Xiaomi Technology

大模型算法研究员-MiMo

Xiaomi Technology  •  Onsite  •  8 days ago
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Job Description

大模型算法研究员-MiMo北京社招全职职位 ID:A212487职位描述1. 创新深度神经网络设计:
- 开发新颖、开拓性的深度神经网络架构,推动深度学习领域的基础研究。
- 针对多模态(文本、图像、语音等)设计优化模型,提高模型的泛化能力和应用性能。
2. 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。。
3. 高质量数据合成与处理:
- 通过数据生成、扩充和重写等方法,创建大规模、高质量的训练数据集。
- 结合指令调优、偏好对齐等技术提升数据质量与模型表现。
4. 强化学习优化:
- 研究并实施基于RLHF/RLAIF的偏好对齐技术,提升模型在多领域的应用能力。
- 探索和优化主动学习、课程学习等有效的大模型训练方法。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。
3. 实战经验:
- 有大型模型训练及优化经验者优先,熟悉 LLM(大语言模型)训练和应用全流程。
- 有影响力的项目经验或相关实习经历者优先。
4. 团队合作与沟通能力:
- 具备优秀的团队协作和沟通能力,能够推动团队共同解决复杂技术问题。
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。
- 对 LLM 的推理和规划有深入 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
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