顶尖应届-大模型算法工程师(人车协同与风险预测方向)-汽车架构
南京
校招
正式
软件研发类
职位描述
1、构建驾驶行为特征体系,基于车速、加速度、制动、转向、跟车、道路、环境、DMS和驾驶辅助状态等数据,形成可解释的驾驶行为画像; 2、研究高维车端时序数据表征学习方法,构建面向安全风险预测的时序模型; 3、建立驾驶行为与安全事件、能耗表现、整车健康状态之间的关联分析与因果推断框架; 4、研究人工驾驶、辅助驾驶、接管切换等人机协同场景下的风险识别模型; 5、推动模型在安全画像、安全分、风险预警、事故分析、健康管理等业务中的工程化落地; 6、沉淀可复用算法组件、技术文档、论文与专利。
职位要求
1、计算机科学、人工智能、统计学、交通工程、车辆工程、自动化等相关专业,博士优先; 2、熟悉机器学习、深度学习、时序建模、因果推断、异常检测、多模态融合等方向; 3、熟悉Python、PyTorch、TensorFlow等模型开发工具,具备真实数据建模和工程验证能力; 4、对智能汽车、车联网、辅助驾驶、人机协同、安全风险建模有研究基础者优先; 5、具备较强的问题抽象、论文/专利产出、跨团队沟通和工程落地能力。
职位信息
课题名称及内容:
【课题名称】 人车协同驾驶行为智能感知与安全风险预测(风险预测和主动干预) 【课题内容】 本课题面向量产车真实运行场景,基于海量车端时序数据、DMS/驾驶辅助状态、道路环境、事故/险情记录等数据,研究人车协同场景下的驾驶行为表征、事故/安全风险发生前的预测与主动干预方法。重点解决现有安全分和驾驶行为标签偏规则化、事后化、单维化的问题,形成行为识别-风险模式发现-安全风险预测-原因解释-干预建议-业务验证的模型闭环,支撑用户安全画像、驾驶适任性、风险预警、能耗优化、整车健康与保险风控等业务场景。
投递

Xiaomi Corporation was founded in April 2010 and listed on the Main Board of the Hong Kong Stock Exchange on July 9, 2018 (1810.HK). Xiaomi is a consumer electronics and smart manufacturing company with smartphones and smart hardware connected by an IoT platform at its core.
Embracing our vision of “Make friends with users and be the coolest company in the users’ hearts”, Xiaomi continuously pursues innovations, high-quality user experience and operational efficiency. The company relentlessly builds amazing products with honest prices to let everyone in the world enjoy a better life through innovative technology.
Xiaomi is one of the world's leading smartphone companies. The company has also established the world’s leading consumer AIoT (AI+IoT) platform,reached 558 million smart devices connected to its platform (excluding smartphones,laptops and tablets) as of September 30 2022. Xiaomi products are present in more than 100 countries and regions around the world. In August 2022, Xiaomi was included in the Fortune Global 500 list for the fourth year in a row, ranking 266th. The company is the fastest-rising Chinese technology conglomerate during the four-year period.
Xiaomi is a constituent of the Hang Seng Index, Hang Seng China Enterprises Index, Hang Seng TECH Index and Hang Seng China 50 Index.