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Open nowPosted 9 days ago

直播推荐大模型算法工程师 - 中国交易与广告

ByteDance19,260 open roles

Where
Beijing, Chinese Mainland
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Your applicationOpen now直播推荐大模型算法工程师 - 中国交易与广告ByteDance · Beijing, Chinese Mainland
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The clock on this job

Early applications get read.

11.3% of postings close within 7 days. Measured by our own scanner across the market. ByteDance postings stay open a median of 27 days.

Share of postings closed within
  1. 2.0%1 day
  2. 4.3%3 days
  3. 11.3%7 days
  4. 17.5%14 days
  5. 34.2%30 days
  6. 43.5%60 days
This job: posted 9 days ago

ByteDance median: 27 days open

The posting

团队介绍:中国交易与广告,基于个性化推荐、深度学习和大模型技术,依托抖音、今日头条、红果短剧、西瓜视频、番茄小说等多元产品,构建抖音电商、生活服务、广告营销等核心营收业务的算法策略和工程架构。部门运用领先的算法能力,精准连接海量用户与商家,通过推荐、广告和搜索算法精准匹配需求并促进交易达成,保障用户体验与商家权益,实现营收业务可持续增长;基于深厚的技术积累,构建高效、智能、可靠的交易与广告产品,全面提升多行业收入变现与市场占有。在这里,你将直面超大规模流量与复杂业务场景的技术挑战,深度应用业界领先的商业模型与算法技术,投身面向未来的数字营销能力建设,持续探索前沿技术。

1、Scaling Laws验证与落地:负责抖音、抖音极速版、抖音火山版等各端直播业务的推荐算法优化,从样本设计、模型结构、训练范式等角度探索推荐模型Scaling Up的最优路径,通过训练/推理优化在高ROI水平下持续提升模型能力天花板,支撑体裁基建与营收等业务方向的全链路模型高效升级; 2、生成式推荐:在直播场景下探索Tokenization、Reward设计,结合多模态内容技术动态理解直播切片与用户兴趣,摆脱传统推荐系统对ID等记忆特征的重度依赖并提升链路MFU,建立短视频域到直播域的兴趣迁移,让直播体裁在全场景精准分发; 3、LLM4Rec:探索LLM在推荐场景下的后训练,以及在召回、排序等各环节的深度融合,持续提升推荐系统智能,让歌唱、舞蹈、弹奏、朗读、情感、户外等具有一技之长的普通人通过直播被更多人看到并获得收入,满足用户多层次的精神消费与情感表达诉求; 4、生态协同:深入理解用户、主播、平台等生态角色需求,迭代主播侧冷启动算法,让优质内容供给持续增长反哺直播生态,并通过直播+赋能营收、电商、生活服务、游戏等多业务,与产品、运营团队紧密合作,促进直播生态的长期繁荣发展。

1、2027届获得本科及以上学历,计算机/软件/人工智能/数学等相关专业的优先; 2、具有扎实的机器学习基础和编码能力,对推荐大模型技术有浓厚兴趣,紧跟行业前沿发展; 3、在搜索广告推荐大模型领域,有参与或者主导过关键项目的优先; 4、在国际顶级会议发表论文者优先,包括但不限于KDD、SIGIR、RecSys、ACL、NeurIPS等;有推荐大模型相关论文者优先; 5、具备良好的沟通协作能力,能够与团队共同探索新技术,推动新技术在业务落地。

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