Xiaomi Technology

高级算法工程师(NLP方向)

Xiaomi Technology  •  Onsite  •  8 days ago
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Job Description

高级算法工程师(NLP方向)北京社招全职职位 ID:A198542职位描述1. 负责 NLP 相关任务的算法建模与优化,包括文本分类、情感分析、实体识别、语义理解、视频内容理解等模块,确保能够快速准确地从海量文本数据中提取有价值的信息,为预警、趋势分析等应用提供坚实技术支撑。
2. 深入研究社媒数据特点,探索适合的 NLP 模型架构与算法策略,针对社媒文本的复杂性(如网络用语、多领域话题交织等),不断改进现有模型,提高模型泛化能力,使其能够应对多样化的社媒渠道数据变化。
3. 进行标注标准制定,协同标注人员构建高质量数据集,为算法训练提供基础数据,同时基于反馈数据持续优化算法效果,以数据驱动算法迭代。
4. 跟踪行业前沿技术动态与研究成果,如将大语言模型,多模态模型等应用于舆情分析场景。
5. 协助开发团队将算法成果工程化落地,确保模型在实际监测系统中的高效稳定运行,参与算法性能的测试与评估工作,及时解决上线过程中出现的技术难题,保障系统稳定性。职位要求1. 计算机科学与技术、统计学、数学、自动化、车辆工程、电子工程等相关专业,拥有8年以上NLP算法开发的经验。
2. 熟练使用CUDA、TensorRT等加速库,具备高性能计算优化经验
3. 熟悉机器学习、深度学习、统计学等算法与大模型的微调技术(如 LoRA)和部署流程,具备 Prompt 调优的经验,能够根据业务需求设计和优化 Prompt,提升模型的性能和输出质量。
4. 集成 Weaviate、Chroma、Pinecone、Milvus 等向量数据库,优化Agent的长期记忆能力,并熟悉 MemGPT、LangMem、Zep 等Memory管理框架,实现高效的Agent记忆存储与检索。
5. 熟悉 Dify、FastGPT 等Agent开发工具,能够阅读和优化其代码。掌握 FlowRAG、LangChain,能够构建高效的检索增强生成系统。
6. 熟悉 MCP协议,具备 Client-Server架构的开发与集成经验。 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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