职位：process automation and system development & integration
职位名称：过程自动化和系统开发集成算法工程师
研究生新职位
*对此职位存在的目的的全面总结Comprehensive summary of what the job exists to accomplish
The Algorithm Engineer will be instrumental in the development and implementation of algorithms and other solutions to complex problems. This could include creating new algorithms, improving and maintaining existing ones and implementing them in software applications or webs within our semiconductor assembly factory. This role aims to enhance manufacturing efficiency, improve quality control, and drive automation processes, leveraging cutting-edge technologies to optimize production workflows.
算法工程师将在复杂问题的算法和其他解决方案的开发和实施中发挥重要作用。这可能包括创建新算法、改进和维护现有算法，以及在我们半导体组装工厂的软件应用程序或网络中实施它们。该职位旨在提高制造效率、改善质量控制并推动自动化流程，利用尖端技术优化生产工作流程。
*此职位的主要义务和职责 Listing of the key duties and responsibilities performed by the job
1. Algorithm Development:
a. Design algorithms and develop strategies to improve performance and address issues of algorithms
b. Provide technical support for algorithm optimizations
2. System Development & Integration:
a. Develop web/software-based system to generate, simulate, or optimize manufacturing processes.
b. Integrate algorithm solutions with existing manufacturing systems and platforms to ensure seamless operation.
c. Collaborate with hardware engineers to ensure compatibility and robustness of computer vision setups.
3. Data Analysis and Model Training:
a. Develop the ETL process for manufacturing data
b. Analyze visual and operational data to identify trends, patterns, and areas for improvement in manufacturing processes.
c. Train and optimize machine learning models using extensive datasets to enhance accuracy and performance.
4. Documentation and Reporting:
a. Create detailed technical documentation for developed algorithms systems, including specifications, user guides, and training materials.
b. Present findings, recommendations, and performance metrics to management and relevant stakeholders clearly and compellingly.
5. Continuous Improvement:
a. Stay abreast of advancements in advanced algorithms and data processing
Propose innovative solutions and process enhancements to maximize efficiency and product quality.
1.算法开发：
a.设计算法并制定策略以提高性能并解决算法问题
b.为算法优化提供技术支持
2.系统开发与集成：
a.开发基于网络/软件的系统来生成、模拟或优化制造流程。
b.将算法解决方案与现有制造系统和平台集成，确保无缝运行。
c.与硬件工程师合作，确保计算机视觉设置的兼容性和稳健性。
3.数据分析和模型训练：
a.开发制造数据的 ETL 流程
b.分析可视化和运营数据，以确定制造流程中的趋势、模式和需要改进的领域。
c.使用广泛的数据集训练和优化机器学习模型，以提高准确性和性能。
4.文档和报告：
a.为开发的算法系统创建详细的技术文档，包括规范、用户指南和培训材料。
b.向管理层和相关利益相关者清晰而令人信服地展示调查结果、建议和绩效指标。
5.持续改进：
a.及时了解高级算法和数据处理的进步
b.提出创新的解决方案和工艺改进，以最大限度地提高效率和产品质量。
教育背景Education
Master’s degree in computer science, data science, mathematics, software engineering or a related field.
计算机科学、数据科学、数学、软件工程或相关领域的硕士学位。
*职位要求的信息或知识范围 Statement of the Informational or conceptual framework required by the Job
1. Proficient in programming languages such as Python, C++, or Java especially its data processing functions. Proficient in ETL process of data
2. Mastery of statistical knowledge and proficient in common data algorithms such as Regression Analysis, Decision Trees, SVM, KNN and Clustering.
3. Experience with front-end and back-end web development and app development is a plus
1. 精通Python、C++、Java等编程语言，尤其是数据处理功能。熟练掌握数据的ETL处理
2. 掌握统计学知识，熟练掌握回归分析、决策树、SVM、KNN、聚类等常用数据算法。
3. 有前端和后端 Web 开发和应用程序开发经验者优先
相关工作经验Experiences
Experienced candidates, Semiconductor Engineering working experience is a plus.
Experience in RPA and system integration or a related field.
有经验的候选人，有半导体工程工作经验者优先。 具有RPA和系统集成或相关领域的经验
其他胜任力Competencies &Soft Skill
1. Good English skill, both written and oral
2. Good teamwork spirit
3. Strong self-learning motivation, good communication skills.
1. 良好的英语书面和口语能力
2. 良好的团队合作精神
3. 自学积极性强，沟通能力好