28 days ago - req20028

Machine Learning Internship: feasibility study on SEM image analysis

Research & development

Computer science & software engineering

Physics

Electrical engineering

In a nutshell

Location

Veldhoven, Netherlands

Team

Research & development

Experience

No experience (Student)

Degree

Master

Job Category

Computer science & software engineering, Physics, Electrical engineering

Introduction

Are you a Bachelor or Master student with experience in Machine learning? Then this assignment could be interesting for you.

Job Mission

Optimal fabrication of nanometer-sized semiconductor devices requires regular inspection and feedback. A major part of this feedback is based on analysis of images taken with a scanning electron microscope (SEM). There are various ways employed to assess pattern fidelity by extracting the dimensions of nanometer-sized features from these SEM images, including machine learning. The driving question behind this internship is: What can machine learning bring us compared to other techniques?

Job Description

We believe that machine learning is likely to have an important role in future SEM image analysis. Your assignment will be to help assess if this believe is well-founded. More specifically, we expect you to:
•Choose a suitable machine learning based approach for feature edge extraction from SEM images;
•Show with what accuracy and speed this approach can operate and assess how it relates to other used techniques.

Education

You are a Bachelor or Master student with significant machine learning experience and affinity. Familiarity with Neural Network is critical for this assignment. You should be well versed in Python, and be interested to learn how SEM images are used in the semiconductor industry. Experience in Image processing is welcome but not a necessity.
We are looking for someone who is naturally curious, self-motivated and good at working independently. You should be comfortable presenting progress on your work on a weekly basis and actively participate in group meeting discussions. Furthermore, your communication skills in English should be excellent.

This is an apprentice internship for 4-5 days a week with a duration of a minimum 3 months. The start date of this internship is as soon as possible.

Please note that we can only consider students who are enrolled at a school for the entire duration of the internship.

Other information

What ASML offers
Your internship will be in one of the leading Dutch corporations, gaining valuable experience in a highly dynamic environment. You will receive a monthly internship allowance based on your educational level and number of days per week, plus a possible housing or travel allowance. More information on the allowances can be found on our website. In addition you will get expert, practical guidance and the chance to work in and experience a dynamic, innovative team environment.

ASML: Be part of progress
We make machines that make chips – the hearts of the devices that keep us informed, entertained and safe; that improve our quality of life and help to tackle the world’s toughest problems.

We build some of the most amazing machines that you will ever see, and the applications to run them. Never satisfied, we measure our performance in units that begin with pico or nano.

We believe we can always do better. We believe the winning idea can come from anyone. We love what we do – not because it’s easy, but because it’s hard. At ASML we are always pushing technology further.

Students: Getting ready for the real-world
Teamwork is key within ASML. Our R&D team is more than 5,500 people strong and worldwide we form one big team with over 25,000 employees. These colleagues have 123 different nationalities and work at our major sites on three continents.

Dozens of diverse, interdisciplinary teams work in parallel to meet a challenging development schedule. In this inspiring environment, your colleagues may be sitting next door, or they could be thousands of kilometers away in a different country, or even working for a different company.

An internship at ASML is your opportunity to get to know this world and get a feel for that excites you most. Use your education, gain real-life working experience and explore the world of high-tech – all at the same time.

How will you be part of progress?