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PhD and Post-doc positions in the field of Optimization and Deep Learning Theory

vor 3 Monaten


Basel BS, Schweiz Universität Basel Vollzeit

PhD and Post-doc positions in the field of Optimization and Deep Learning Theory (Prof. A. Lucchi)

100%

The Optimization of Machine Learning Systems Group (Prof. A. Lucchi) at the Department of Mathematics and Computer Science at the University of Basel is looking for several PhD students and post-doctorate to work in the areas of optimization for machine learning, and theory of deep learning. Potential research topics include the development of adaptive optimization methods, the exploration of the loss landscape in deep neural networks, and the design of novel neural network architectures that enhance efficiency in both training and inference.

Position available starting around November 2024 (position may begin later in the spring or summer 2025 based on agreement). The duration of a PhD in Switzerland is 4 years. Post-doctoral positions are initially for 2 years, with the potential for extension up to 4 years.

Your position

Your tasks include:

  • Conduct research in the field of applied mathematics and computer science
  • Write research papers, articles, and present results at leading international conferences. We publish in venues such as ICML, NeurIPS, ICLR, JMLR, AISTATS, SIAM journals, Mathematical Programming, and more
  • Interact with national and international teams of mathematicians and computer scientists

Your profile

PhD applicants must possess a Master's degree in mathematics, theoretical physics, or computer science with a strong theoretical focus. Post-doctoral applicants should have completed a PhD in these or related fields.

Candidates should have an exceptional academic record and a robust mathematical foundation. While research experience is advantageous for PhD applicants, it is not mandatory.

Excellent communication skills and fluency in English (spoken and written) are required.

We also seek to increase the number of women and other groups in areas where they are underrepresented and therefore explicitly encourage such groups to apply.

We offer you

The position will be based in Basel, Switzerland. In addition, we also offer the following:

  • Close supervision of your research, working with and access to international collaborators
  • A diverse range of tasks in a dynamic environment
  • The possibility to travel to international conferences to meet with distinguished scientists
  • Excellent salary, benefits, and working conditions
  • Post-doctorates will be given the opportunity to co-supervize PhD students.
Your tasks include:
  • Conduct research in the field of applied mathematics and computer science
  • Write research papers, articles, and present results at leading international conferences. We publish in venues such as ICML, NeurIPS, ICLR, JMLR, AISTATS, SIAM journals, Mathematical Programming, and more
  • Interact with national and international teams of mathematicians and computer scientists
Application / Contact If interested, please send an application as described below to aurelien.lucchi@unibas.ch .Your application should be a **single pdf file** containing the following files:-Short motivation statement (maximum 150 words) explaining your interest in the position and justifying why your background is a good fit for the position-Curriculum vitae (including a list of publications if applicable)-Scanned transcripts of bachelor's and master's degree-Contact info (no direct recommendation letters) for peers who can recommend you-Your latest thesis (and/or one of your publications if applicable)You are encouraged to send your application before September 10, 2024. However, there is no deadline for applying, and the position will be open until a suitable candidate is found. If your application is short-listed, we will contact you within 4-5 weeks. Due to an anticipated large volume of applications, we cannot inform you if your application is not selected for an interview.