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Open nowPosted 86 days ago

推荐大模型算法工程师 - 抖音电商

ByteDance19,261 open roles

Where
Beijing, Chinese Mainland
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Your applicationOpen now推荐大模型算法工程师 - 抖音电商ByteDance · Beijing, Chinese Mainland
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The clock on this job

Early applications get read.

11.4% 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. 4.2%3 days
  3. 11.4%7 days
  4. 17.5%14 days
  5. 34.2%30 days
  6. 43.5%60 days
This job: posted 86 days ago

ByteDance median: 27 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、负责大模型驱动的电商与直播场景推荐算法优化,覆盖商品、直播、短视频等多形态,联动推荐与广告系统,提升数亿用户体验; 2、探索推荐大模型Scaling Law落地,从样本设计、模型结构、训练范式等维度优化训练与推理效率,持续提升模型能力天花板; 3、开展生成式推荐技术研究,设计Tokenization与Reward方案,摆脱传统ID依赖,提升全链路计算效率(MFU); 4、融合大模型、表征学习、图模型、多任务学习等技术,构建用户长短期兴趣模型与购买意图预测体系,精准挖掘优质商品及主播; 5、探索LLM4Rec技术方向,推动大模型在召回、排序等全链路深度融合,升级推荐系统智能化水平; 6、结合内容电商业务特性,设计大模型与算法策略一体化方案,构建良性电商生态,驱动业务快速增长。

1、2027届获得本科及以上学历,计算机、人工智能、数学等相关专业优先; 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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