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Open nowPosted 491 days ago

模型训练产品经理(Code&Agent方向) - AI数据与安全

ByteDance19,268 open roles

Where
Beijing, Chinese Mainland
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Your applicationOpen now模型训练产品经理(Code&Agent方向) - AI数据与安全ByteDance · Beijing, Chinese Mainland
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The clock on this job

Early applications get read.

11.5% of postings close within 7 days. Measured by our own scanner across the market. ByteDance postings stay open a median of 9 days.

Share of postings closed within
  1. 2.0%1 day
  2. 4.3%3 days
  3. 11.5%7 days
  4. 18.1%14 days
  5. 35.6%30 days
  6. 44.6%60 days
This job: posted 491 days ago

ByteDance median: 9 days open

The posting

团队介绍:AI 数据与安全团队为 Seed 基座模型及 AI 原生应用提供跨模态数据服务,覆盖数据生产全流程,包含模型评估标准的制定、数据规模化生产、数据飞轮搭建,不断提升数据质量,支持模型快速迭代。 团队由产品经理、数据工程、数据运营等跨职能人才组成,并通过与 Seed 研究员、行业专家、全球顶尖数据供应商紧密合作,从真实场景中收集反馈并分析模型表现数据,解决 AI 前沿突破过程中的复杂数据问题,推动模型性能与用户体验的双重提升。我们既是帮助模型技术迭代的一线贡献者,也是模型和 AI 产品的一手用户。

1、与算法团队紧密合作,定位Code&Agent模型训练所需的数据类型与缺口,明确不同训练阶段(如SFT、RL)对数据的差异化需求; 2、定义高质量数据的标准与评估体系,从多样性、准确性、难度分布、任务覆盖度等维度衡量数据价值,建立可量化的数据质量验收机制; 3、设计、优化数据采集、标注与合成的生产流程,评估数据生产工具(含标注平台、合成Pipeline、质检工具等)对产出效果的影响,通过定量指标与定性分析驱动流程改进,持续提升数据质量、生产效率及效果上限; 4、与算法团队协同验证数据对模型效果的贡献,通过消融实验、效果归因等方式定位真正有价值的数据,构建"数据→模型效果"的正向飞轮; 5、与业务团队合作,推进Seed模型在公司内Agent产品的集成和使用;通过对用户行为和反馈的研究,反哺数据生产方向,确定Seed模型的改进空间。

1、具备5年以上的算法策略产品经理经验或研发背景,有算法背景优先,能够独立负责模型训练方向的探索工作,发掘新的数据场景与机会,对LLM对齐及相关方法(如SFT、RLHF、RLVR)有深入的理解; 2、对数据有强烈的认知和敏感度:深刻理解数据质量对模型效果的影响,能够从多样性、准确性、难度分布、覆盖度等维度判断数据质量,清楚“什么是高质量数据”以及如何构造和筛选高质量数据; 3、具备数据驱动的思维方式,能够通过定量指标与定性分析发现数据问题,并设计相应的数据清洗、评估与优化方案; 4、英语能够作为工作语言; 5、对LLM和人类行为有浓厚的兴趣;充满了好奇心,愿意花费时间阅读最新的论文和技术报告; 6、具有协作精神的团队成员;擅长在关注细节的同时,专注于优先目标和大局。

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