1、徐伟百度深度学习实验室杰出科学家视觉、语言以及人工智能展望人工智能的新动力:大数据+深度学习百度大脑的PADDLE深度学习平台深度学习在百度:0.0%0.2%0.4%0.6%0.8%1.0%HumanFace+CUHKGoogleTencentAuthenMetricBaidu错错误误率率人脸识别(人脸识别(LFW)机器的感知能力正在超越人类0.0%5.0%10.0%HumanBaidu错错误误率率语音识别(中文)语音识别(中文)6%8%0.23%0.8%开放人脸识别服务 百度大脑服务端人脸验证接口人脸比对分数人脸图片人脸注册接口人脸图片查询删除注册信息查询删除接口客户端人脸认证人脸注册人脸特
2、征数据库开放图像文字识别(OCR)服务任意方向文字检测中英文识别公式识别 H E P P 一家公司想要成为市场上的领导者语言理解传统的语言理解系统Monkey likes eating bananaMonkey/NNP loves/VBZ eating/VBG banana/NNSNPMonkey/NNPVPloves/VBZVPeating/VBGNPSbanana/NN词法分析句法分析语义分析 Monkey likes eating bananaA0A0VA1VA1端到端的语义标注Monkey likes eating bananaA0A0VA175.0%80.0%85.0%传统方法深度学
3、习F1 Score语义表示深度学习模型文字序列VA1端到端的机器翻译Monkey likes eating banana源语言序列猴子爱吃香蕉猴子爱吃目标语言序列深度学习模型语言理解语言理解猫咪在哪里?语言生成语言生成在椅子上。图图像识别像识别统一的视觉和语言深度学习模型问:冲浪板是什么颜色的?答:黄色。一辆火车沿着森林边的铁轨驶过。一只狗在盆里玩。看图说话和问答“左边草坪有两个休息椅,中间为路面,右边是灌木丛。”“左手为百事可乐,右手为可口可乐。”“一个穿着黑T恤衫的男士坐在椅子上看手机,旁边有一颗绿植。”百度的AI让生活更美好“一百元人民币。”“前面是你的邻居嘉斌。”小明小明带你看世界Ba
4、idu.IDL.HCIDuLight对拍摄图像的内容进行描述,帮助盲人更好地理解真实世界。百度的AI让生活更便捷-百度识图服装搜索提供全新的视觉购物方式。接入优质数据:美丽说、蘑菇街、京东、亚马逊等。打造视觉搜索购物入口,快速连接人与服务。人工智能正循环更好的产品更多的数据更强的智能AI还有多远?Year 1955“We propose that a 2 month,10 man study of artificial intelligence be carried out during the summer of 1956 at Dartmouth College in Hanover,Ne
5、w Hampshire.The study is to proceed on the basis of the conjecture that every aspect of learning or any other feature of intelligence can in principle be so precisely described that a machine can be made to simulate it.An attempt will be made to find how to make machines use language,form abstractio
6、ns and concepts,solve kinds of problems now reserved for humans,and improve themselves.We think that a significant advance can be made in one or more of these problems if a carefully selected group of scientists work on it together for a summer.”(McCarthy,John;Minsky,Marvin;Rochester,Nathan;Shannon,Claude(1955),A Proposal for the Dartmouth Summer Research Project on Artificial Intelligence)人工智能还缺少:小数据的学习能力自主地探索环境通过和人的交流学习