AI & Data Analysis Engineer (Dept: AQSD, Div: IMC)

Job updated 28 days ago

Job Description

Established in 1987 and headquartered in Taiwan, TSMC pioneered the pure-play foundry business model with an exclusive focus on manufacturing its customers’ products. In 2023, the company served 528 customers with 11,895 products for high performance computing, smartphones, IoT, automotive, and consumer electronics, and is the world’s largest provider of logic ICs with annual capacity of 16 million 12-inch equivalent wafers. TSMC operates fabs in Taiwan as well as manufacturing subsidiaries in Washington State, Japan and China, and its ESMC subsidiary plans to begin construction on a fab in Germany in 2024. In Arizona, TSMC is building three fabs, with the first starting 4nm production in 2025, the second by 2028, and the third by the end of the decade.

Advanced Quality System Development (AQSD) is part of TSMC's Intelligent Manufacturing Center (IMC), responsible for three main directions:

  1. Use statistical methods and conditional monitoring to inspect fab control charts, providing early warning of abnormal product yields; offer a fab defense system settings comparison platform to check that machines meet the internal control anomaly conditions set by the engineering department.
  2. Develop online fab analysis platforms through Big Data, Machine Learning, and Deep Learning techniques for online yield/defect analysis to ensure the quality of wafers produced in the fab.
  3. Develop systems and provide logical operations to control and implement escape mechanisms for material batch changes, measurement stages, and inspection stages, ensuring quality and optimizing product sampling rules.

Responsibilities:

  1. Apply machine learning/optimization algorithm to build up models for optimizing semiconductor production.
  2. Develop analysis and optimization methods to enhance product quality, increase tool productivity and improve people productivity.
  3. Design, develop and test prediction models with real applications in manufacturing.
  4. Build a flexible framework to speed up the development process of AI models, with a focus on Large Language Models (LLMs) serving.
  5. Turn exciting AI prototypes/ideas into products, leveraging LLMs and other advanced AI technologies.
  6. Develop next-generation AI backend systems related to large-scale real-time data access, collection, analytics and monitoring.
  7. Establish and maintain MLops processes and tools, including model deployment, monitoring, and automation.
  8. Continuously improve the quality of AI production systems, particularly those utilizing LLMs.

        Requirements

        1. Master's Degree or above in an engineering field such as Mechanical Engineering, Electrical Engineering, Industry Engineering, Engineering Management, Computer science, Information Engineering.
        2. Exhibit good and open communication skills, be able to work within cross-functional teams, including internal and external partners.
        3. Fluent in English.
        4. No prior work experience needed.
        5. Practical or research experiences in machine learning/data science/data engineering/LLM preferred.

        Work Location: Longtan, Hsinchu, Taichung, Tainan

        On-Call Needs:
        Newcomers do not need to be on duty for the first six months.On call for 1 week every 3 months.

        Diversity, Equity and Inclusion (DE&I) reflects TSMC’s core values and business philosophy and is essential for our future success. Our commitment to DE&I allows us to create an environment where every employee, regardless of gender, age, disability, religion, race, ethnicity, nationality, political affiliation, or sexual orientation, can bring their unique perspective and experiences to work, enabling us to drive profitability, increase productivity, and unleash innovation. To strive to create a workplace that is equitable and accessible to all employees, we also provide reasonable accommodations for qualified individuals with disabilities. We are committed to fostering an inclusive culture where every employee feels valued and empowered to contribute to our mission and provide excellent service to our global customers.

        1
        No requirement for relevant working experience
        Negotiable
        Managing staff numbers: not specified
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        About us

        Established in 1987, TSMC is the world's first dedicated semiconductor foundry. As the founder and a leader of the Dedicated IC Foundry segment, TSMC has built its reputation by offering advanced and "More-than-Moore"​ wafer production processes and unparalleled manufacturing efficiency. From its inception, TSMC has consistently offered the foundry segment's leading technologies and TSMC COMPATIBLE® design services.

        TSMC has consistently experienced strong growth by building solid partnerships with its customers, large and small. IC suppliers from around the world trust TSMC with their manufacturing needs, thanks to its unique integration of cutting-edge process technologies, pioneering design services, manufacturing productivity and product quality.

        The company's total managed capacity reached above 9 million 12-inch equivalent wafers in 2015. TSMC operates three advanced 12-inch wafer fabs, four eight-inch wafer fabs, one six-inch wafer fab (fab 2) and two backend fabs (advanced backend fab 1 and 2). TSMC also manages two eight-inch fabs at wholly owned subsidiaries: WaferTech in the United States and TSMC China Company Limited. TSMC also obtains eight-inch wafer capacity from other companies in which the Company has an equity interest.

        TSMC is listed on the Taiwan Stock Exchange (TWSE) under ticker number 2330, and its American Depositary Shares trade on the New York Stock Exchange (NYSE) under the symbol "TSM"​.

        台積公司是全世界最大的專業積體電路製造服務公司。台積公司在民國七十六年成立於台灣新竹科學工業園區,並開創了專業積體電路製造服務商業模式。

        領先的技術、卓越的製造,以及對於研發及產能投資的持續承諾,讓我們能夠在行動裝置、高效能運算、物聯網與車用半導體領域掌握商機。

        台積公司的全球總部位於新竹科學園區,在北美、歐洲、日本、中國大陸、南韓、印度等地均設有子公司或辦事處,提供全球客戶即時的業務和技術服務。


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