Master's thesis in Data & AI: Testing the Explanations of Explainable AI

Examine the use of explainable machine learning and AI to enhance understanding of model decisions and improve user performance through added transparency. However, these systems present challenges, particularly with model agnostic explanations which are more approximations. This includes global and local explanations, with local ones possibly misleading due to their narrow focus. Effective testing is crucial to verify if explanations are sensible to experts, consistent across different outcomes, and to understand when they might change.

Required interest(s)

• Artificial Intelligence
• Explainable AI

What do you get

• A challenging assignment within a practical environment
• € 1000 compensation, € 500 + lease car or € 600 + living space
• Professional guidance
• Courses aimed at your graduation period
• Support from our academic Research center at your disposal
• Two vacation days per month

What you will do

• 65% Research
• 10% Analyze, design, realize
• 25% Documentation

Explainable machine learning and artificial intelligence models have been used to justify a model’s decision-making process. This added transparency aims to help improve user performance and understanding of the underlying model. However, in practice, explainable systems face many open questions and challenges.

Model agnostic explanations are more approximations. In general there are two kinds of explanations: global and local explanations. For the latter, there’s the possibility that the explanation is off, because it only looks at the local inference. It’s possible that for opposite inference, we get exactly the same explanations. To get proper explanations we’ll need to be able to test them. Are the explanations sensible to business experts and aren’t there any same explanations for opposite outcomes? And do we know when explanations will change?

About Info Support Research Center

We anticipate on upcoming and future challenges and ensures our engineers develop cutting-edge solutions based on the latest scientific insights. Our research community proactively tackles emerging technologies. We do this in cooperation with renowned scientists, making sure that research teams are positioned and embedded throughout our organisation and our community, so that their insights are directly applied to our business. We truly believe in sharing knowledge, so we want to do this without any restrictions.

What does Info Support offer you during your graduation period?

Of course, we offer you an excellent package of graduation conditions with various options. These include:

• Laptop, all necessary tools, and development environments to successfully carry out your assignment
• A graduation allowance, where you have the choice of:
• € 1000 gross per month
• € 500 gross per month + lease car with fuel card
• € 600 gross per month + accommodation in Veenendaal

During your graduation internship, you will be included in one of our business units and in our Research Center. This will give you a good understanding of the developments within our projects and our research projects.

In addition, Info Support offers you:

• A challenging master’s thesis at a solid, growing, and financially healthy company
• Professional and experienced guidance, hybrid working
• A graduation program with, among other things, training sessions, knowledge evenings, project visits, activities, and team, unit, and company outings
• Experimentation with new products and releases that are in the pre-release phase
• Brainstorming with other graduates and IT colleagues who are collegial and passionate
• Potential for a permanent position in our IT Top Traineeship program!

About Info Support

Info Support specializes in custom software, data/AI solutions, management, and training and is active in the Finance, Industry, Agriculture, Food & Retail, Mobility & Public, and Healthcare sectors. We provide solid and innovative solutions for complex and critical software issues. Our headquarters are located in Veenendaal (NL) and Mechelen (BE). At present, approximately 500 employees are employed by Info Support.

Info Support’s working method is characterized by a number of core values: solidity, integrity, craftsmanship, and passion. These core values are intertwined in our work and the way we interact with each other. This year, we were also named a Top Employer in the Netherlands!

To ensure that all employees are always up to date with the latest developments, Info Support has an in-house knowledge center that eagerly satisfies the hunger for more or different knowledge and skills.

B2 language proficiency in Dutch is required.