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Open nowPosted 689 days ago

AI搜索架构工程师

ByteDance19,227 open roles

Where
Shanghai, Chinese Mainland
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Your applicationOpen nowAI搜索架构工程师ByteDance · Shanghai, 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 689 days ago

ByteDance median: 2 days open

The posting

团队介绍:负责抖音、今日头条等产品的搜索算法创新和架构研发工作。我们使用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,以及应用RAG技术,使得AI对数亿抖音用户的潜在价值得以实现。充分给同学们提供成长自我的机会。 团队主要方向: 1、探索前沿的检索技术:横跨视频、直播、图文、团购等众多体裁,从基础的NLP技术,到基于多模态理解、用户行为理解、Embedding相似性等的召回; 2、探索大规模的排序技术:在原有Bert、大规模稀疏模型的基础上,探索和落地超大规模自回归模型Scaling Law; 3、探索超大规模的AI搜索RAG引擎:充分挖掘抖音海量流量的潜在价值,建设超大规模、多Agent协同的AI搜整体架构,满足潜在的用户价值; 4、大规模流式机器学习技术:超高吞吐实时数据流,流式大规模机器学习,让更个性化的搜索更加懂你; 5、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。

1、建设抖音AI搜,搭建完整RAG功能的LLM搜索引擎; 2、针对LLM搜索中的各个环节,如联网检索、大模型推理进行优化; 3、设计和搭建在离线个性化AI搜能力,实现对用户更准确的问答; 4、持续建设更灵活、合理、功能更强大的架构以保障快速发展的业务可以高效达成。

1、具备扎实的计算机理论基础、出色的编码能力、出色的数据结构和基础算法功底; 2、具备较强的责任心,良好的沟通能力和合作精神,做事积极主动; 3、具备下列至少一类经验:推荐引擎、搜索引擎、广告引擎、RAG引擎、RAG开源框架。

加分项: 1、熟悉Linux环境下性能调优、有大规模C++在线服务研发经验者优先; 2、熟悉分布式系统相关理论,有分布式数据库、分布式计算框架研发经验者优先; 3、熟悉机器学习基本原理,具备实际GPU推理优化经验者优先。

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