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Open nowPosted 703 days ago

搜索算法工程师-抖音

ByteDance19,268 open roles

Where
Beijing, Chinese Mainland
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Your applicationOpen now搜索算法工程师-抖音ByteDance · Beijing, Chinese Mainland
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The clock on this job

Early applications get read.

11.9% of postings close within 7 days. Measured by our own scanner across the market. ByteDance postings stay open a median of 9 days.

Share of postings closed within
  1. 2.1%1 day
  2. 4.4%3 days
  3. 11.9%7 days
  4. 18.6%14 days
  5. 35.6%30 days
  6. 45.1%60 days
This job: posted 703 days ago

ByteDance median: 9 days open

The posting

团队介绍:字节跳动抖音搜索团队主要负责抖音搜索算法创新和架构研发工作,主要包括短视频、直播、本地生活、视觉搜索等多个业务线。我们使用最前沿的机器学习技术进行端到端建模并不断创新突破,同时专注于分布式系统、机器学习系统的构建和性能优化,从内存、Disk等优化到索引压缩、召回、排序等算法的探索,充分给同学们提供成长自我的机会。主要工作方向包括:1、探索前沿的NLP技术:从基础的分词、NER,到应用上的Query分析、基础相关性等,全链路应用深度学习模型,每个细节都充满挑战;2、跨模态匹配技术:在搜索中应用CV+NLP深度学习技术,让视频搜索拥有更强大的检索能力;3、大规模流式机器学习技术:应用大规模机器学习,解决搜索中的推荐问题,让搜索更加个性化更加懂你;4、千亿级数据规模的架构:从大规模离线计算,分布式系统的性能、调度优化,到构建高可用、高吞吐和低延迟的在线服务的方方面面都有深入研究和创新。

具体负责: 1、参与抖音搜索的核心算法改进工作:用最先进的NLP、CV、CTR预估等技术不断提高搜索结果的精度,持续提升用户的搜索体验 ; 2、可能的方向包括: 1)匹配技术(文本匹配和多模匹配):匹配技术是搜索引擎的核心。在抖音搜索,你将有机会应用最前沿的NLP和CV技术为每一个query匹配最相关的视频,持续提升抖音搜索的相关性 ; 2)点击率预估:解决搜索中的推荐问题,让抖音搜索在“相关”的基础上增加个性化的能力,更懂用户 ; 3)视频理解:综合运用NLP、CV、图神经网络等技术,从视频本身以及社交网络的角度进行视频理解,提高搜索结果的权威性、可信度和有用性; 4)新产品形态和技术:探索智能封面、视频摘要、视频精准问答等高效便捷的交互技术。

1、出色的分析问题、解决问题能力; 2、出色的机器学习和深度学习基础能力,在NLP、CV、CTR预估、图神经网络等方面有一定的应用经验; 3、优秀的代码能力、数据结构和基础算法功底; 4、熟悉Linux开发环境,熟练使用C++和Python语言; 5、有搜索算法经验者加分。

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