EDA AI/ML Layout Engineering Intern

InternHunt; Calabasas, Northern (CA, KY); Hybrid; USD 84,000 - 90,000; Full time

Benefits offered by this job

Relocation assistance

Job summary

Keysight EDA is seeking an AI/ML Layout Engineering Intern to help automate RFIC and analog layout generation. You will work with EDA engineers, AI researchers, and RFIC domain experts to build intelligent workflows that boost designer productivity and accelerate chip development.

The role emphasizes Python and possibly C++ development, with exposure to ML frameworks and design automation concepts in a collaborative, Agile setting. Relocation is available for California candidates.

Qualifications

• Pursuing Master's or PhD in a technical field.
• Strong Python programming ability.
• Familiarity with PyTorch, TensorFlow, or scikit-learn.
• Solid understanding of data structures, algorithms, and OO programming.
• Strong analytical and problem-solving skills.
• Interest in AI/ML for engineering design automation.

Responsibilities

• Develop AI/ML solutions for RFIC and analog layout automation.
• Research & prototype ML techniques for layout synthesis and design optimization.
• Assist in the development of PCells and layout generation workflows.
• Work on geometric, topological, and rule-aware layout generation techniques.
• Contribute to surrogate modeling and design-space exploration frameworks.
• Build data generation, training, and evaluation pipelines for AI-driven EDA workflows.
• Develop software components in Python and possibly C++ under mentorship.
• Collaborate with EDA engineers and RFIC designers to validate solutions.

Skills

Python programming

Machine learning

PyTorch

TensorFlow

scikit-learn

Data structures & algorithms

Object-oriented programming

Analytical thinking

Education

Master's or PhD in EE / CE / CS / EDA/CAD / Applied Mathematics

Tools

Git

Linux

Windows

Job description

Overview

Keysight is at the forefront of technology innovation, delivering breakthroughs and trusted insights in electronic design, simulation, prototyping, test, manufacturing, and optimization. Our ~16,800 employees create world-class solutions in communications, 5G, automotive, energy, quantum, aerospace, defense, and semiconductor markets for customers in over 100 countries. Learn more about what we do.

Our award-winning culture embraces a bold vision of where technology can take us and a passion for tackling challenging problems with industry-first solutions. We believe that when people feel a sense of belonging, they can be more creative, innovative, and thrive at all points in their careers.

Responsibilities

At Keysight EDA, we are developing next-generation AI-powered Electronic Design Automation (EDA) technologies to accelerate RFIC and analog IC design. As an

EDA AI/ML Layout Engineering Intern

you will contribute to innovative solutions that apply machine learning, optimization, and software engineering to automate layout generation, PCell development, and design space exploration.

Working alongside EDA engineers, AI researchers, and RFIC domain experts, you will help develop intelligent workflows that improve designer productivity and accelerate chip development.

Key Responsibilities

• Develop AI and ML solutions for RFIC and analog layout automation
• Research and prototype machine learning techniques for layout synthesis and design optimization
• Assist in the development of parameterized cells (PCells) and layout generation workflows
• Work on geometric, topological, and rule-aware layout generation techniques
• Contribute to surrogate modeling and design space exploration frameworks
• Build data generation, training, and evaluation pipelines for AI-driven EDA workflows
• Develop software components in Python and potentially C++ under mentorship
• Collaborate with EDA engineers and RFIC designers to validate solutions

Qualifications

Minimum Qualifications

• Currently pursuing a Master's or PhD degree in Electrical Engineering, Computer Engineering, Computer Science, EDA/CAD, Applied Mathematics, or a related technical field
• Strong programming skills in Python
• Familiarity with machine learning frameworks such as PyTorch, TensorFlow, or scikit-learn
• Solid understanding of data structures, algorithms, and object-oriented programming
• Strong analytical and problem-solving skills
• Interest in AI/ML applied to engineering design automation

Preferred Qualifications

• Coursework or research in RFIC Design, Analog IC Design, VLSI Physical Design, EDA/CAD, or Semiconductor Design Automation
• Familiarity with layout automation, PCell development, computational geometry, and design-rule-aware layout generation
• Exposure to surrogate modeling, Bayesian optimization, reinforcement learning, and design space exploration techniquesExperience with C++, Rust, or performance-oriented software development
• Exposure to software development on Windows or Linux platforms
• Familiarity with Git and modern software development practices
• Interest in AI-assisted schematic generation, layout synthesis, semiconductor design workflows, and next-generation AI-powered EDA tools
• Interest in learning about multithreaded applications and desktop software development
• Curiosity and eagerness to work in an Agile, collaborative team environment

CA Pay Range

Master's: Min $40.32 to Max $43.42

PhD: Min $40.32 to Max $53.67

Relocation is available.

Visa Sponsorship is not available for this position.

Please note, candidates must possess valid work authorization for the duration of the internship. International students requiring work authorization should work with their university to obtain and maintain appropriate CPT or other eligible employment authorization prior to the internship start date.

Keysight is an Equal Opportunity Employer.