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Open nowPosted 87 days ago

国际化广告算法工程师(推荐大模型) - Commercial AI

ByteDance19,258 open roles

Where
Beijing, Chinese Mainland
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Your applicationOpen now国际化广告算法工程师(推荐大模型) - Commercial AIByteDance · 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 23 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 87 days ago

ByteDance median: 23 days open

The posting

团队介绍:Commercial AI隶属于国际化广告(国际化商业产品与技术),聚焦在商业化场景下的AI研发与创新,包括围绕广告场景,探索超长序列复杂模型、生成式推荐和 AI 广告素材生成等核心能力。简化产品流程,提升客户体验,并推动广告系统从素材生成到推荐建模的持续升级,助力广告效果提升和收入增长。

1、探索大模型与广告算法结合的下一代广告投放系统,结合大模型的世界知识和训推优化大幅提升广告变现效率,主要方向为超长序列Transformer建模、生成式推荐、推荐Foundation Model与Scaling Law; 2、在广告投放系统中充分使用广告素材、落地页的多模态信息,结合多模态建模对齐行为和模态的表征,打造Entity Based的广告投放系统; 3、在广告投放高并发场景落地大模型推理,结合Sparse Attention、Sparse MoE、KV Cache等算法-工程联合优化,极致提升推理ROI; 4、紧跟行业技术发展,在新一代GPU上探索大模型前沿技术在广告投放系统的技术落地。

1、2027届获得本科及以上学历,计算机、机器学习和模式识别相关专业; 2、熟悉C++和Python,有扎实的编程基础、良好的编程风格和工作习惯,优先:有数据挖掘、分布式计算经验,熟悉Hadoop、Spark框架; 3、较好的机器学习/深度学习理论和实践经验,熟悉深度学习算法,优先:发表过KDD、AAAI、CIKM、WWW、RecSys、NeurlPS、ACL、EMNLP等顶会论文,或在Kaggle/ACM等赛事中获得优异名次,熟悉TensorFlow/PyTorch框架和原理; 4、熟悉搜广推算法、大语言模型、多模态大模型、深度学习、强化学习等相关领域; 5、具备良好的工程意识,能结合工程优化设计并落地大模型方案; 6、工作态度积极主动,有强烈的主人翁意识和良好的团队协作精神,愿意接受有挑战性的工作,具有刨根问底的精神,优秀的分析和解决问题的能力,逻辑清晰,具有严谨科学的实验习惯。

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