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職位：process automation and system development & integration
職位名稱：過程自動(dòng)化和系統(tǒng)開發(fā)集成算法工程師
研究生新職位
*對(duì)此職位存在的目的的全面總結(jié)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.
算法工程師將在復(fù)雜問題的算法和其他解決方案的開發(fā)和實(shí)施中發(fā)揮重要作用。這可能包括創(chuàng)建新算法、改進(jìn)和維護(hù)現(xiàn)有算法，以及在我們半導(dǎo)體組裝工廠的軟件應(yīng)用程序或網(wǎng)絡(luò)中實(shí)施它們。該職位旨在提高制造效率、改善質(zhì)量控制并推動(dòng)自動(dòng)化流程，利用尖端技術(shù)優(yōu)化生產(chǎn)工作流程。
*此職位的主要義務(wù)和職責(zé) 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.算法開發(fā)：
a.設(shè)計(jì)算法并制定策略以提高性能并解決算法問題
b.為算法優(yōu)化提供技術(shù)支持
2.系統(tǒng)開發(fā)與集成：
a.開發(fā)基于網(wǎng)絡(luò)/軟件的系統(tǒng)來生成、模擬或優(yōu)化制造流程。
b.將算法解決方案與現(xiàn)有制造系統(tǒng)和平臺(tái)集成，確保無縫運(yùn)行。
c.與硬件工程師合作，確保計(jì)算機(jī)視覺設(shè)置的兼容性和穩(wěn)健性。
3.數(shù)據(jù)分析和模型訓(xùn)練：
a.開發(fā)制造數(shù)據(jù)的 ETL 流程
b.分析可視化和運(yùn)營(yíng)數(shù)據(jù)，以確定制造流程中的趨勢(shì)、模式和需要改進(jìn)的領(lǐng)域。
c.使用廣泛的數(shù)據(jù)集訓(xùn)練和優(yōu)化機(jī)器學(xué)習(xí)模型，以提高準(zhǔn)確性和性能。
4.文檔和報(bào)告：
a.為開發(fā)的算法系統(tǒng)創(chuàng)建詳細(xì)的技術(shù)文檔，包括規(guī)范、用戶指南和培訓(xùn)材料。
b.向管理層和相關(guān)利益相關(guān)者清晰而令人信服地展示調(diào)查結(jié)果、建議和績(jī)效指標(biāo)。
5.持續(xù)改進(jìn)：
a.及時(shí)了解高級(jí)算法和數(shù)據(jù)處理的進(jìn)步
b.提出創(chuàng)新的解決方案和工藝改進(jìn)，以最大限度地提高效率和產(chǎn)品質(zhì)量。
教育背景Education
Master’s degree in computer science, data science, mathematics, software engineering or a related field.
計(jì)算機(jī)科學(xué)、數(shù)據(jù)科學(xué)、數(shù)學(xué)、軟件工程或相關(guān)領(lǐng)域的碩士學(xué)位。
*職位要求的信息或知識(shí)范圍 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等編程語言，尤其是數(shù)據(jù)處理功能。熟練掌握數(shù)據(jù)的ETL處理
2. 掌握統(tǒng)計(jì)學(xué)知識(shí)，熟練掌握回歸分析、決策樹、SVM、KNN、聚類等常用數(shù)據(jù)算法。
3. 有前端和后端 Web 開發(fā)和應(yīng)用程序開發(fā)經(jīng)驗(yàn)者優(yōu)先
相關(guān)工作經(jīng)驗(yàn)Experiences
Experienced candidates, Semiconductor Engineering working experience is a plus.
Experience in RPA and system integration or a related field.
有經(jīng)驗(yàn)的候選人，有半導(dǎo)體工程工作經(jīng)驗(yàn)者優(yōu)先。 具有RPA和系統(tǒng)集成或相關(guān)領(lǐng)域的經(jīng)驗(yàn)
其他勝任力Competencies &Soft Skill
1. Good English skill, both written and oral
2. Good teamwork spirit
3. Strong self-learning motivation, good communication skills.
1. 良好的英語書面和口語能力
2. 良好的團(tuán)隊(duì)合作精神
3. 自學(xué)積極性強(qiáng)，溝通能力好