Pony.ai

算法实习生 - 行为预测

Pony.ai  •  Onsite  •  2 months ago
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Job Description

算法实习生 - 行为预测广州实习职位描述1. 行为预测前沿算法研发: 参与研发下一代端到端或基于大语言模型(LLM)的社会车/行人意图与轨迹预测算法,应对极其复杂的博弈与交互场景;
2. 多模态大模型落地 (Issue Triage): 探索并应用多模态大模型(如视频+点云+文本序列),针对海量路测接管 Case 进行智能分析与自动化诊断(Issue Triage),挖掘并提炼长尾场景(Corner Cases),加速数据闭环;
3. AI Agent 智能体构建: 开发基于大模型的 AI Agent 框架,用于自动化场景仿真、数据自动标注、多智能体交互演练及模型效果的自动化评估;
4. 模型优化与部署: 参与端到端模型或大模型在自动驾驶链路中的微调(SFT/RLHF)、推理加速与轻量化部署,确保算法在实际业务中的高效流转。职位要求1. 在顶级会议或期刊(如 CVPR, ICCV, ECCV, NeurIPS, ICLR, ICRA, IROS 等)有相关论文发表者优先;
2. 在知名轨迹预测公开数据集(如 Waymo Open Dataset, Argoverse, nuScenes 等)挑战赛中取得优异名次者优先;
3. 曾在 ACM-ICPC、NOI/NOIP 等编程竞赛中获奖,或有 Kaggle 比赛经验者优先;
4. 参与过知名开源大模型/多模态模型/Agent 相关的 GitHub 高星项目贡献者优先。 投递
Pony.ai

About Pony.ai

Pony AI Inc. (“Pony.ai”) is a global leader in the large-scale commercialization of autonomous mobility.

Leveraging its vehicle-agnostic Virtual Driver technology, full-stack autonomous driving technology that seamlessly integrates its proprietary software, hardware, and services, Pony.ai is developing a commercially viable and sustainable business model that enables the mass production and deployment of vehicles across transportation use cases.

Founded in 2016, Pony.ai has expanded its presence across China, Europe, East Asia, the Middle East, and other regions, ensuring widespread accessibility to its advanced technology.

Pony.ai is among the first in China to obtain licenses to operate fully driverless vehicles in all four Tier-1 cities in China (Beijing, Guangzhou, Shanghai, Shenzhen) and has begun to offer public-facing, fare-charging robotaxi services without safety drivers in Beijing, Guangzhou and Shenzhen. Pony.ai operates a fleet consisting of over 250 robotaxis.

To date, Pony.ai has driven nearly 45 million autonomous testing and operation kilometers on open roads worldwide.

Industry
IT & Software
Company Size
501-1,000 employees
Headquarters
Fremont, California
Year Founded
2016
Website
pony.ai
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