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PhD Position in Scalable Graph Learning
2 maanden geleden
At TU Delft, we are seeking a highly motivated PhD candidate to join our research team in the Faculty of Electrical Engineering, Mathematics and Computer Science. The successful candidate will be working on a project focused on scalable graph learning, with a strong emphasis on developing novel algorithms and techniques for efficient graph processing.
Project OverviewThe project aims to identify the trade-offs between combinatorial and neural-network-based approaches in the Graph ML space. We will combine and unify combinatorial algorithms and GNNs based on linear-algebra-based primitives, and achieve more efficient and scalable solutions. The project will cover some real-world applications of Graph ML in the financial space, including analysis of financial transaction networks to detect criminal activities such as money laundering and fraud.
RequirementsWe are looking for a candidate who satisfies the following requirements:
- an MSc degree with excellent results in Computer Science, Mathematics, Electrical Engineering or a related discipline with an MSc thesis conducted preferably in the field of graph theory, machine learning, deep learning, or parallel & distributed computing,
- a solid background in algorithms and complexity analysis,
- strong programming skills and practical experience with Python and C/C++,
- hands-on experience with Deep Neural Networks using PyTorch or TensorFlow,
- good speaking and writing skills in English with a minimum TOEFL-score of 100 or a minimum IELTS score of 7.0 per sub-skill (writing, reading, listening, speaking),
Doctoral candidates will be offered a 4-year period of employment in principle, but in the form of 2 employment contracts. An initial 1,5 year contract with an official go/no go progress assessment within 15 months. Followed by an additional contract for the remaining 2,5 years assuming everything goes well and performance requirements are met.
Salary and benefits are in accordance with the Collective Labour Agreement for Dutch Universities, increasing from € 2872 per month in the first year to € 3670 in the fourth year. As a PhD candidate you will be enrolled in the TU Delft Graduate School. The TU Delft Graduate School provides an inspiring research environment with an excellent team of supervisors, academic staff and a mentor. The Doctoral Education Programme is aimed at developing your transferable, discipline-related and research skills.
For international applicants, TU Delft has the Coming to Delft Service, which provides information for new international employees to help you prepare the relocation and to settle in the Netherlands. The Coming to Delft Service offers a relocation package for partners and they organise events to expand your (social) network.
