Staff / Senior Product Engineer - Advanced Analytics

Micron Technology; Singapore; On-site; SGD 120,000 - 180,000; Full time

Job summary

Micron Technology is seeking an AI/ML Engineer to develop predictive models for yield, reliability, and test time within the STPG Product Engineering team in Singapore.

You will build end-to-end ML workflows, mentor Citizen Data Scientists, and collaborate across Fab, NAND Tech Dev, Design, and Quality to deploy AI in production workflows.

Qualifications

• Bachelor’s or Master’s in Electrical/Electronic/CS/Data Science.
• 3+ years of AI/ML work experience in engineering or manufacturing.

Responsibilities

• Develop and deploy predictive/diagnostic ML models for yield and test time.
• Design agentic AI solutions to automate Product Engineering workflows.
• Collaborate with Fab, NAND Tech Dev, Design, Test, Quality, and Systems teams.
• Mentor Citizen Data Scientists and guide ML/analytics projects.

Skills

Python

Pandas

NumPy

Scikit-learn

TensorFlow

PyTorch

LangChain

Cloud platforms

Education

Bachelor's/Master's in Electrical/Electronic/CS/Data Science

Tools

TensorFlow

PyTorch

LangChain

Azure ML

AWS SageMaker

Job description

Our vision is to transform how the world uses information to enrich life for all.

Join an inclusive team passionate about one thing: using their expertise in the relentless pursuit of innovation for customers and partners. The solutions we build help make everything from virtual reality experiences to breakthroughs in neural networks possible. We do it all while committing to integrity, sustainability, and giving back to our communities. Because doing so can fuel the very innovation we are pursuing.

Our vision is to transform how the world uses information to enrich life for all.

Micron Technology is a world leader in memory and storage innovation, accelerating the transformation of information into intelligence.

About The Role

Join Micron’s STPG Product Engineering team where you will apply advanced analytics, machine learning, and agentic AI to solve complex NAND product engineering and manufacturing challenges. This role focuses on developing data-driven and AI-enabled solutions that improve yield, reliability, defectivity, and test time across the NAND product lifecycle—from New Product Introduction (NPI) to High-Volume Manufacturing (HVM). You will work closely with Product Engineering, Fab, Technology Development, Test, Quality, and System teams to deploy scalable AI solutions into real production workflows. In addition, you will play a key role in enabling and mentoring Citizen Data Scientists (CDS) within Product Engineering, strengthening the organization’s capability to apply machine learning and advanced analytics for domain-specific problem solving.

Key Responsibilities

Machine Learning & Advanced Analytics Development

• Develop and deploy predictive and diagnostic ML models for Yield improvement, test time reduction (TTR) and cost optimization, NAND reliability analysis, and Qualification.
• Apply advanced ML techniques on large-scale structured semiconductor datasets, including wafer fab inline data, probe data, and test data
• Build, validate, and maintain end-to-end ML workflows supporting NPI and HVM decision-making
• Use data-driven methods to support root cause analysis of yield, reliability, and defectivity issues

Agentic AI & Engineering Automation

• Design and implement agentic AI solutions to automate Product Engineering workflows (e.g. Yield and reliability analysis, test program validation and screening optimization, engineering report generation and data summarization)
• Integrate AI agents with enterprise and engineering systems (e.g., JIRA, Confluence, SharePoint, internal analytics platforms)

Product Engineering Domain Collaboration

• Work closely with Fab, NAND Technology Development, NAND Design, Test Solutions, Quality/Reliability, and System teams to:
• Address reliability and defectivity failures during qualification
• Support yield improvement, cost reduction, and test optimization initiatives
• Drive data-backed technical decisions for NAND product releases
• Apply strong understanding of NAND manufacturing flows, defect mechanisms, and reliability requirements to ensure AI solutions are domain-relevant and impactful

Citizen Data Scientist (CDS) Enablement & Technical Leadership

• Mentor and guide Citizen Data Scientists within Product Engineering on applying machine learning techniques to real engineering problems with protocols embraced.d
• Build structured learning paths, guidelines, and hands‑on training modules for ML and advanced analytics
• Review and provide technical guidance on AI/analytics projects to ensure quality, rigor, and business impact

Qualifications & Experience

Education

• Bachelor's/Master's Degree in Electrical / Electronic / Computer Engineering / Computer Science / Data Science.
• With 3+ years of AI/ML Work Experience

Core Technical Skills

• Strong proficiency in Python and data processing libraries (Pandas, NumPy, Scikit-learn)
• Hands‑on experience with ML models for structured/tabular data, including regression, tree-based models, and gradient boosting
• Ability to build, evaluate, and interpret ML models for engineering decision-making

Additional / Preferred Skills

• Semiconductor / NAND manufacturing or product engineering experience is strongly preferred
• Experience with ML/DL frameworks (TensorFlow, PyTorch) for images, text, logs, or unstructured data
• Exposure to LLM-based and agentic AI frameworks (e.g., LangChain, Microsoft Copilot Studio, Claude)
• Familiarity with cloud-based AI platforms (e.g., Azure ML, AWS SageMaker)

Soft Skills

• Strong analytical and problem-solving skills
• Excellent communication skills with the ability to translate data insights into engineering actions
• Ability to work effectively in fast-paced, cross-functional environments

Why Join Us

• Drive AI transformation in semiconductor Product Engineering
• Work on high-impact initiatives that improve yield, reliability, cost, and time-to-market
• Opportunities for technical leadership, patents, and career growth in a world-class semiconductor company

About Micron Technology, Inc.

We are an industry leader in innovative memory and storage solutions transforming how the world uses information to enrich life for all. With a relentless focus on our customers, technology leadership, and manufacturing and operational excellence, Micron and Crucial brands. Every day, the innovations that our people create fuel the data economy, enabling advances in artificial intelligence and 5G applications that unleash opportunities - from the data center to the intelligent edge and across the client and mobile user experience. Micron is proud to be an equal opportunity workplace and is an affirmative action employer. All qualified applicants will receive consideration for employment without regard to race, color, religion, sex, sexual orientation, age, national origin, disability, protected veteran status, gender identity or any other factor protected by applicable federal, state, or local laws. Micron Prohibits the use of child labor and complies with all applicable laws, rules, regulations, and other international and industry labor standards. Micron does not charge candidates any recruitment fees or unlawfully collect any other payment from candidates as consideration for their employment with Micron.