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机器学习的Pinterest方法

The Pinterest Approach to Machine Learning
课程网址: http://videolectures.net/kdd2018_huang_pinterest_approach/  
主讲教师: Grace Huang
开课单位: 绘画
开课时间: 2018-11-23
课程语种: 英语
中文简介:
Pinterest的使命是帮助你发现并做你喜欢的事情,无论是为你的家庭晚餐找到完美的食谱,还是整理一套衣服。为了实现这一级别的个性化,每天有超过2亿的活跃用户和数十亿的推荐,我们依靠机器学习。从对象检测和分类到广告拍卖模型调整,机器学习被用于我们系统的许多组件中。作为一家中型公司,资源有限,但热情用户的需求快速增长,我们必须在尖端技术进步与可在短时间内实施的实际系统实现之间取得平衡。在本次演讲中,我将回顾Pinterest在简单性和功能性之间谨慎平衡的方法,以及我们如何达到系统设计的当前阶段。
课程简介: Pinterest’s mission is to help you discover and do what you love—whether that’s finding the perfect recipe for your family dinner or pulling together an outfit. To achieve this level of personalization, and with 200M+ active users and billions of recommendations every day, we live on machine learning. From object detection and classification to ads auction model tuning, Machine learning is used in numerous components of our system. With limited resources as a medium-sized company, but fast growing demand from passionate users, we have to balance cutting edge technology advancement with practical system implementation that can be put in place within a short amount of time. In this talk, I will review Pinterest’s approach of a careful balance between simplicity and functionality, and how we reached our current stage of system design.
关 键 词: Pinterest的使命; 依靠机器学习; 人工智能
课程来源: 视频讲座网
数据采集: 2023-02-02:cyh
最后编审: 2023-04-13:liyy
阅读次数: 24