GlobalFoundries (GF) is a leading full-service semiconductor foundry providing a unique combination of design, development, and fabrication services to some of the world's most inspired technology companies. With a global manufacturing footprint spanning three continents, GF makes possible the technologies and systems that transform industries and give customers the power to shape their markets. For more information, visit gf.com
Project Title: Alarm IQ - ML deployement for troubleshooting effective of alarms or Advanced Process Control (APC)
Project Objective / Purpose
The Digital Manufacturing team oversees the deployment of consistent and efficient digital infrastructure and data quality to realise digital transformation across the GlobalFoundries Fabs worldwide. As we aspire to increase productivity and agility, AI/ML is becoming an increasingly important tool to derive insights for thousands of tools in the Fab. Digital and analytics lends tremendous potential to optimize cost, increase output and productivity by implementing ML models for troubleshooting effective of alarms or Advanced Process Control (APC).
Project Description
Alarm IQ aims to leverage on ML models to identify signature in FDC data to categorize, perform root cause analysis and propose actions to technicans/engineer to either completely eliminate the alarm from occuring, or the most effective action to address the alarm
Project Outcome
Through internship in Digital Manufacturing, interns gain hands-on experience in dealing with complex datasets, interpreting data with semicon domain knowledges and rolling out solutions that create impact to the organization. Some of the job scope may include:
Using machine learning and other data mining techniques to get insights from massive equipment data
Leveraging LLM or NLP techniques to understand the unstructured data
Working with domain expert to explore and understand the data
Writing production level code in python
Develop POC with product owners to help on the ideation of new GenAI based product
Conduct R&D technology watch/monitoring on the latest approaches in generative AI and agent-based systems
Required Qualifications
Degree in Computer Science/Electrical Engineering / Electronics and Electrical Engineering (EEE)/Information Technology/Data Science and Artificial Intelligence or any related disciplines
Skills in Python programming
Skills in Data Manipulation
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GlobalFoundries is an equal opportunity employer, cultivating a diverse and inclusive workforce. We believe having a multicultural workplace enhances productivity, efficiency, and innovation whilst our employees feel truly respected, valued and heard.
As an affirmative employer, all qualified applicants are considered for employment regardless of age, ethnicity, marital status, citizenship, race, religion, political affiliation, gender, sexual orientation and medical and/or physical abilities.
All offers of employment with GlobalFoundries are conditioned upon the successful completion of background checks, medical screenings as applicable and subject to the respective local laws and regulations.
Information about our benefits you can find here: https://gf.com/about-us/careers/opportunities-asia
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