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職位描述（請(qǐng)依照工作主次順序排列）：
1. 根據(jù)客戶需求，結(jié)合客戶設(shè)備的使用環(huán)境和操作習(xí)慣，利用后臺(tái)已有數(shù)據(jù)，找出數(shù)據(jù)特征。利用機(jī)器學(xué)習(xí)算法，進(jìn)行數(shù)據(jù)分析、數(shù)據(jù)挖掘，實(shí)現(xiàn)零部件故障分析、預(yù)測(cè)和預(yù)測(cè)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(fù)責(zé)基本數(shù)據(jù)清洗，機(jī)器學(xué)習(xí)建模，優(yōu)化算法模型，提高分析精度和預(yù)測(cè)準(zhǔn)確度，創(chuàng)建可視化報(bào)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(yǔ)言，進(jìn)行算法開發(fā)和算法封裝，提供接口給系統(tǒng)平臺(tái)調(diào)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(xiàng)目，如：基于Camera硬件開發(fā)算法，利用圖像識(shí)別或其他技術(shù)，計(jì)算挖掘機(jī)的裝載循環(huán)時(shí)間、滿斗率等，實(shí)現(xiàn)設(shè)備生產(chǎn)力監(jiān)控；利用大語(yǔ)言模型，開發(fā)企業(yè)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(jīng)驗(yàn)要求：
1． 全日制大學(xué)本科及以上，碩士更佳。計(jì)算機(jī)科學(xué)、統(tǒng)計(jì)學(xué)、人工智能、數(shù)據(jù)分析、物聯(lián)網(wǎng)工程等理工科相關(guān)專業(yè)優(yōu)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(yǔ)言，會(huì)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(jī)器學(xué)習(xí)/深度學(xué)習(xí)基本算法，如神經(jīng)網(wǎng)絡(luò)、隨機(jī)森林等算法，能根據(jù)相關(guān)業(yè)務(wù)邏輯建立機(jī)器學(xué)習(xí)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(jī)器學(xué)習(xí)建模、算法優(yōu)化等相關(guān)項(xiàng)目經(jīng)歷優(yōu)先
Experience in machine learning modeling, algorithm optimization is preferred.

職位亮點(diǎn)：
1. 電子電氣零部件軟件開發(fā)部門，負(fù)責(zé)采用大數(shù)據(jù)、機(jī)器學(xué)習(xí)、AIGC等先進(jìn)技術(shù)及方法，為客戶提供數(shù)據(jù)增值服務(wù)，幫助代理商實(shí)現(xiàn)客戶需求，以促進(jìn)卡特彼勒在中國(guó)市場(chǎng)的銷售與推廣，實(shí)現(xiàn)業(yè)務(wù)的持續(xù)增長(zhǎng)。
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(guó)際團(tuán)隊(duì)的交流、輪崗機(jī)會(huì)，具有國(guó)內(nèi)外、線上線下豐富的培訓(xùn)資源。在此，你將接觸到機(jī)械設(shè)計(jì)、有限元仿真計(jì)算、自動(dòng)駕駛、新能源等各類知識(shí)，有機(jī)會(huì)與各類專家交流與學(xué)習(xí)，拓展職業(yè)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(jìng)爭(zhēng)力的現(xiàn)金收入、還提供包括商業(yè)保險(xiǎn)、心理咨詢等多方面的健康和福利保障；注重員工的培訓(xùn)和發(fā)展，為員工提供平等、多樣化的職業(yè)發(fā)展機(jī)會(huì)；追求零傷害，為員工打造安全、舒適的工作環(huán)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(dòng)和員工認(rèn)可，上下同心，幫助客戶一起創(chuàng)造更加美好，更可持續(xù)的世界。
卡特彼勒是平等機(jī)會(huì)雇主 (EEO)