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Snr / Product Engineer (Advance Data Analytics) - HBM

Job post no longer accepts applications

MICRON SEMICONDUCTOR ASIA OPERATIONS PTE. LTD.
20 days ago
Posted date
20 days ago
N/A
Minimum level
N/A
As a key team member within the HIG HBM Product Engineering Advanced Data Analytics team, you will spearhead and develop a high-performing team to drive initiatives that significantly enhance yield and quality through advanced data analysis, machine learning, and AI. Your responsibilities will include developing cutting-edge algorithms, creating robust product disposition solutions, and establishing a proactive deviation alert system for yield and quality, enhancing data infrastructure, mentor team members, and foster innovation to maintain a competitive edge. You will also collaborate with cross-functional teams within and outside of HBM to achieve both strategic and tactical objectives, continually maximizing the effectiveness of the HIG HBM PE organization, focusing on critical KPIs such as quality, cost, cycle time, and scale.

Key Responsibilities
  • Cumulative Yield Ownership: Be a key member of cross-functional teams, to lead impactful initiatives that significantly enhance overall yield and quality improvement, driving substantial benefits for the organization.
  • Data Analysis for Yield Improvement and Reliability: Utilize in-house statistical tools, machine learning, and AI for engineering data analysis to enhance yields and reliability, integrating these improvements within the Dispo workflow.
  • Models/Algorithm Development: Develop state-of-the-art algorithms, including Machine Learning and Deep Learning models, to advance data mining and pattern recognition for quality enhancement, yield improvement, wafer/die level screening and efficiency enhancement.
  • Product Disposition Solutions: Develop, validate and deploy product-disposition solutions (wormhole) to ensure quality and reduce Defects Per Million (DPM) through a comprehensive product disposition program/workflow.
  • Deviation Alert System: Create a deviation alert system to monitor yield loss, characteristic/parameter trends, and wafer/die/cube shading.
  • Data Infrastructure Development: Collaborate with IT, Manufacturing, and Operations teams to develop and enhance the data infrastructure pipeline using cloud technologies to support reliability and engineering assessments.
  • Mentorship and Development: Actively mentor and develop team members to foster growth and development within the team and the organization.
  • Cross-Functional Collaboration: Work closely with various cross-functional teams, including Fab, HBM Technology Development, HBM Design, System Development, and Quality/Reliability teams, to ensure the holistic development and successful shipping of end products.
  • Promotion of Innovation: Promote innovation and drive changes that provide a technical advantage over competitors, maintaining the company's competitive edge in the market.
  • AI/ML Advocate: Collaborate with cross-functional teams to develop, deploy, and validate AI/ML models aimed at enhancing key performance indicators (KPIs) such as Quality, Cost, Cycle Time, and Scale.

Requirements
  • Bachelors/Masters in Electrical/Electronic, Computer Engineering or Computer Science.
  • Expereince in Machine Learning/Deep Learning methodology.
  • Demonstrating Strong Leadership Skills and Technical Skills with strong understanding of data analytics, data extraction and analysis tools, including proficiency in Python and SQL.
  • Dedicated and highly motivated with a flexible approach towards adapting to different roles in a dynamic working environment (from leading the team to leading technical programs).
  • Proven track record of collaborative work within/across teams to address sophisticated business and engineering problems.
  • Possess strong communication and presentation skills to clearly convey complex data insight to stakeholders.
  • Strong sense of responsibility and accountability towards assigned role with professional work ethic.
  • Proficient in scripting, coding, Google Cloud Platform, and statistical analysis tool such as JMP, Tableau, Power BI will be an advantage.
  • Work on site in Singapore with international travel to Taiwan
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JOB SUMMARY
Snr / Product Engineer (Advance Data Analytics) - HBM
MICRON SEMICONDUCTOR ASIA OPERATIONS PTE. LTD.
Singapore
20 days ago
N/A
Full-time

Job post no longer accepts applications
Snr / Product Engineer (Advance Data Analytics) - HBM

Job post no longer accepts applications