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Open nowPosted 1872 days ago

搜索算法工程师/专家-OpenSearch

ByteDance19,227 open roles

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

Early applications get read.

11.8% of postings close within 7 days. Measured by our own scanner across the market. ByteDance postings stay open a median of 2 days.

Share of postings closed within
  1. 2.1%1 day
  2. 4.4%3 days
  3. 11.8%7 days
  4. 18.6%14 days
  5. 35.6%30 days
  6. 45.1%60 days
This job: posted 1872 days ago

ByteDance median: 2 days open

The posting

团队介绍:字节跳动搜索团队主要负责抖音、今日头条、西瓜视频等产品的搜索算法创新和架构研发工作。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)探索最前沿的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)探索跨模态匹配技术: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)探索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)探索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,方方面面都进行深入研究和创新。

1、参与搜索引擎研发,探索搜索全链路(分析、召回、粗排、精排、混排)的个性化行为建模,包括CTR、CVR预估、向量召回、价值混排、RAG、NLP、LLM、多模态、机器学习、深度学习等,推动搜索算法的落地与提升; 2、参与搜索算法的优化与迭代,提升转化效率、用户体验和供给生态; 3、深入参与搜索产品的需求设计,负责算法和工程的高质量交付,持续优化效果提升产品体验;支持番茄小说、红果短剧、汽水音乐等搜索业务全链路的策略算法研发,从搜索角度提升各业务信息分发效率; 4、挖掘数据,构建Query理解、召回、排序等模型,提升搜索算法能力; 5、学习前沿技术,探索大模型等创新技术在AI搜索场景的落地。

1、本科及以上学历,计算机、电子、数学等相关专业; 2、在搜索、推荐、搜广推、自然语言处理NLP、自然语言理解NLU、多模态、机器学习、深度学习等一个或多个领域有较深入的研究者优先; 3、熟悉Linux开发环境,熟练使用C++和Python语言; 4、具有良好的问题分析解决能力,沟通协作能力,工作积极主动,能够与团队融洽合作,一起探索新技术,推进技术进步。

加分项: 1、具有优秀的基础算法、扎实的机器学习/深度学习基础,熟悉CV、NLP、RL、ML等领域的技术,在ICML、ACL、COML、EMNLP、CVPR、ECCV、ICCV、NeurIPS、ICLR、SIGGRAPH或SIGGRAPH Asia等顶级会议/期刊上发表论文者优先; 2、具有优秀的代码能力,熟练掌握C/C++或Python编程语言,ACM/ICPC、NOI/IOl、Top Coder、Kaggle等比赛获奖者优先; 3、在LLM、多模态、大模型、基础模型、世界模型、RL等领域,主导过大影响力项目者优先; 4、具有大规模搜索引擎、推荐系统、分布式系统、计算广告、超大规模数据计算等相关经验者优先。

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