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Open nowPosted 87 days ago

生成式推荐算法工程师 - 抖音电商

ByteDance19,207 open roles

Where
Beijing, Chinese Mainland
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Your applicationOpen now生成式推荐算法工程师 - 抖音电商ByteDance · 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 87 days ago

ByteDance median: 2 days open

The posting

团队介绍:抖音电商算法团队,依托抖音、今日头条、番茄小说、红果短剧等产品,帮助用户发现、讨论并获得好物,享受美好生活;帮助商家高效经营,创建良性商业生态;激励创作并分享购物经验使用心得,构建有真诚有信息的电商内容氛围。在这个团队,我们不仅要通过推荐、广告和搜索算法搭建消费者和商家之间的桥梁,也要通过风控算法和治理算法去甄别违规行为,保护用户的购物体验,保护真正诚信经营的商家;我们还要建设智能客服技术、大规模商品知识图谱来提升各个交易环节的效率,降低商家的经营成本;我们也要结合机器学习和运筹算法,来优化供应链和物流的效率和成本,并进一步提升用户物流体验;另外我们还会用业界先进的数据科学技术为业务健康发展保驾护航。我们的使命:用算法的能力,让用户总能发现好东西,让美好生活触手可得。

1、负责抖音电商推荐算法全链路技术体系搭建与迭代优化,覆盖召回、粗排、精排、混排、重排、冷启动等模块,支撑内容电商或货架电商双场景流量分发效率提升,达成商业增长与用户体验目标; 2、主导前沿推荐算法创新与技术落地,聚焦生成式召回、LLM4Rec、强化学习、多模态推荐等方向,解决电商全链路场景技术痛点,构建技术壁垒与行业竞争力; 3、结合内容电商与货架电商的差异化特性,设计贴合业务场景的算法方案,持续优化模型结构、特征工程体系及在线推理链路,提升各阶段匹配精准度与分发效率,打通召回、粗排至精排、混排、重排的全链路协同机制; 4、负责商品与用户冷启动体系建设,针对新商家、新商品、新用户场景设计专项算法策略,探索零样本/少样本学习、迁移学习、元学习等技术方案,缩短冷启动周期,提升新品渗透率与新用户转化效率; 5、深入业务全链路,与产品、工程、运营等跨团队紧密协同,拆解业务痛点与增长机会,设计端到端算法解决方案并推动落地,基于数据反馈持续迭代优化算法效果。

1、2027届获得本科及以上学历,计算机相关专业优先; 2、算法与数据结构基础扎实,编码能力优秀,熟练掌握C++/Python及Linux开发环境; 3、机器学习理论扎实,熟悉至少一种主流深度学习框架(TensorFlow/PyTorch/XGBoost); 4、对推荐大模型、生成式推荐、LLM4Rec等前沿方向有浓厚兴趣,紧跟行业技术发展;有相关项目落地经验者优先; 5、具备优秀的问题分析与解决能力,对技术挑战充满热情,能高效跨团队推进方案落地; 6、在KDD/SIGIR/RecSys/NeurIPS/ACL等国际顶会发表论文,尤其有推荐大模型相关研究成果者优先。

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