Blätter-Navigation

Offer 32 out of 77 from 24/11/21, 11:58

logo

Tech­ni­sche Uni­ver­sität Ber­lin - Faculty IV - Institute of Software Engineering and Theoretical Computer Science - FG Machine Learning

Research Assistant (PostDoc) - salary grade E14 TV-L Berliner Hochschulen

under the reserve that funds are granted; part-time employment may be possible

The Junior Research Group of Dr. Grégoire Montavon, part of the Berlin Institute for the Foundations of Learning and Data (BIFOLD) headed by Prof. Dr. Klaus-Robert Müller, is looking for a postdoctoral researcher to contribute to the group’s research activities and more broadly engage in collaborative projects within BIFOLD.

Working field:

Development of machine learning approaches at the frontier between explainable AI (XAI), model validation, and complex systems. This includes collaboration with applied scientists (especially in medicine and digital humanities) to identify and refine relevant practical use cases, development of scalable machine learning / XAI solutions, and also contribution to the advancement of the foundations of XAI.

Requirements:

  • Successfully completed university degree (master, diplom or equivalent) and PhD in Computer Science, Physics, Engineering or Applied Mathematics
  • Profound knowledge of the foundations of machine learning and deep neural networks.
  • Extensive experience with the training and application of deep neural networks.
  • In depth knowledge of the foundations and techniques of Explainable AI.
  • Knowledge in selected areas such as unsupervised learning (representation learning, generative models) and optimal transport is a plus.
  • Solid programming skills, in particular experience with deep learning frameworks (PyTorch, TensorFlow etc.)
  • Several machine learning publications in high profile journals or conferences.
  • Experience with big data and training of ML models on a GPUs is a plus.
  • Interdisciplinary and collaborative project experience is a plus.
  • Very good knowledge of written and spoken English required, knowledge of German desirable or willingness to learn it.

How to apply:

Please send your application with the reference number and the usual documents (one file max. 5 MB) only by email to Dr. Grégoire Montavon at office@bzml.de.

By submitting your application via email you consent to having your data electronically processed and saved. Please note that we do not provide a guaranty for the protection of your personal data when submitted as unprotected file. Please find our data protection notice acc. DSGVO (General Data Protection Regulation) at the TU staff department homepage: https://www.abt2-t.tu-berlin.de/menue/themen_a_z/datenschutzerklaerung/ or quick access 214041.

To ensure equal opportunities between women and men, applications by women with the required qualifications are explicitly desired. Qualified individuals with disabilities will be favored. The TU Berlin values the diversity of its members and is committed to the goals of equal opportunities.

Technische Universität Berlin - Der Präsident -, Fakultät IV, Institut für Softwaretechnik und Theoretische Informatik, FG Maschinelles Lernen, Dr. Grégoire Montavon, Sekr. MAR 4-1, Marchstr. 23, 10587 Berlin