ByteDance
Posted 2y ago

生成式推荐算法工程师-内容消费

ByteDance
Beijing, Beijing, China
OnsiteFull Time
Responsibilities
  • designing models
  • fusing modalities
  • evaluating effects
Requirements
  • Master's or Bachelor's with 3+ years in generative models or recommendation systems
  • Strong ML/DL foundations
  • Experience with Transformer/LLM and multimodal models
  • Proficiency in PyTorch/TensorFlow and programming in C/C++/Java/Python
Technical tools mentioned
PyTorchTensorFlowCC++JavaPython

Job description

1、生成式推荐模型研发:负责基于LLM生成式模型的推荐策略设计与优化,探索生成式技术在用户兴趣建模、内容生成与匹配、个性化推荐中的创新应用,提升推荐的相关性、多样性与用户体验;
2、多模态融合与理解:深入研究并应用多模态技术,融合文本、图像、视频等信息,提升对内容和用户意图的理解能力,为生成式推荐提供坚实的表征基础;
3、系统实验与效果评估:参与生成式推荐系统的实验设计与效果评估,通过A/B测试等手段科学验证模型改进的有效性,并进行深度归因分析;
4、技术落地与业务协同:与产品、运营团队紧密协作,将生成式技术落地到实际推荐场景(如短视频、图文、直播),推动业务指标(如用户时长、GMV、广告收入)的显著提升;
5、前沿技术跟踪与创新:密切跟踪生成式AI与推荐系统领域的最新研究进展,引入创新方案解决业务痛点,持续探索技术边界。

1、计算机/人工智能/统计学等相关专业硕士及以上学位,或本科有3年以上生成式模型、推荐系统相关工作经验;
2、扎实的机器学习/深度学习理论基础,熟悉生成式模型(如Transformer、LLM、多模态生成模型、扩散模型等)的原理与应用;
3、熟悉至少一种主流深度学习框架(PyTorch/TensorFlow),具备较强的代码实现能力;
4、有扎实的编程基础,良好的编程风格和工作习惯,熟练掌握C/C++、Java、Python等至少一门语言;
5、有大规模推荐系统或生成式模型(如LLM、AIGC)相关项目经验者优先;
6、具有良好的团队协作能力、沟通能力和问题解决能力,对新技术有强烈的探索欲望。

加分项
1、在广告、推荐、搜索、增长营销等大规模业务上有过多年的优化经验;
2、在顶级会议(CCF-A类,如ICML、NIPS、ICLR、AAAI、IJCAI、KDD、RecSys、SIGIR等)上发表过论文;
3、有过深度学习编程框架开源社区经验。

About ByteDance

Developing AI-driven content platforms and mobile applications.

Similar jobs

Recommendation Algorithm Engineer roles near Beijing, Beijing
10h
Save
Mark Applied
Hide
全球化电商推荐大模型 -阿里星/Bravo Star
Beijing or Hangzhou
OnsiteFull Time
Alibaba
AlibabaNYSE: BABA: Provides online marketplaces, cloud computing, and digital payment services.
Master's degree or higher in computer science, artificial intelligence, electronic information, mathematics, or related fields; proficiency in Python, C++, or Java; experience with deep learning and recommendation systems.
Python, C++, Java, TensorFlow, PyTorch
3d
Save
Mark Applied
Hide
算法-推荐算法方向
Shenzhen or Beijing or Shanghai or Guangzhou
OnsiteFull Time
Tencent
TencentHong Kong Stock Exchange: 0700: Multinational technology conglomerate providing internet and entertainment services.
Bachelor's degree or higher in computer science, mathematics, artificial intelligence, or related fields; strong programming and machine learning fundamentals; proficiency in Python, C++, or Java and TensorFlow or PyTorch.
Python, C++, Java, TensorFlow, PyTorch, Hadoop, Spark, Flink
1w
Save
Mark Applied
Hide
算法-推荐算法方向
Shenzhen or Beijing or Shanghai or Guangzhou
OnsiteInternship
Tencent
TencentHKEX: 0700: Provides integrated internet services, digital entertainment, and cloud technology.
Design and optimize recall and ranking models for recommendation systems; strong programming and ML fundamentals; proficiency in Python/C++/Java and TensorFlow/PyTorch; bachelor’s degree in CS, math, AI or related.
Python, C++, Java, TensorFlow, PyTorch, Hadoop, Spark, Flink
1mo
Save
Mark Applied
Hide
推荐算法工程师
Beijing, Beijing, China
OnsiteFull Time
Kaon
Kaon: Develops consumer AI platforms and online prompt communities.
2+ YOEBachelor's degree in CS/Math/Statistics, 2+ years recommendation/search/ads algorithm experience, proficient in Python, TensorFlow or PyTorch, SQL, strong product understanding and problem abstraction skills.
Python, TensorFlow, PyTorch, SQL
1mo
Save
Mark Applied
Hide
推荐算法工程师-流量分发
Beijing or Shanghai
OnsiteFull Time
Xiaohongshu
Xiaohongshu: Social media and e-commerce platform for lifestyle sharing.
Master's degree or above in machine learning/large models/reinforcement learning/mathematics; strong communication and cross-team collaboration; publications or competition awards preferred.
5mo
Save
Mark Applied
Hide
推荐算法工程师-26年校招(短视频业务)
Beijing, Beijing, China
OnsiteFull Time
iQIYI
iQIYINASDAQ: IQ: Provides online video streaming and entertainment content services.
Background in computer science, statistics, or related field; strong engineering and problem-solving skills; experience building data pipelines and large-scale ML systems; familiarity with recommendation modules.
Hadoop, Spark
9mo
Save
Mark Applied
Hide
推荐算法工程师-电商&短视频方向
Beijing, Beijing, China
OnsiteFull Time
iQIYI
iQIYINASDAQ: IQ: Online entertainment service platform providing streaming video content
Strong algorithms and data-structure foundation, machine learning experience (CF, FM, LR, GBDT, DNN, Wide&Deep), proficiency in C++ and Python, familiar with TensorFlow or PyTorch, Linux development, strong coding and teamwork skills.
LLM, TensorFlow, PyTorch, C++, Python, Linux
10mo
Save
Mark Applied
Hide
校招-推荐算法工程师
Beijing, Beijing, China
OnsiteFull Time
Xinyan Group
Xinyan Group: AI-powered emotional companionship and psychological health technology platform.
Master's or higher in CS/Statistics/Math/AI, strong ML/DL foundation, experience with recommendation systems, proficiency in TensorFlow or PyTorch, familiarity with Hadoop/Spark/Flink/Hive, strong coding and collaboration skills.
TensorFlow, PyTorch, Hadoop, Spark, Flink, Hive