Bosch

深度学习模型量化与压缩_XC

Bosch  •  Shanghai, CN (Onsite)  •  1 month ago
Apply
AI can make mistakes so check important info. Chat history is never stored.

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.

主要工作内容:

  1. 模型量化与压缩:
    1. 开发并实现前沿技术,对深度学习模型进行量化和压缩,以优化模型在嵌入式芯片上的性能。
    2. 基于实验依据在模型精度、大小和推理速度之间做权衡,给出优化方向。
    3. 在后训练量化(Post-training Quantization)、量化感知训练(Quantization-Aware Training)以及剪枝(Pruning)等领域有深入理解。
  2. 嵌入式系统部署:
    1. 调整并部署深度学习模型至嵌入式平台,确保硬件资源的高效利用。
    2. 针对特定硬件加速器优化模型耗时。
  3. 性能分析:
    1. 对模型进行性能分析,识别瓶颈并实施策略,提升实时推理能力。
    2. 使用工具和框架调试和优化嵌入式设备上的神经网络性能。

Qualifications

  • 学历背景:

    计算机科学、电气工程或相关领域的硕士及以上学位。
  • 工作经验:

    至少5年深度学习领域的经验,尤其在模型量化与压缩方面。
  • 技术技能:
    • 熟练掌握 Python 和 C++。
    • 熟悉 PyTorch 和 TensorFlow 等深度学习框架。
    • 在后训练量化和量化感知训练技术方面有丰富实践经验。
    • 掌握剪枝、知识蒸馏和低秩分解等模型压缩技术。
    • 深刻理解嵌入式系统限制及GPU、NPU等硬件加速器的应用经验。
  • 领域知识:
    • 有自动驾驶行业经验者优先。
    • 熟悉ADAS系统和感知算法优先。
  • 加分项:
    • 有使用NVIDIA TensorRT、TVM 或 PyTorch FX 等优化工具的经验。
    • 了解实时系统与嵌入式软件开发。
    • 在地平线芯片或者高通芯片部署过模型
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.

Instagram: https://www.instagram.com/boschglobal/

Facebook: https://www.facebook.com/BoschGlobal

Glassdoor: https://bit.ly/3raTZnH

Imprint: www.bosch.com/corporate-information

Privacy statement: https://www.bosch.com/data-protection-notice-bosch-linkedin/

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