Ph.D. Position in Machine Learning: The Weierstrass Institute for Applied Analysis and Stochastics (WIAS) in Berlin, Germany, offers exciting Ph.D. positions in mathematics, with a focus on optimal transport and robust machine learning. This position provides a rich academic environment and opportunities for research collaboration in a city known for its vibrant culture.
Ph.D. Position in Optimization and Machine Learning
Designation
Ph.D. Researcher
Research Area
Optimal Transport and Robust Machine Learning
Topics may include:
- Computational Optimal Transport (OT)
- Gradient Flows
- Deep Generative Models
- Bayesian Inference
- Kernel Methods
- Distributional Robustness
- Generalization
- Robustness in Reinforcement Learning (RL) and Control
- Interfacing Robustness and Causality or Fairness
Location
Berlin, Germany
Eligibility/Qualification
- Master’s degree in Machine Learning or Applied Mathematics (e.g., Optimization, PDE/SDE Analysis)
- Research experience demonstrated by high-quality technical reports or publications in relevant venues (e.g., NeurIPS, ICML, ICLR, AISTATS, UAI, AAAI, CoLT, JMLR, TMLR)
- Candidates with strong practical or industrial experience in deep learning are also welcome
Job Description
- Conduct research in the areas of optimal transport and machine learning
- Collaborate with academic and industry partners
- Publish findings in reputable conferences and journals
- Participate in the vibrant academic environment at WIAS and the Berlin Mathematical School
What We Offer
- Integration into a leading research institute specializing in mathematical optimization and dynamical systems
- Opportunities to collaborate with top institutions and researchers
- A dynamic, culturally rich environment in downtown Berlin
- Competitive financial support
- No German language requirement (free German courses offered)
How to Apply
Qualified candidates should send the following materials:
- CV with links to existing works
- Master’s thesis (if available) and any related technical reports or publications
- Transcripts for both bachelor’s and master’s degrees
Email your application with the subject line [apply-phd-ot] to the provided email address.
Last Date for Apply
The position will remain open until filled. Prompt inquiries and applications are encouraged as responses will be given only when there is a fit for the position.
