Senior Data Scientist

Posted Yesterday
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Singapore, SGP
In-Office
Senior level
Artificial Intelligence • Hardware • Information Technology • Machine Learning
The Role
The Senior Data Scientist will develop digital twin solutions for semiconductor fabs, utilizing machine learning, predictive analytics, and simulation tools to optimize operations and enhance decision-making processes.
Summary Generated by Built In
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.
As a Data scientist at Micron Technology, Inc., you will report to the Smart Manufacturing and Artificial Intelligence organization. The team
defines, develops, and delivers end to end smart manufacturing solution, integrated across functions of the business. The team applies
industry-leading methodologies in automation, AI, and machine learning to enhance Micron's product development, business, and
administrative processes across the company. This role focuses on enabling semiconductor fab digital twin solutions, involves leveraging advanced analytics, machine learning, and simulation technologies to model fab operations, predict performance, and enable real-time decision-making.
Responsibilities include, but not limited to:
  • Work with an international team of data scientists, data engineers, solution architect, external solution provider, and our stakeholders in construction, facility, planning teams in a collaborative manner to create highly accurate digital twins of our fabs and enable more advanced capabilities, e.g., Photorealistic and physics-based simulation, etc.
  • Digital Twin Development
    • Build and maintain data-driven models representing fab processes, equipment behavior, and subfab utilities.
    • Integrate IoT sensor data, MES (Manufacturing Execution System) data, and facility data into the digital twin platform.
  • Predictive Analytics & Machine Learning
    • Develop algorithms for predictive maintenance, throughput optimization, and energy efficiency.
    • Apply statistical and ML techniques to forecast equipment failures, cycle time variations, and yield impacts.
  • Simulation & Optimization
    • Use simulation tools (e.g., NVIDIA Omniverse) to run what-if scenarios for layout changes, capacity planning, and process improvements.
    • Optimize fab workflows for cost, energy, and productivity.
  • Data Integration & Visualization
    • Design dashboards for real-time monitoring of fab KPIs (e.g., OEE, WIP, energy consumption).
    • Collaborate with engineering teams to visualize fab layouts and operational states in 3D environments.
  • Collaboration
    • Work closely with process engineers, facility planners, and IT teams to ensure seamless integration of digital twin solutions.
    • Support cross-functional projects involving AI, automation, and Industry 4.0 initiatives.

Required Skills
  • Strong proficiency in Python, R, SQL, and data engineering.
  • Experience with machine learning frameworks (TensorFlow, PyTorch) and simulation tools.
  • Knowledge of semiconductor manufacturing processes and fab operations.
  • Familiarity with IoT data pipelines, MES systems, and cloud platforms (AWS, Azure).
  • Understanding of 3D modeling and visualization tools (Omniverse, Unity, or similar).

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 delivers a rich portfolio of high-performance DRAM, NAND, and NOR memory and storage products through our 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.
To learn more, please visit micron.com/careers
All qualified applicants will receive consideration for employment without regard to race, color, religion, sex, sexual orientation, gender identity, national origin, veteran or disability status.
To request assistance with the application process and/or for reasonable accommodations, please contact [email protected]
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.
AI alert: Candidates are encouraged to use AI tools to enhance their resume and/or application materials. However, all information provided must be accurate and reflect the candidate's true skills and experiences. Misuse of AI to fabricate or misrepresent qualifications will result in immediate disqualification.
Fraud alert: Micron advises job seekers to be cautious of unsolicited job offers and to verify the authenticity of any communication claiming to be from Micron by checking the official Micron careers website in the About Micron Technology, Inc.

Top Skills

3D Modeling Tools
AWS
Azure
Iot Data
Mes Systems
Nvidia Omniverse
Python
PyTorch
R
SQL
TensorFlow
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The Company
HQ: Boise, ID
45,000 Employees
Year Founded: 1978

What We Do

We are a world leader in innovative memory solutions that transform how the world uses information to enrich life for all. For over 45 years, our company has been instrumental to the world’s most significant technology advancements, delivering optimal memory and storage systems for a broad range of applications.

Why Work With Us

Global opportunities, team member development, and career advancement—Micron invests in you and celebrates your skills, a growth mindset, and the tenacity to strive. At Micron, everyone innovates.

Micron Technology Offices

Hybrid Workspace

Employees engage in a combination of remote and on-site work.

Micron recognizes the importance of maintaining a healthy work-life balance to foster a culture of collaboration, innovation and meet the needs of the business. In alignment with these values, we offer four flexible work arrangement options

Typical time on-site: Flexible
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