We are seeking Ph.D. students and final-year postgrad students in computer science or mathematics who are passionate about advancing the field of Interpretable Neural Networks. If you are passionate about Interpretable Deep Learning and want to make a difference, please visit our website at sinn.edu.pl and don’t hesitate to email us at bartosz.zielinski@uj.edu.pl!

Scholarships

We offer scholarships for students and doctoral candidates in Poland. The scholarship amounts to up to PLN 5000 ( approximately EUR 1250), raising the total doctoral student remuneration to PLN 8460 (approximately EUR 2000). This attractive offer is particularly appealing given the affordable living costs in Poland.

Work specification

A successful candidate will work in the field of Interpretable Neural Networks on a project funded by the National Science Center under the OPUS grant, titled Interpretable and Sustainable Artificial Intelligence with Intuitive Explanations. The research will be conducted within the Group of Machine Learning Research at the Jagiellonian University. Your role will involve theoretical investigations, model implementation, and experiments focusing on interpretable models for neural networks. Key topics include case-based reasoning, prototypical parts, intuitive explanations, and deep network architectures.

Requirements

An ideal candidate is a final-year or a Ph.D. student (must be based in Poland) in Mathematics or Computer Science with experience in machine/deep learning and computer programming. We expect:

• Basic programming skills (Python and PyTorch/TensorFlow/JAX)
• Knowledge of modern machine learning techniques (neural networks, gradient-based optimization, etc.)
• Fluency in English
• Knowledge of modern probabilistic methods and applied statistics is a big plus

Process for new doctoral candidates

The recruitment process for new doctoral candidates consists of two stages:

• First, contact the Principal Investigator (PI) at bartosz.zielinski@uj.edu.pl
• Second, apply to the doctoral school at the Jagiellonian University. The registration deadline is June 17, 2024 (Technical CS recruitment schedule) or alternatively June 23, 2024 (CS recruitment schedule).

Please attach the following documents to your e-mail:

• CV/Resume
• Motivation or cover letter explaining how you can contribute to the project
• Any relevant links or materials demonstrating your skills and knowledge