Career Area:
EngineeringJob Description:
Your Work Shapes the World at Caterpillar Inc.
When you join Caterpillar, you're joining a global team who cares not just about the work we do – but also about each other. We are the makers, problem solvers, and future world builders who are creating stronger, more sustainable communities. We don't just talk about progress and innovation here – we make it happen, with our customers, where we work and live. Together, we are building a better world, so we can all enjoy living in it.
职位描述(请依照工作主次顺序排列):
1. 根据客户需求,结合客户设备的使用环境和操作习惯,利用后台已有数据,找出数据特征。利用机器学习算法,进行数据分析、数据挖掘,实现零部件故障分析、预测和预测剩余使用寿命。
Based on customer requirement and the customer's equipment usage environment and operating habits, identify data features with the back-office data. Utilize machine learning algorithms for data analysis and data mining to achieve component failure analysis, prediction, and prediction of remaining service life.
2. 负责基本数据清洗,机器学习建模,优化算法模型,提高分析精度和预测准确度,创建可视化报表。
Responsible for basic data cleaning, machine learning algorithm modeling and optimization, improving analysis accuracy and prediction accuracy, and creating visual reports.
3. 利用C++ 或 Python等编程语言,进行算法开发和算法封装,提供接口给系统平台调用。
Use programming languages such as C++or Python to develop and encapsulate algorithms, and provide interfaces for the system platform to call
4. 挖掘潜在项目,如:基于Camera硬件开发算法,利用图像识别或其他技术,计算挖掘机的装载循环时间、满斗率等,实现设备生产力监控;利用大语言模型,开发企业智能助手。
Explore potential projects, such as developing algorithms based on Camera hardware, using image recognition or other technologies to calculate the machine loading cycle time, full bucket rate, etc., and monitor equipment productivity; Develop enterprise intelligent assistants via big language models.
技能和经验要求:
1. 全日制大学本科及以上,硕士更佳。计算机科学、统计学、人工智能、数据分析、物联网工程等理工科相关专业优先
Bachelor's degree or above, Master is better. Priority given to science and engineering related majors such as computer science, statistics, artificial intelligence, data analysis, IoT engineering, etc.
2. 至少熟练掌握一种Python或C/C++等编程语言,会MATLAB/Simulink仿真更佳
Be proficient in at least one programming language such as Python or C/C++,experience in MATLAB/Simulink。
3. 熟练掌握机器学习/深度学习基本算法,如神经网络、随机森林等算法,能根据相关业务逻辑建立机器学习模型
Proficient in machine learning and deep learning algorithms, such as CNN, and be able to do the machine learning mathematical modeling based on relevant business logic.
4. 有机器学习建模、算法优化等相关项目经历优先
Experience in machine learning modeling, algorithm optimization is preferred.
职位亮点:
1. 电子电气零部件软件开发部门,负责采用大数据、机器学习、AIGC等先进技术及方法,为客户提供数据增值服务,帮助代理商实现客户需求,以促进卡特彼勒在中国市场的销售与推广,实现业务的持续增长。
The Electronical Electronics Components and Software Team is responsible for using advanced technologies and methods to provide data value-added services to customers which will meet customer needs, such as big data, machine learning and AIGC.
It can help Caterpillar promotion in the China market, achieving continuous business sales growth.
2. 公司具有全球化公司国际团队的交流、轮岗机会,具有国内外、线上线下丰富的培训资源。在此,你将接触到机械设计、有限元仿真计算、自动驾驶、新能源等各类知识,有机会与各类专家交流与学习,拓展职业方向。
Caterpillar has various opportunities for communication and rotation among global international teams, as well as abundant training resources both domestically and internationally, online and offline. You will be exposed to various knowledge such as mechanical design, FEA simulation, automatic autonomy, new energy, etc., get the opportunity to communicate and learn from various experts, and expand your career direction.
卡特彼勒配备完善的全面薪酬体系,提供有竞争力的现金收入、还提供包括商业保险、心理咨询等多方面的健康和福利保障;注重员工的培训和发展,为员工提供平等、多样化的职业发展机会;追求零伤害,为员工打造安全、舒适的工作环境;建立多样性和包容性的公司文化,组织丰富多彩的员工活动和员工认可,上下同心,帮助客户一起创造更加美好,更可持续的世界。
卡特彼勒是平等机会雇主 (EEO)
Posting Dates:
September 2, 2025 - September 29, 2025Caterpillar is an Equal Opportunity Employer. Qualified applicants of any age are encouraged to apply
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