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Open nowPosted 898 days ago

多模态大模型算法专家 - TikTok Shop

ByteDance19,210 open roles

Where
Shanghai, Chinese Mainland
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Your applicationOpen now多模态大模型算法专家 - TikTok ShopByteDance · Shanghai, Chinese Mainland
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The clock on this job

Early applications get read.

12.1% 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. 4.5%3 days
  3. 12.1%7 days
  4. 19.1%14 days
  5. 35.6%30 days
  6. 52.7%60 days
This job: posted 898 days ago

ByteDance median: 2 days open

The posting

团队介绍:TikTok Shop 是 TikTok 旗下的内容电商业务,致力于成为用户发现并获取优价好物的首选平台。面向直播电商、视频内容电商、货架电商等多元购物场景,国际电商持续为全球用户提供更个性化、更主动、更高效的消费体验,也为商家提供稳定、可靠、可持续增长的平台服务,推动“新奇好物畅销全球,美好生活触手可得”的使命落地。 目前,国际电商算法团队分布在中国、美国、新加坡等多个国家和地区,深度参与全球化业务建设。加入我们,你将有机会面向全球用户、商家和商品生态,与跨区域的产品、工程、运营和业务团队协作,持续提升商品供给质量、用户购物体验、平台交易效率与履约体验,共同探索内容电商与智能购物的新模式。 Data-国际电商团队是 TikTok Shop 的核心算法技术力量,专注于电商场景下的算法创新与规模化落地,方向包括但不限于:生成式推荐与大规模 Foundation Model、多模态商品理解与内容生成、搜索与导购、智能客服、风控治理、物流履约优化、商家经营智能化,以及 Agentic 智能体在电商全链路中的应用。我们希望通过先进的算法能力,帮助用户更高效地发现感兴趣的商品,帮助商家实现更高质量的经营增长,并持续提升交易各环节的智能化水平。 在这里,你将与一流的产品和技术团队合作,面对复杂且真实的国际化电商挑战,推动前沿技术在大规模业务场景中落地,与团队一起创造更多可能。

1、负责国际电商商品治理核心算法的设计与迭代,解决禁限售、类目错放、虚假及违规信息、低质商品等问题,对治理业务核心指标负责; 2、面向商品多源信息,建设文本、视觉及多模态理解模型,提升复杂场景和长尾风险的识别能力; 3、探索并落地多模态大模型、视觉语言模型、RAG、弱监督、半监督、少样本学习及模型蒸馏等技术,建立从风险发现、数据生产、模型训练到线上评估的完整闭环; 4、结合商品、商家、内容和交易等信息,建设多对象、多阶段的协同治理体系,提升风险识别、归因和处置能力; 5、负责或参与关键技术方向规划,解决大规模训练、跨市场泛化、线上稳定性等问题,并推动算法能力在多个国家和业务场景中落地; 6、与产品、策略、运营、审核及工程团队协作,将复杂治理问题转化为可衡量、可迭代的算法方案。

1、计算机、人工智能、自动化、数学或相关专业,本科及以上学历; 2、在计算机视觉、自然语言处理、多模态学习或大模型方向具备扎实的理论基础和丰富的项目经验,深入掌握至少一个方向; 3、具备较强的业务问题抽象能力,能够从业务目标出发完成数据分析、方案设计、模型训练、离线评估、线上实验和效果复盘; 4、熟练使用PyTorch等深度学习框架,具备大规模模型训练和线上部署经验,理解分布式训练、混合精度、模型压缩、推理加速及服务稳定性优化; 5、具备良好的编码、数据处理和实验分析能力,能够独立定位模型效果及线上指标问题; 6、具备良好的沟通和跨团队推动能力,能够拆解复杂问题并推动方案持续落地。

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