小米 – Machine Learning Engineer-（Experienced） 职位分析和面试指导

职位描述：

Job Description：
1.Optimize the recommendation quality and user profile in Mi.com website, provide users the best shopping experience；
2.Combine your understanding of product objectives and take full advantage of modern machine learning, NLP and Multimodal techniques to improve the recommendation result metrics；
3.Work with products and DAs, and other engineers to deliver features to drive the experience optimization of products.

职位要求：

Job Requirements：
1. At least 5 years of hands-on experience in recommender systems, with solid understanding of system architecture and core components (e.g., recall, ranking, re-ranking, exploration, cold start);
1.Bachelor degree or above in the field of computer science or a related technical discipline；
2.Proficient coding skills and strong algorithm & data structure basis in Java/Scala；
3.Practical experience in one or more related areas such as NLP, Ads, Search, or Machine Learning；
4.Effective communication and teamwork skills, proficiency in mandarin is a plus, as the role involves collaboration with teams based in China.

招聘部门：

小米

工作地点：

新加坡 ID：A178330

面试建议：

小米正在寻找一名经验丰富的机器学习工程师，专注于提升推荐系统的质量和用户体验。这个职位不仅要求你具备扎实的推荐系统知识，还需要你能够结合NLP和多模态技术来优化推荐结果。面试官很可能会深入考察你在推荐系统各个核心组件（如召回、排序、重排序）中的实战经验，以及你如何利用现代机器学习技术解决实际问题。 为了在面试中脱颖而出，你需要准备具体的项目案例，展示你如何通过算法优化提升推荐效果。同时，由于这个职位需要与中国团队紧密合作，沟通能力也是一个关键考察点。建议你提前复习推荐系统的基础知识，并准备好用Java或 Scala 解释你的代码实现。如果你有NLP或多模态技术的经验，一定要重点突出这些技能，因为它们在这个职位中尤为重要。