AI/ML Device Modeling Intern (Semiconductors)

Keysight Technologies SAles Spain SL.; Singapore; On-site; SGD 20,000 - 27,000; Full time

Job summary

Keysight Technologies in Singapore is seeking a Device Modeling AI/ML Software Intern to collaborate with software engineers and AI researchers on intelligent workflows for semiconductor model extraction and validation.

You will explore how ML and AI-assisted automation can enhance device modeling productivity, build ML models, and work with IC-CAP, WaferPro, MBP, and MQA tools in a hands-on internship.

Qualifications

• Currently pursuing a Master’s or PhD in Electrical Engineering, Computer Engineering, Computer Science, or related field.
• Strong programming skills in Python.
• Familiarity with ML frameworks such as PyTorch, TensorFlow, or scikit-learn.
• Knowledge of data structures, algorithms, and object-oriented programming.
• Strong analytical and problem-solving skills.
• Interest in AI/ML applied to semiconductor workflows.

Responsibilities

• Assist in developing AI/ML solutions for semiconductor device characterization and compact model development.
• Contribute to intelligent parameter extraction and model fitting workflows.
• Support development of machine learning techniques for analyzing large-scale wafer datasets.
• Explore AI-assisted approaches for model validation, quality assessment, and anomaly detection.
• Develop software components and data processing pipelines in Python.
• Build, train, and evaluate ML models for modeling workflows.
• Collaborate with domain experts on IC-CAP, WaferPro, MBP, and MQA technologies.
• Participate in software design, code reviews, testing, and performance optimization activities.
• Investigate generative AI and agentic AI technologies to automate workflows.

Skills

Python programming

PyTorch

TensorFlow

scikit-learn

Data structures

Algorithms

OOP

Analytical thinking

Education

Master's or PhD in EE/CS

Tools

SPICE modeling

EDA/CAD

Job description

Keysight Technologies in Singapore is seeking a Device Modeling AI/ML Software Intern to collaborate with software engineers and AI researchers on intelligent workflows for semiconductor model extraction and validation.

You will explore how ML and AI-assisted automation can enhance device modeling productivity, build ML models, and work with IC-CAP, WaferPro, MBP, and MQA tools in a hands-on internship.