Xiaomi Technology

大模型研究和工程实习生-MiMo

Xiaomi Technology  •  Onsite  •  22 days ago
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Job Description

大模型研究和工程实习生-MiMo北京校招实习算法类职位描述1.创新模型结构设计:
- 参与大型语言模型核心架构设计与优化
- 探索Transformer及其变种的改进方案
2. 原生多模态探索:
- 研发原生多模态架构,实现文本、图像、音频等模态信息的深度融合
- 研究多模态对齐技术,实现不同模态的语义一致性
3. 模型推理能力提升:
- 借助强化学习+CoT,提升大语言模型推理能力
- 自研强化学习算法,搭建强化学习训练框架,设计奖励函数、构建环境、优化模型提升性能
4. 大模型训练推理Infra
- 开发和优化大规模分布式训练推理系统
- 优化大模型训练的内存使用和通信效率
5. 科学评测体系构建:
- 构建科学严谨的算法评测方法,系统评估模型的性能
- 探索模型能力的潜在机制,推动模型优化和创新职位要求职位要求
1. 学术能力:
- 精通深度学习、强化学习(RL)、自然语言处理(NLP)等领域,具备创新研究能力
- 在相关领域的国际顶会或期刊发表高质量论文(如 NeurIPS、ICML、CVPR、ICLR、ACL 等)
- 在领域内知名比赛(NOI、IOI、IPhO、ACM、Kaggle 等)中取得优异成绩者优先
2. 编程能力:
- 熟练掌握 Python、C++ 或其他编程语言,具备扎实的数据结构与算法基础
- 熟悉主流深度学习框架(如 PyTorch、TensorFlow),能够高效实现复杂模型
职位要求
1. 学术能力:
- 精通深度学习、强化学习(RL)、自然语言处理(NLP)等领域,具备创新研究能力
- 在相关领域的国际顶会或期刊发表高质量论文(如 NeurIPS、ICML、CVPR、ICLR、ACL 等)
- 在领域内知名比赛(NOI、IOI、IPhO、ACM、Kaggle 等)中取得优异成绩者优先
2. 编程能力:
- 熟练掌握 Python、C++ 或其他编程语言,具备扎实的数据结构与算法基础
- 熟悉主流深度学习框架(如 PyTorch、TensorFlow),能够高效实现复杂模型
加分项
- 熟悉大型模型训练技术,包括预训练、SFT(监督微调)、RLHF&O1(基于人类反馈的强化学习)。
- 在多模态建模(如图像-文本、语音-文本对齐)领域有相关研究经验。
- 有分布式系统和并行计算经验,熟悉CUDA编程或GPU优化技术 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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