Machine Learning Internship: Explain Neural Network Models By Visualization

6 dagen geleden

Veldhoven, Nederland ASML Voltijd

**Introduction**:
In-Device Metrology (IDM) aims at inspecting the quality of the semiconductor patterns, printed in production wafers. This is done by using data-driven mathematical models that relate the physical parameter to the optical signals. The quality of such models is critical to ensure accuracy of the measured parameters. Understanding how optical signals encode physical information enables a better understanding and can help further improve model performance.

**Your Assignment**:
Based on measurement data, a model is trained to map high-dimensional optical response to physical parameters of a semiconductor stack. When is a linear mapping, one can easily visualize and show which part of the signal has a stronger contribution to physical parameters. However, when becomes a complex model, for example a neural network. It’s not a trivial task to see which parts of the signal contribute more to a certain physical parameter. Goal of this internship is to build a software tool to visualize and explain neural network models.
- Tasks_
- Investigate the best practices for explainable neural networks such as Saliency map and tailor its implementation for IDM data.
- Given 2 trained neural networks, trained with data measured on different sized targets on the wafer, analyze their most contributing features. Find out if overfitting is a problem for certain sized targets.

**Your profile**:
To be a match for this internship, you:

- Are a (HBO) bachelor student or a master student in Computer Science, Applied Mathematics, Applied Physics or a related field looking for an apprenticeship or a graduation internship.
- Have skills in machine learning and are familiar with machine learning tools
- Have affinity with physics, metrology and mathematical understanding
- Have a can-do mentality and the ability to work independently and collaboratively in a team environment.
- Have effective communication skills and are fluent in English both verbally and in writing.

This is a (HBO) bachelor or master apprentice or graduation internship for a minimum duration of 3 months, for 4 to 5 days per week (at least 3 days onsite for full-time). The start date of this internship is flexible.

**Other requirements you need to meet**
- You are enrolled at an educational institute for the entire duration of the internship;
- You are located in the Netherlands to perform your internship. In case you are currently living/studying outside of the Netherlands, your CV/motivation letter includes the willingness to relocate;
- If you are a non-EU citizen, studying in the Netherlands, your university is willing to sign the documents relevant for doing an internship (i.e., Nuffic agreement).

**Inclusion and diversity**:
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 inclusion and diversity is a driving force in the success of our company.

  • Computer Science

    2 weken geleden

    Veldhoven, Noord-Brabant, Nederland ASML Voltijd

    IntroductionThe In-Device Metrology (IDM) team develops advanced solutions to inspect the quality of semiconductor patterns printed on production wafers. This is achieved through data-driven mathematical models that link physical parameters to optical signals. The accuracy of these models is critical for reliable measurements. By understanding how optical...

  • Computer Science | AI internship: code visualization and analysis

    2 weken geleden

    Veldhoven, Nederland ASML Voltijd

    Introduction Join the Metrology Measure department at ASML, where we develop software subsystems that enable customers to expose patterns precisely on silicon wafers. Maintaining nanometer-level precision requires millions of lines of code. This internship focuses on modernizing ASML tooling for code visualization and analysis. By collaborating across teams...

  • Data Science Physics Internship: Neural Network for Fluid Dynamics

    4 dagen geleden

    Veldhoven, Nederland ASML Voltijd

    **Introduction**: ASML is the world's leading provider of lithography systems for the semiconductor industry, manufacturing complex machines that are critical to the production of integrated circuits or chips. We utilize Computational Fluid Dynamics (CFD) to ensure the optimal environmental conditions of the optical components in its machines to maximize...

  • Physics Mathematics Machine Learning Internship: Enhance Machine Learning Frameworks

    1 week geleden

    Veldhoven, Nederland ASML Voltijd

    **Introduction**: **Your assignment**: - Extend our ML framework to to train exert assisted cost function/model as a predictor. - Minimize the degrees of freedom using data driven optimization algorithms (like Bayesian optimization) in real time. - Consider/create framework for utilizing our ML framework and data driven optimization methods to monitor the...

  • Master Graduation Internship

    2 dagen geleden

    Veldhoven, Nederland ASML Voltijd

    **Introduction**: **Your assignment**: - Develop and validate AI-driven thermal models for ASML scanner modules. - Translate performance specifications into design specification for modules and sub-modules. - Work cross-functionally and drive implementation of design best practices into product design. - Deliver clear technical documents, provide effective...

  • Ai / Machine Learning Graduation Internship: Innovation Lab

    4 dagen geleden

    Veldhoven, Nederland ASML Voltijd

    **Introduction**: Are you a master’s student passionate about artificial intelligence and machine learning—especially Generative AI? Join ASML’s Innovation Lab for a unique internship that blends academic research with real-world industry experience. As an AI/ML Master Thesis Intern, you’ll explore cutting-edge AI solutions while contributing to...

  • Engineering Internship: Multivariable Machine Learning

    4 dagen geleden

    Veldhoven, Nederland ASML Voltijd

    **Introduction to the job**: The wafer clamp is a complex piece of hardware that interacts with the customer's wafers. It is crucial for enabling lithography to meet the ever-tightening specifications on overlay, focus, and throughput while ensuring high availability. If you are curious about understanding what drives customer performance in our scanner, and...

  • Physics Data Science Internship: Physics Modelling with Machine Learning

    2 weken geleden

    Veldhoven, Nederland ASML Voltijd

    **Introduction**: **Your Assignment**: We are looking for two enthusiastic interns to join our team and help bring our models to the next level. **Assignment 1 is about: Merging Physics-Based Models with Deep Learning for Diagnostics** In this assignment, you will develop a hybrid model that integrates in-house, differentiable physics-based models,...

  • Data Science Internship at Plm Business Intelligence

    4 dagen geleden

    Veldhoven, Nederland ASML Voltijd

    **Introduction**: ASML is facing challenges in high Excess & Obsolescence (E&O) risk in our dynamic environment. One of the significant challenges we face is the lack of visibility into which overplanned materials have a high risk of actual E&O impact. Often, these materials are overplanned due to administrative mismatches or can be repurposed without...

  • Freelance AI Machine Learning Engineer

    4 weken geleden

    Veldhoven, Nederland Yacht Freelance Voltijd

    OverviewFreelance AI Machine Learning Engineer (ZZP) – Project ID:9189536 – VeldhovenZorg ervoor dat u snel solliciteert om uw kansen op een sollicitatiegesprek te maximaliseren. Lees de volledige functieomschrijving hieronder.Are you passionate about leveraging machine learning to drive innovation and create value? Do you have a vision for how machine...