Data Science Internship: Overlay Modeling

Data Science Internship: Overlay Modeling

Introduction

Are you a master's student in Computer Science, Data Science, Mechatronics Engineering, Physics, Mathematics, or a related field looking for an apprenticeship or graduation internship? Do you have a strong statistical/modeling background and great programming skills? Then this internship might be interesting for you!

Background Information

At ASML, the On-product Overlay Control Group aims at ensuring optimal Overlay performance by providing holistic control solutions to our customers. Overlay is a measure of the misalignment between two consecutive lithography layers and as such, it represents one of the most critical KPIs for our customers. The goal of this assignment is to explore new modeling techniques for a given set of overlay measurement data.

Your Assignment

For this internship, you will extend a Self-Supervised Learning solution for Overlay modeling, currently in prototype stage. You will touch all the steps of a production-grade feasibility study. From the context and business understanding, to the data preparation, all the way through the modeling and visualization steps. In the end, you will benchmark the solution against best-known Fingerprint Capture methods.

Your Profile

To be a perfect match for this internship, you:

• Are a master's student in Computer Science, Data Science, Mechatronics Engineering, Physics, Mathematics, or a related field.
• Have a strong statistical/modeling background and strong programming skills in Python (Object-oriented programming, SOLID principles, encapsulation, etc.).
• Know how to use version control in Git.
• Possess an intermediate knowledge of MATLAB.
• Are fluent in data wrangling with Pandas.
• Are familiar with the PyTorch deep learning framework and are interested in the lithography process.
• Are a self-driven personality who is willing to take ownership of your scope.
• Have clear presentation skills, a positive mindset, and are curious, assertive, and easygoing.

Internship Details

This is a master's apprentice or graduation internship with a duration of 6 to 12 months, for 4-5 days a week, starting January/February 2025.

Please note that we can only consider students who are enrolled at an educational institution for the entire duration of the internship.

Working at ASML

Working at ASML is a journey; an opportunity to never stop learning and growing, and we see it as our responsibility to help you unlock your potential. We offer training and development opportunities, including educational assistance. Here at ASML, you will find an environment where you can take up multiple growth opportunities, master your competencies, and make your mark in a variety of ways.

Diversity and Inclusion

ASML is an Equal Opportunity Employer that values and respects the importance of a diverse and inclusive workforce. It is the policy of the company to recruit, hire, train, and promote persons in all job titles without regard to race, color, religion, sex, age, national origin, veteran status, disability, sexual orientation, or gender identity. We recognize that diversity and inclusion is a driving force in the success of our company.