职位描述
• Monitor ML processes and performances and their impact on the factory
• Tune such models and adapt them continuously
• Explore data, monitoring and helping increase their quality
• Facilitate the communication between HQ team and the plant workers
• 监控机器学习流程与性能及其对工厂的影响
• 持续调整模型并进行适应性优化
• 探索数据,监控并协助提升数据质量
• 促进总部团队与工厂员工之间的沟通
A. Must-have
• Good knowledge of machine learning (ML) models
• Experience in ML models deployment and lifecycle management (MLOps)
• Advanced knowledge of Python, TDD and OOP
• Data visualization expertise
• Advanced knowledge of SQL
• Experience with GIT
• Good communication skills and empathy
• Curiosity
A. 必备条件
• 精通机器学习(ML)模型
• 具备机器学习模型部署与生命周期管理(MLOps)经验
• 精通Python、测试驱动开发(TDD)及面向对象编程(OOP)
• 具备数据可视化专业能力
• 精通SQL
• 熟练使用GIT
• 优秀的沟通能力与同理心
• 保持求知欲
B Required:
• Experience with scientific libraries (pandas, scipy, numpy, jupyter), scikit-learn, statsmodels and related machine learning/stats/data mining packages
• Knowledge of CI/CD
• Experience with Docker
B. 优先条件:
• 掌握科学计算库(pandas/scipy/numpy/jupyter)、scikit-learn、statsmodels及相关机器学习/统计/数据挖掘工具包
• 了解持续集成/持续交付(CI/CD)
• Docker使用经验
C. Desired skills:
• Experience with deep learning
• Experience in Apache Spark
• Working experience with AWS cloud framework and services
• Knowledge of Kubernetes
Core skills:
• Self-organizing ability
• Ability to communicate and collaborate with other team members
• Sharp critical thinking
Is considered a plus:
• Prior experience using agile and scrum
• Previous experience in professional end-to-end ML projects
C. 优先技能:
• 深度学习实践经验
• Apache Spark应用经验
• AWS云框架及服务操作经验
• Kubernetes知识储备
核心能力:
• 自我管理能力
• 团队协作沟通能力
• 敏锐的批判性思维
加分项:
• 敏捷开发与Scrum实践经验
• 专业端到端机器学习项目经验
Required languages English (mandatory) / Italian (nice to have)
Instruction level Master in Computer Science, Physics, Math, Engineering, Statistics or any other data-oriented or coding related disciplines.
PhD is a plus.
Seniority level At least 4 years of experience developing in Python or other languages.
必备语言:英语(必备)/意大利语(加分项)
学历要求:计算机科学、物理学、数学、工程学、统计学或任何数据导向/编程相关学科硕士学位。
博士学位优先。
资历要求:至少4年Python或其他编程语言开发经验。