[上海]应用材料（中国）有限公司

职位：Data Science Intern
发布时间：2024-09-27
工作地点：上海
信息来源：前程无忧(51JOB)
职位类型：全职
职位描述
职能类别:管理培训生
Data Science Intern - Machine Learning for Spares Forecasting
Location: Shanghai

Position Overview:
We are seeking a highly motivated and detail-oriented Data Science Intern to join our team in Shanghai. This position offers a unique opportunity to work closely with our finance and sales teams on a cutting-edge project aimed at revolutionizing our on-demand spares forecast process using machine learning. The successful candidate will have the chance to apply their skills in statistics, Python, and R to develop a prototype model that will enhance the accuracy and efficiency of our forecasting efforts.

Key Responsibilities:
- Analysis of Current Forecast Process: Conduct a thorough analysis of the existing on-demand spares forecast process, identifying areas for potential improvement.
- Research and Evaluation of ML Algorithms: Investigate and assess various machine learning algorithms to determine their suitability for on-demand spares forecasting.
- Model Development: Develop a prototype machine learning model that predicts spares demand based on historical data and other relevant factors for specific global accounts.
- Testing and Refinement: Test and refine the performance of the machine learning model, incorporating feedback from finance, sales, and other key stakeholders.
- Documentation and Presentation: Document the entire process and present your findings to the team and management, providing insights for further discussion and potential implementation.

Qualifications:
- Educational Background: Second-year graduate students are pursuing a degree in Data Science, Statistics, or a related field.
- Technical Skills: Proficiency in Python and R, with a strong understanding of statistical analysis and machine learning algorithms.
- Analytical Skills: Ability to analyze complex processes and identify opportunities for improvement.
- Communication: Strong written and verbal communication skills, capable of presenting complex technical information to non-technical stakeholders.
- Team Collaboration: Ability to work effectively with cross-functional teams, including finance and sales.
- Experience with data modeling and forecasting in a business context.
- Knowledge of the semiconductor industry or experience with spares forecasting is a plus.

What We Offer:
- Hands-on experience in applying machine learning to real-world business challenges.
- Opportunity to work with a diverse and dynamic team in a leading global company.
- Exposure to the latest trends in machine learning within the context of the semiconductor industry.

Internship Duration and Work Schedule:
- Weekly Commitment: Availability to onsite work at least 2-3 days per week
- Internship Duration: The internship is expected to last for six months. 公司简要介绍：
公司名称:应用材料（中国）有限公司
公司类型:外资（欧美）
公司介绍:应用材料公司是材料工程解决方案的领导者，全球几乎每一个新生产的芯片和先进显示器的背后都有应用材料公司的身影。凭借在规模生产的条件下可以在原子级层面改变材料的技术，我们助力客户实现可能。应用材料公司坚信，我们的创新实现更美好的未来。