QCraft AI

模型量化实习生

QCraft AI  •  Remote  •  1 day ago
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Job Description

模型量化实习生
北京、苏州
社招
实习
互联网 / 电子 / 网游 - 研发
职位描述
我们需要一位有边缘ai场景下模型量化部署项目、模型量化调优经历及ai提效经验的实习生,你将负责解决模型在量产芯片上部署时的量化精度问题、优化耗时问题、使用ai探索模型量化导出流程新范式,保障模型在地平线、英伟达、高通等平台上的精度与性能平衡
岗位职责
1.负责自动驾驶感知模型(CNN/Transformer/E2E)在目标芯片平台上的INT8/INT16/FP16量化,包括但不限于训练后量化(PTQ)、量化感知训练(QAT)等
2.探索QDQ插入及计算图融合机制
3.探索前沿的量化敏感层分析工具和混合精度调优方法
4.利用ai探索量化导出适配流程的自动化和规范化
5.跟踪最新量化、模型压缩技术进展
上述岗位职责可按照兴趣自选
职位要求
任职要求
1.硕士以上学历,实习时长不小于六个月
2.理解深度学习原理,有模型量化/剪枝/蒸馏/NAS相关科研或项目经验,要求深入理解量化基本原理,熟悉常见的量化优化算法,有量化精度掉点排查经验为加分项
3.熟悉常见的神经网络结构,包括CNN/Transformer,熟悉自动驾驶领域的感知模型BEV/OCC为加分项
4.有神经网络模型训练和量化调优实践的项目经验,熟悉python编程,熟悉至少一种深度学习框架,例如PyTorch或TensorFlow,有QAT实践经验为加分项
5.熟悉地平线、英伟达、高通等至少一种量化工具链,基于该工具链有落地demo项目为加分项
你将获得
1.有竞争力的实习薪资以及实习经历背书
2.直接参与最前沿的自动驾驶模型落地项目,接触主流芯片平台(地平线、英伟达、高通等)量化部署全流程
投递
QCraft AI

About QCraft AI

Established in 2019, QCraft, a world-leading provider of general autonomous driving (AD) solutions, owns a "light, responsive, and efficient" team in full-stack autonomous driving and creates high-efficiency methodology "Gigafactory for Autonomous Driving". With data-driven approaches and efficiency improvement at its core, it delivers efficient deployment and iteration of autonomous driving.

Under a "safety+" strategy, QCraft encodes safety into product R&D, branding and sustainable development. Committed to "Bringing Autonomous Driving into real life" and based on extensive experience in L4 technology and L2++ mass production, QCraft relentlessly promotes the technical and commercial implementation from L2++ to L3 and L4, approaching towards the higher level of autonomous driving.

Industry
IT & Software
Company Size
51-200 employees
Headquarters
California
Year Founded
2019
Website
qcraft.ai
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