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Open nowPosted 951 days ago

用户创作大模型算法工程师-智能创作(北京/上海)

ByteDance19,206 open roles

Where
Shanghai, Chinese Mainland
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Your applicationOpen now用户创作大模型算法工程师-智能创作(北京/上海)ByteDance · Shanghai, Chinese Mainland
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The clock on this job

Early applications get read.

12.3% 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. 12.3%7 days
  4. 19.3%14 days
  5. 35.6%30 days
  6. 57.8%60 days
This job: posted 951 days ago

ByteDance median: 2 days open

The posting

1、负责个性化计算与推荐/搜索系统的算法设计与优化,将用户行为、偏好、上下文等信号引入大模型与多模态模型中; 2、参与大模型后训练(Post-Training)体系建设,包括但不限于SFT/Reward Modeling/RLHF/RLAIF; 3、利用用户在线反馈(点击、停留、转化、偏好选择等)构建Reward信号,驱动LLM/多模态生成模型的持续优化; 4、设计并实现基于强化学习(RL)或对比学习的优化策略,用于提升生成质量、用户满意度和业务指标; 5、与产品、工程、运营等多团队合作,推动个性化大模型在真实业务场景中的落地和迭代。

1、扎实的编程能力,机器学习基础知识扎实,对解决具有挑战性问题充满激情; 2、关心产品体验,逻辑感强,善于思考,数据与客观事实驱动,具备良好的工程与算法协作能力,积极主动、有责任感,能与团队高效沟通和合作; 3、推荐/搜索/广告/机器学习相关背景,3年及以上算法相关工作经验,在个性化建模或推荐系统方向有扎实积累;在以下至少一个方向有深入研究或实战经验: 1)搜索/推荐系统 2)大语言模型(LLM)或多模态大模型 3)个性化生成(Personalized Generation); 4、熟悉或参与过大模型后训练(Post-Training)流程,包括但不限于: 1)SFT(Supervised Fine-tuning) 2)Reward Model训练 3)RLHF/RL-based Optimization; 5、能够基于用户在线行为与反馈数据,构建有效的Reward/Preference信号,并将其用于LLM/生图模型的优化; 6、对强化学习(RL)、对比学习、排序学习等方法有理解,并能将其应用于生成模型或推荐/搜索场景。

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