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快速访问:为 Google Drive 打造智能体验

Quick Access: Building a Smart Experience for Google Drive
课程网址: http://videolectures.net/kdd2017_tata_google_drive/  
主讲教师: Sandeep Tata
开课单位: 谷歌公司
开课时间: 2017-10-09
课程语种: 英语
中文简介:
Google Drive 是全球数亿用户使用的云存储和协作服务。快速访问是 Google Drive 中的一项新功能,可在主页上向用户显示相关文档。我们描述了此功能背后的机器学习服务的开发。我们的指标显示,此功能将用户查找文档所需的时间减少了一半。该产品功能的开发说明了与机器学习产品部署相关的许多更普遍的挑战和限制,例如处理私有语料库和保护用户隐私、使用未考虑机器学习设计的数据服务以及可能由具有不同约束的不同团队拥有和运营,不断发展的产品定义告知正在优化的指标。我们相信,从这次经历中吸取的教训将对解决各种应用机器学习问题的从业者有用。
课程简介: Google Drive is a cloud storage and collaboration service used by hundreds of millions of users around the world. Quick Access is a new feature in Google Drive that surfaces the relevant documents to the user on the home page. We describe the development of a machine-learned service behind this feature. Our metrics show that this feature cuts the time it takes for users to locate their documents in half. The development of this product feature is an illustration of a number of more general challenges and constraints associated with machine learning product deployment such as dealing with private corpora and protecting user privacy, working with data services that are not designed with machine-learning in mind and may be owned and operated by different teams with different constraints, and evolving product definitions which inform the metric being optimized. We believe that the lessons learned from this experience will be useful to practitioners tackling a wide range of applied machine-learning problems.
关 键 词: 快速访问; 智能体验; 数据科学
课程来源: 视频讲座网
数据采集: 2023-12-25:wujk
最后编审: 2024-01-22:liyy
阅读次数: 19