Xiaomi Technology

高级算法工程师

Xiaomi Technology  •  Onsite  •  8 days ago
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Job Description

高级算法工程师北京社招全职职位 ID:A229937职位描述1. 负责排线、道口均衡、配载均衡等模型的开发与优化工作,通过先进的算法设计,解决多供应商、多工厂入厂运输过程中的复杂问题,提高运输效率,降低运输成本。
2. 针对场内排产、排程、VDC路径规划等场景,开发高效的算法模型,确保工厂内部物流运作的顺畅和高效,满足生产计划和调度的要求。
3. 负责库存优化算法的开发与实施,通过数据分析和建模,优化库存水平,降低库存成本,同时确保供应链的稳定性和响应能力。
4. 与供应链管理、物流运营、生产计划等部门紧密合作,深入了解业务需求,确保算法模型能够有效支持业务目标的实现。
5. 跟踪国内外供应链物流领域的最新算法研究成果和技术动态,结合公司业务需求,探索新的算法应用方向和技术创新点。职位要求1. 计算机、数学、统计学或人工智能等相关专业硕士学历以上;博士优先。有工厂域排产排程经验者优先。
2. 熟练掌握运筹学、数学建模、优化算法等基础知识,具备扎实的数学功底和逻辑思维能力。
3. 精通Python、Java等编程语言,熟悉常用数据结构和算法。
4. 熟悉机器学习、深度学习、运筹优化、统计学等算法,了解大模型相关理论,有大模型部署、微调经验,熟悉Qwen、ChatGPT、InternVL等大模型。
5. 熟悉大模型(如 LLM)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。
6. 熟悉数据挖掘和大数据处理工具(如Hadoop、Hive、Spark),熟练使用算法框架(如TensorFlow、PyTorch)和优化工具(如Gurobi、Ortools)。
7. 具备在复杂业务场景下独立开展算法项目的能力,能够从问题定义、数据收集与分析、模型构建与优化到实际部署的全流程进行有效推进。 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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