling运算computation评估evaluationI think we have crossed a very important threshold. Until fairly recently, most people in AI were doing a kind of AI that was inspired by logic. The paradigm for intelligence was logical reasoning and the idea of what an internal representation would