We are always looking for students to join us in our research projects. We are specifically looking for students (PhD, Honours, Masters, or other types of projects) in the following projects:
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Design of new proteins fit for industrial applications using machine-learning and co-evolutionary frameworks
The Mercadante Group and our lab is seeking an exceptionally motivated individual to join as a PhD candidate in protein design and discovery of new proteins fit for industrial applications. […]
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Auditing Artificial Intelligence with Adversarial Learning
We aim to design and develop new methods to attack machine learning models and use the adversarial attacks to define a measure of reliability. Weak performances of models where data […]
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Predicting Persistence of Environmental Pollutants
Most chemicals that are currently produced sooner or later end up in the environment, many of them in rivers and other waters. It is essential to know their fate in […]
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Design for Degradability – In-Silico Development of Sustainable Chemicals
An important aspect in the development of novel chemicals is their environmental fate, that is their ability to degrade when released in the environment. To achieve this, the goal is […]
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Adversarial Time Series
Adversarial Machine Learning is a field of Machine Learning that focuses on exploiting model vulnerabilities by making use of obtainable information from the model. Studying a model’s weaknesses to adversarial […]
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Do Neural Networks Pay Off?
For a while now, we have seen the trend that neural networks are vastly popular, and a large portion of the machine learning research is dedicated to achieving minor gains […]
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Image Compression to Support Image Processing
This project aims to investigate the potential benefits of using our newly developed image compression technique, based on multivariate trees, to enhance image processing machine learning models. The objective is […]