ByteDance
Posted 1mo ago

内容理解算法工程师-Data

ByteDance
Beijing, Beijing, China
OnsiteFull Time
Responsibilities
  • building systems
  • fusing modalities
  • evaluating models
Requirements
  • Expertise in CV/NLP/audio and multimodal fusion
  • Strong ML and deep learning foundations
  • Experience with LLMs and agent development
  • Solid coding and model engineering, and ability to design multimodal solutions for short-video/live products
Technical tools mentioned
LLM

Job description

1、多模态内容理解体系搭建:构建视频图文多模态表征体系,融合视觉、音频、文本完成多层级语义刻画,搭建细粒度内容标签体系,解决特定场景素材语义理解等问题;
2、多模态算法全链路研发落地:负责构建离线算法实验与在线模型评估体系,保障模型指标与业务目标对齐;
3、前沿技术与Agent落地探索:探索多模态大模型内容理解、内容生成、算法智能Agent等创新方案,完成模型评测、算法工程化落地,协同团队迭代内容认知底座。

1、精通CV/NLP/音频至少两类单模态算法,具备跨模态融合、多模态预训练落地经验;
2、扎实的机器学习基础,精通深度学习、LLM、多模态生成模型原理,数理功底扎实、自学能力强;
3、编码能力扎实,熟练使用主流机器学习与工程框架,熟练使用Agent编程工具;
4、有Agentic智能体、大模型自动化编程开发经验;顶会期刊论文、高水平算法竞赛经历;
5、能结合短视频、直播业务设计多模态算法方案,通过数据分析完成模型迭代优化。

About ByteDance

Developing AI-driven content platforms and mobile applications.

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