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Full-time
postgraduate degree
Posted 15d ago
~40 hrs/week
Responsibilities
The role involves bridging R&D and manufacturing by extracting insights from large datasets to build predictive models and ML pipelines. The scientist will develop physics-informed models to optimize process control, productivity, and quality in a manufacturing environment.
Requirements
Candidates should hold a Master's or PhD in Data Science, Engineering, or a related scientific field with proficiency in Python, R, and ML frameworks. Experience in chemical or semiconductor manufacturing and fluency in both Mandarin and English are highly valued.
Full job description
Job Title:
Lead Scientist, Modeling & Simulation
Job Description:
The Role:(L4) Data Scientist at TTC
A bridge betweenRD/manufacturingprocesses and data/ML
Responsible for extracting insights from large, heterogeneous datasets
Collecting, cleaning, and transforming large datasets
Building statistical / ML models
Identifying patterns and trends for business or engineering decisions
Delivering predictive models, process optimization, and decision support
Communicating insights to cross-functional stakeholders
In this role you will:
Work with RD, process engineers, equipment engineers and IT in the following areas and translate RD/engineering problems into data science frameworks.
Support the integration of datasets from multiple engineering/RD domains for data science applications (statistics, AI/ML, time-series analysis…).
Develop models for yield, quality, and defect predictionto support root cause analysis and anomaly detection for improvement in process control and productivity.
Build predictive models and deploy ML pipelines in production environments to support the development of AI-enabled solutions.
Develop physics-informed ML models or design new modeling approaches integrating computational simulation data and experimental data to solve scientific /engineering problems.
Traits we believe make a strong candidate:
Good communicationskills in both Mandarin and English.
Ateam player able to work with different stakeholders in diversified task forces.
Experiences in chemical manufacturing, semiconductor manufacturing or related fields.
Master’s degree or PhD in data science, computer science, industrial engineering, chemical engineering, chemistry, physics or related fields.
Proficiency in collecting, cleaning and transforming large datasets and building data models based on statistics, AI/ML etc.
Proficiency in tools such as Python, R, TensorFlow,PyTorch, SQL or Tableau.
Ability to do research independently to identify optimal solutions / approaches for target scientific or engineering problems.
Your success will be measured by:
Able to collaborate with diversified team members or stakeholders and deliver quality results on time.
Able to probe stakeholders’needs and translate their problems into data science frameworks.
Accountable for delivering high quality data science solutions for target problems.
Dedicated to improving solution quality continually.
Determined to attack difficult challenges with perseverance and creativity.
Passionate to explore and develop data science applications in different areas.
Curious to dive deeper into data science domain and keep abreast of latest developments.
Motivated to acquire new knowledge and skills and apply them in solution development.
Ableto accept coaching and grow himself/herself continuallywith a growth mindset.
Related keywords
Data ScienceMachine LearningAIPythonRTensorFlowPyTorchSQLTableauSemiconductor ManufacturingChemical ManufacturingTime-series AnalysisPredictive ModelingPhysics-informed MLRoot Cause AnalysisAnomaly Detection
Artificial intelligence, augmented reality, Internet of Things – these are not just trends, they are drivers changing the way people live across the globe. With these new drivers and the increasing speed of innovation, there comes an expectation for higher-quality, higher-performing technologies at a faster pace.
Every day, and for more than 50 years, Entegris’ singular mission has been to help customers utilize our advanced science-based solutions to support demand drivers; to innovate faster and more efficiently; and ultimately to transform the world. Through the power of our solutions and technology expertise, Entegris provides customers with innovative, science-based solutions to their toughest technology challenges.
Headquartered in Billerica, Massachusetts, Entegris employs approximately 7,700 people worldwide, with roughly half employed in Asia-Pacific or Europe.
With research and development, customer service, analytical labs, and manufacturing in Asia-Pacific, North America and Europe, Entegris supports customers around the globe as they take technology to the next level.
Offices: 129 Concord Road, Billerica, MA 01821, US · 706 Houston Clinton Drive, Burnet, TX 78611, US · 10851 Louisiana Ave S, Bloomington, Minnesota 55438, US · 7 Commerce Dr., Danbury, CT 06810, US · 129 Concord Rd, Billerica, MA 01821, US
Artificial intelligence, augmented reality, Internet of Things – these are not just trends, they are drivers changing the way people live across the globe. With these new drivers and the increasing speed of innovation, there comes an expectation for higher-quality, higher-performing technologies at a faster pace.
Every day, and for more than 50 years, Entegris’ singular mission has been to help customers utilize our advanced science-based solutions to support demand drivers; to innovate faster and more efficiently; and ultimately to transform the world. Through the power of our solutions and technology expertise, Entegris provides customers with innovative, science-based solutions to their toughest technology challenges.
Headquartered in Billerica, Massachusetts, Entegris employs approximately 7,700 people worldwide, with roughly half employed in Asia-Pacific or Europe.
With research and development, customer service, analytical labs, and manufacturing in Asia-Pacific, North America and Europe, Entegris supports customers around the globe as they take technology to the next level.
Offices: 129 Concord Road, Billerica, MA 01821, US · 706 Houston Clinton Drive, Burnet, TX 78611, US · 10851 Louisiana Ave S, Bloomington, Minnesota 55438, US · 7 Commerce Dr., Danbury, CT 06810, US · 129 Concord Rd, Billerica, MA 01821, US