Xiaomi
Posted 2mo ago

自动驾驶-算法优化工程师

Xiaomi
Beijing, Beijing, China
OnsiteFull Time
Responsibilities
  • optimizing algorithms
  • designing models
  • accelerating training
Requirements
  • Experience optimizing autonomous driving algorithms
  • Expertise in model quantization
  • Compression
  • Pruning
  • Distillation
  • AutoML
  • CNN and Transformer architectures
  • Python development
  • Strong research or competition record preferred
Technical tools mentioned
PythonAutoML

Job description

1、承担自动驾驶算法的有损优化研发,运用算法-硬件协同设计、网络结构深度优化、训练流程加速、模型量化压缩、MTP投机采样等先进通用技术,为业务团队精心打造并提供高效的训练部署最优方案与实践经验,助力业务高效推进。
2、专注于模型轻量化结构的创新设计与性能雕琢,研发在效果、模型大小、计算量以及功耗等综合性能方面均位居业界前列的预训练模型,引领技术发展潮流。
3、投入模型加速领域的研发,涵盖模型量化、投机采样、模型压缩、模型剪枝、模型蒸馏、网络架构搜索与创新设计等方向,确保模型在效果与运行速度上达到最佳平衡,满足车端需求。
4、开展模型架构的深度探索,包括但不限于Scaling Law、MoE、Transformer、高效训推框架以及基座模型训练等前沿领域,开拓技术边界,为自动驾驶技术突破提供核心支持 。

1、熟悉主流自动驾驶算法,熟悉CNN,Transformer以及优化架构原理
2、有AutoML、模型量化,蒸馏等相关经验
3、熟悉Python开发、算法和数据结构
4、具备扎实的研发功底,有在相关领域(IJCV、PAMI、CVPR、ICCV、ECCV、NIPS、AAAI 等)发表论文者优先;或在相关领域竞赛(ImageNet、COCO、Kitti、Waymo、nuScenes等等)中取得较好成绩者优先。

About Xiaomi

Designs and manufactures smartphones, consumer electronics, and smart hardware.

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