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Open nowPosted 85 days ago

多模态大模型算法工程师 - 抖音电商

ByteDance19,260 open roles

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

Early applications get read.

11.3% 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 85 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、深入理解电商正向导购&逆向治理业务,探索基于大模型、多模态模型,持续提升商家/达人在准入、发品、导购、售后等各个业务场景的识别效果; 2、提升商品导购、治理审核智能化水平,迭代优化电商多模态大模型,提升大模型对治理规则、商品信息、导购规则的理解,实现高准高召的识别推理能力,甚至超越人类水平; 3、负责强化电商导购、治理场景下,大模型推理和反思能力,通过商品业务域SFT、高质量CoT、强化学习、数据合成等技术方案,提升电商大模型底座能力; 4、参与构建挖掘电商直播、短视频、图文、商品、商家和带货主播等多种实体的数据,对大规模网络/海量特征序列进行建模,支撑商家、达人、商品、内容体裁分类/抽取/逆向标签挖掘等业务场景解决问题,并为商家/达人提供支持; 5、参与构建大规模的图存储和图学习平台,完善电商社区内商家/商品/达人/视频内容的关系建设,构建电商实体通用表征能力,赋能电商业务; 6、参与电商比价、供给生态等横向电商战略支持,通过前沿深度机器学习算法,建设冷启动/潜爆/出爆/量价/智能营销等成长预测算法能力,支持商家/达人入驻成长。

1、2027届获得本科及以上学历,计算机相关专业; 2、具有纯文本和多模态大模型、NLP/CV深度模型等的训练和应用经验,有电商搜推导购/比价供给/平台治理/内容安全相关经验者优先; 3、具备扎实的代码功底,具备Linux环境研发能力,精通Python和PyTorch等深度学习框架; 4、具备扎实的数据结构/算法基础,熟练掌握机器学习/深度学习理论知识,并具有丰富实践经验,精通大模型、多模态、CV、NLP等的1-2个领域; 5、优秀的分析和解决问题的能力,对挑战性问题充满激情,具备良好的团队合作精神,较强的沟通能力。

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