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職位描述（請依照工作主次順序排列）：
1. 根據客戶需求，結合客戶設備的使用環境和操作習慣，利用后臺已有數據，找出數據特征。利用機器學習算法，進行數據分析、數據挖掘，實現零部件故障分析、預測和預測剩余使用壽命。
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. 負責基本數據清洗，機器學習建模，優化算法模型，提高分析精度和預測準確度，創建可視化報表。
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等編程語言，進行算法開發和算法封裝，提供接口給系統平臺調用。
Use programming languages such as C or Python to develop and encapsulate algorithms, and provide interfaces for the system platform to call
4. 挖掘潛在項目，如：基于Camera硬件開發算法，利用圖像識別或其他技術，計算挖掘機的裝載循環時間、滿斗率等，實現設備生產力監控；利用大語言模型，開發企業智能助手。
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.

技能和經驗要求：
1． 全日制大學本科及以上，碩士更佳。計算機科學、統計學、人工智能、數據分析、物聯網工程等理工科相關專業優先
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． 至少熟練掌握一種Python或C/C 等編程語言，會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． 熟練掌握機器學習/深度學習基本算法，如神經網絡、隨機森林等算法，能根據相關業務邏輯建立機器學習模型
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． 有機器學習建模、算法優化等相關項目經歷優先
Experience in machine learning modeling, algorithm optimization is preferred.

職位亮點：
1. 電子電氣零部件軟件開發部門，負責采用大數據、機器學習、AIGC等先進技術及方法，為客戶提供數據增值服務，幫助代理商實現客戶需求，以促進卡特彼勒在中國市場的銷售與推廣，實現業務的持續增長。
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國際團隊的交流、輪崗機會，具有國內外、線上線下豐富的培訓資源。在此，你將接觸到機械設計、有限元仿真計算、自動駕駛、新能源等各類知識，有機會與各類專家交流與學習，拓展職業方向。
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.

卡特彼勒配備完善的全面薪酬體系，提供有競爭力的現金收入、還提供包括商業保險、心理咨詢等多方面的健康和福利保障；注重員工的培訓和發展，為員工提供平等、多樣化的職業發展機會；追求零傷害，為員工打造安全、舒適的工作環境；建立多樣性和包容性的公司文化，組織豐富多彩的員工活動和員工認可，上下同心，幫助客戶一起創造更加美好，更可持續的世界。
卡特彼勒是平等機會雇主 (EEO)