Bosch

数据挖掘工程师(智驾大模型方向)_XC

Bosch  •  Shanghai, CN (Onsite)  •  16 days ago
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Job Description

Do you want beneficial technologies being shaped by your ideas? Whether in the areas of mobility solutions, consumer goods, industrial technology or energy and building technology - with us, you will have the chance to improve quality of life all across the globe. Welcome to Bosch.

构建下一代 智能数据挖掘平台,以大模型为核心驱动力,通过文本搜索、图像搜索、多模态理解等方式,实现大规模智驾数据的智能发现与价值提炼。负责设计与实现基于 Qwen / CLIP / EVA / BLIP 等多模态模型的语义搜索与向量检索方案,支持感知难例挖掘、仿真场景检索、标签一致性分析等任务,推动数据生产与模型训练的智能化。

主要职责

  1. 负责构建 文本 / 图像 / 多模态搜索系统,实现语义级别的数据检索;
  2. 基于 Qwen / CLIP / EVA / BLIP / SigLip 等模型,设计 embedding 策略与特征融合方法;
  3. 构建并优化 向量索引(Faiss / Milvus / Elasticsearch),支持高效相似度搜索与难例发现;
  4. 设计数据挖掘与评估策略,如跨模态检索精度评估、embedding 质量分析、Recall / Precision 优化;
  5. 与标注、算法、仿真团队协作,推动图文搜索在数据筛选、质量控制与模型反馈闭环中的落地;
  6. 探索 生成式搜索(Retrieval-Augmented Generation, RAG) 在数据挖掘中的创新应用。

Qualifications

  • 计算机科学、人工智能、电子信息或相关专业本科及以上学历;
  • 熟悉 深度学习 / 向量检索 / 数据挖掘 相关技术;
  • 精通 PyTorch / Transformers / LangChain 等框架;
  • 熟悉至少一种 大语言模型或多模态模型(Qwen / LLaVA / BLIP / CLIP / EVA)
  • 理解 embedding 表征、相似度度量、RAG 架构与语义索引 的基本原理;
  • 具备良好的编程习惯与工程实现能力(Python / FastAPI / Docker 优先)。

加分项:

  • 熟悉 Qwen 系列模型 或具备其二次开发 / 推理部署经验;
  • 具备 图文检索系统 / 数据挖掘平台 架构经验;
  • 有大规模数据处理经验(Spark / Ray / Elastic / Milvus);
  • 熟悉智驾数据结构(场景、标签、难例定义等);
  • 有算法评估与可视化工具开发经验。
Bosch

About Bosch

The Bosch Group is a leading global supplier of technology and services. It employs roughly 417,900 associates worldwide (as of December 31, 2024). According to preliminary figures, the company generated sales of 90.5 billion euros in 2024. Its operations are divided into four business sectors: Mobility, Industrial Technology, Consumer Goods, and Energy and Building Technology. With its business activities, the company aims to use technology to help shape universal trends such as automation, electrification, digitalization, connectivity, and an orientation to sustainability. In this context, Bosch’s broad diversification across regions and industries strengthens its innovativeness and robustness. Bosch uses its proven expertise in sensor technology, software, and services to offer customers cross-domain solutions from a single source. It also applies its expertise in connectivity and artificial intelligence in order to develop and manufacture user-friendly, sustainable products. With technology that is “Invented for life,” Bosch wants to help improve quality of life and conserve natural resources. The Bosch Group comprises Robert Bosch GmbH and its roughly 470 subsidiary and regional companies in over 60 countries. Including sales and service partners, Bosch’s global manufacturing, engineering, and sales network covers nearly every country in the world. Bosch’s innovative strength is key to the company’s further development. At 136 locations across the globe, Bosch employs some 86,900 associates in research and development, of which nearly 48,000 are software engineers.

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Industry
IT & Software
Company Size
10,000+ employees
Headquarters
Gerlingen-Schillerhöhe, DE
Year Founded
Unknown
Website
bosch.com
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