数据科学家
发布于 大约 15 小时前普通员工/个人贡献者
AI 估算 · 30k–50k
AI领域需求旺盛，新加坡科技公司薪资竞争力强，小米作为大型互联网公司提供有竞争力的薪酬。
职位详情
关于这个职位
We are seeking a Data Scientist to apply statistical, machine learning, and deep learning techniques to solve complex business problems and conduct cutting-edge research in data modeling and algorithms.
最低要求
Master's or PhD degree preferred; background in Computer Science or Mathematics.
工作职责
Use statistics, machine learning, and deep learning algorithms to solve complex business problems.
AI 洞察
优缺点分析
优点
- Work on cutting-edge AI technologies with a global tech giant.
- Opportunity to apply research to real-world products.
- Collaborate with top talent in a multicultural environment.
- High expectations for academic background and technical expertise.
- May require keeping up with rapidly evolving AI techniques.
- Working in Singapore may demand adaptation to a new culture and work style.
- Ideal for recent PhD or Master graduates with strong quantitative skills and a passion for AI.
缺点 / 挑战
暂无明显挑战项
角色解读
- Progress from an individual contributor to a senior data scientist or team lead.
- Opportunity to move into specialized AI research or product roles.
- Potential to lead AI initiatives within the company.
- Apply statistical, machine learning, and deep learning algorithms to solve complex business problems.
- Implement AI algorithms in challenging real-world scenarios.
- Conduct research in data modeling and algorithm development.
- Strong foundation in probability and statistics, with the ability to extract insights from data.
- Proficiency in machine learning and deep learning frameworks such as TensorFlow, Torch, Caffe, or MxNet.
- Experience with NLP is a plus.
申请策略
- Research Xiaomi's AI initiatives in Singapore to align your application.
- Prepare to discuss how your expertise can solve business problems.
- Highlight your experience with machine learning and deep learning projects, especially any practical applications.
- Emphasize your research publications or academic achievements.
- Showcase your proficiency with popular DL frameworks like TensorFlow or PyTorch.
- Include any NLP or data analysis experience.
- Brush up on advanced statistical methods and model evaluation techniques.
- Familiarize yourself with the latest research in deep learning and NLP.
面试指南
- Use the STAR method to structure your answers, focusing on specific tasks, actions, and results.
- Demonstrate your problem-solving process and quantitative reasoning.
- Explain a recent machine learning project and the impact it had.
- How do you handle imbalanced datasets?
- Describe your experience with deep learning frameworks.
- What is your approach to feature engineering?
- How would you apply NLP to a customer service scenario?
- Review core ML algorithms and be ready to derive them mathematically.
职位点评
Cutting-edge AI research role at Xiaomi Singapore, with strong development opportunities but limited work-life balance information.
从薪资福利、成长空间、工作节奏和岗位方向综合评估，方便横向比较。
薪资福利
The salary is not disclosed, but data scientists in Singapore typically earn competitive salaries.
成长发展
The role involves cutting-edge machine learning and deep learning research, offering significant technical growth.
工作生活
The role is based in Singapore with no explicit work-life balance policies mentioned.
使命价值
AI is a high-growth field with positive industry impact, although the social impact is not explicitly stated.