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Senior Data Scientist(J103181)
Starbucks China · 广东省·深圳市·福田区
About The Role
ML Solution Design & Deliver
- ◆ Design and implement machine learning solutions aligned with business requirements and data technology roadmap
- ◆ Independently drive end-to-end delivery of ML projects, from data processing to model deployment
- ◆ Select appropriate modeling approaches and engineering solutions for different use cases
Model Engineering & System Implementation
- ◆ Develop, optimize, and deploy machine learning models into production environments
- ◆ Build and maintain model inference services and data pipelines
- ◆ Ensure system reliability, scalability, and performance for ML applications
Technical Execution & Exploration
- ◆ Conduct PoC independently to evaluate new approaches and technologies (e.g., LLM
- applications)
- ◆ Continuously improve model performance and engineering efficiency
- ◆ Stay up to date with emerging AI/ML technologies and apply them when appropriate
Collaboration & Communication
- ◆ Work closely with business stakeholders and cross-functional teams to translate requirements into technical solutions
- ◆ Communicate technical concepts effectively in business-friendly language
- Provide technical support for multiple internal use cases
- ◆ Oversees training and development of partners directly and indirectly managed and makes
- effective staffing decisions.
- ◆ Provides coaching, direction and leadership support to team members in order to achieve
- partner, business and customer results.
- ◆ Strong programming skills in Python
- ◆ Strong experience with machine learning frameworks (e.g., scikit-learn, XGBoost, PyTorch)
- ◆ Solid knowledge of data processing and feature engineering (pandas, numpy)
- ◆ Proficiency in SQL and experience with relational databases
- ◆ Experience deploying ML models or building inference systems in production
- ◆ Experience with LLM applications (e.g., RAG, prompt engineering, LLM integration)
- ◆ Experience in retail / catering / consumer-related industries
- ◆ Knowledge of time-series forecasting or attribution modeling
- ◆ Familiarity with distributed data processing or big data frameworks
- ◆ Experience with visualization tools (Tableau, Power BI)
- ◆ Familiar with Git and standard software development practices
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