Bosch

Intelligent Driving Researcher

Shanghai, CN
Python C++ Linux PyTorch AI Machine Learning Deep Learning
Description

智能驾驶闭环端到端研究员_CR

Location: Shanghai, Shanghai, cn

Company 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.

Job Description

  • 基于camera、radar和lidar,研发用于自动驾驶的closed-loop E2E相关算法,例如用于驾驶的two-stage和one-stage模型。
  • 参与车辆上ADAS E2E pipeline的设计与部署,包括上游和下游模块之间的交互。
  • 负责于端到端相关的数据准备和corner case挖掘,支持模型训练于验证。
  • 与博世中国及全球的业务部门合作,进行需求分析、技术转移,并评估新概念的市场吸引力。
  • 在中国范围内侦察、识别和跟踪新技术趋势与新兴技术,分析其对博世研发战略的影响,并识别关键合作伙伴。
  • Research and development of closed-loop E2E related algorithms for autonomous driving, based on camera, radar and lidar, such as two-stage and one-stage models for driving.
  • Participate in the design and deployment of ADAS E2E pipeline on vehicle, with interaction between upstream and downstream modules.
  • In charge of data preparation & corner case mining for E2E model training & validation.
  • Cooperation with Bosch business units in China and worldwide for requirement analysis, technology transfer, and to evaluate market attractiveness of new concepts.
  • Scouting, identification, and tracking of new trends and emerging technologies in China, deriving impacts on Bosch research strategy, and identifying key partners.

Qualifications

  • 拥有计算机科学、电气工程、机电一体化、机械工程或相关专业的优秀硕士学位,博士学历更佳。
  • 在E2E模型领域有扎实的知识,特别是在perception和AI planner方面。
  • 熟悉E2E领域的SOTA方法,例如VAD、PDM-Hybrid、Diffusion Models、sparsedrive、diff-vla等。
  • 对AI planner相关数据集(如NuPlan)有深入理解。
  • 具备E2E ADAS研发经验者优先。
  • 熟悉现代AI框架,如PyTorch、HR HAT。
  • 具有在车载ADAS计算单元上设计和部署perception模块的经验。
  • 熟悉Python或C++。
  • 熟悉Linux操作系统。
  • 具有ADAS传感器(如cameras、radars、LiDARs)相关经验。
  • 具备国际经验者优先。
  • 热爱创新,具备出色的问题解决能力和创业思维。
  • 强大的团队合作精神,能够自主高效地工作。
  • 优秀的沟通能力,英语口语和书面表达流利。
  • Excellent master's degree, ideally PhD, in the field of computer science, electrical engineering, mechatronics, and mechanical engineering or related.
  • Strong knowledge in E2E model domain, especially one-perception and AI planner.
  • Strong knowledge in E2E SOTA methods, such as VAD, PDM-Hybrid, Diffusion Models, sparsedrive, diff-vla.
  • Deep understanding on AI planner datasets, such as NuPlan.
  • Experience on E2E ADAS research & development is a strong plus.
  • Familiarity with modern AI frameworks: Pytorch, OpenMMLab, HR HAT.
  • Experience with designing and deploying perception on onboard ADAS computation unit.
  • Familiarity with Python, or C++.
  • Familiarity with Linux.
  • Experience in ADAS sensors, such as cameras, radars, and LiDARs.
  • International experience is a plus.
  • Passion for innovation, problem-solving & entrepreneurial mindset.
  • Strong team player with an autonomous and efficient working style.
  • Excellent communication skills, fluent in English (oral and written).
Bosch
Bosch

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