(高级)AI模型部署专家_XC-CP
Location: Shanghai, Shanghai, cn
Company Description
Job Description
- 负责将训练框架转换后的AI模型(如E2E、VLM、BEV、occupancy、NLP等)部署到基于QNX/Linux/Android的嵌入式环境中,以支持AI座舱或自动驾驶产品的运行。
- 解决AI模型部署过程中遇到的技术问题,包括工具链、编译、集成和运行等
- 与芯片供应商积极沟通和解决遇到的问题
- 研究和评估不同硬件平台和软件框架,为不同的计算场景选择最佳技术方案
- 与基础软件团队合作,基于芯片硬件资源和软件架构优化设计,确保算法在整体系统中的有效集成和性能表现
- 与算法团队合作,支持算法工程师优化模型,包括模型压缩、量化、剪枝、蒸馏等,降低模型大小和计算复杂度
Qualifications
- 计算机科学,软件工程,人工智能或相关电子类专业本科及以上学历,计算机知识扎实
- 三年以上AI模型部署经验,具备汽车自动驾驶或AI座舱实际项目经验
- 熟悉自动驾驶常用AI模型,有深度学习模型部署、性能优化经验优先
- 熟悉异构计算,对CPU/DSP/GPU/NPU等计算资源有深刻的理解,开发和优化高效的通信和同步方案,确定芯片算力瓶颈等
- 有端侧AI芯片上部署模型的经验者优先,如高通SA8255/英伟达Orin/地平线J6等,熟悉QNN/OpenCL/TensorRT/CUDA等相关技术栈者优先
- 了解或熟悉常见的深度学习框架(如PyTorch、TensorFlow等),熟悉CNN, Transformer等深度学习基础知识
- 精通嵌入式端软件SDK交叉编译、集成、开发和调试
- 熟悉Linux/QNX操作系统,包括任务调度,内存管理等
- 熟悉C++/Python编程语言
- 无障碍阅读英文芯片手册和技术文档,prefer口语能交流
- 快速学习能力强,自我驱动力强,乐于分享和帮助他人
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