Xiaomi Technology

大模型算法实习生

Xiaomi Technology  •  Onsite  •  22 days ago
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Job Description

大模型算法实习生武汉校招实习算法类职位描述本岗位将专注于大模型在数据分析领域的核心技术研发与应用落地,具体包括但不限于以下方向:
1. Text-to-SQL 模型研发:优化模型在复杂查询、多表关联等场景下的性能,持续提升在 Bird 等评测集上的表现,兼顾精度与泛化能力。
2. Data Agent 构建:基于实际数据分析场景,设计与实现具备规划、调用、反思能力的智能体解决方案,支撑复杂交互式分析任务。
3. 技术调研与创新应用:跟踪 Data Agent 前沿进展,进行技术预研与原型验证,推动创新技术在产品中落地,打造领先的数据智能体验。
4. 业务落地与工程支持:将模型与解决方案应用于具体业务场景,完成效果调优与性能保障,助力业务提效。
技术方向示例:
1. 探索针对Text-to-SQL任务更有效的SFT、RLHF(如PPO, DPO)算法,构建高质量的领域微调与对齐数据。
2. 研究检索增强(RAG)、思维链(CoT)等技术在Data Agent中的集成应用,提升复杂查询的准确率。
3. 探索端到端的Data Agent训练与评估框架,解决其在多步骤任务中的长期规划与错误纠正难题。
职位要求1. 研究生及以上学历,计算机科学、人工智能、数据科学或相关专业优先;
2.理解大语言模型原理及基础知识(如 GPT、Transformer 等架构);
3.理解常用强化学习算法(如PPO、DPO)及其在大模型对齐中的应用;
4.有使用 LLM 开发框架(如 LangChain、LangGraph 等)的实践经验优先;
5.有基于 RAG 技术的项目经验或相关知识储备优先。 投递
Xiaomi Technology

About Xiaomi Technology

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.

Industry
IT & Software
Company Size
10,000+ employees
Headquarters
Beijing, CN
Year Founded
2010
Website
mi.com
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