PhD Position in Scalable Graph Learning
4 weken geleden
Graph machine learning is an emerging field of artificial intelligence that deals with graph-structured data. Graph neural networks (GNNs) are a key technology in this area, used in applications such as recommendation systems, financial crime analysis, and social network analysis. However, conventional GNN architectures have limitations in detecting complex graph patterns. This project aims to identify the trade-offs between combinatorial and neural-network-based approaches in the Graph ML space.
Key Objectives- To combine and unify combinatorial algorithms and GNNs based on linear-algebra-based primitives.
- To achieve more efficient and scalable solutions for graph pattern detection.
- To explore the capabilities of GNNs in solving combinatorial graph problems.
- To investigate the potential of offloading graph processing to AI accelerators.
- To develop distributed solutions for large graph datasets.
We are seeking a candidate with a strong background in algorithms and complexity analysis, as well as hands-on experience with Deep Neural Networks using PyTorch or TensorFlow. The candidate should have a solid understanding of graph theory and machine learning concepts. Good speaking and writing skills in English are also required.
Conditions of EmploymentThe PhD candidate will be offered a 4-year period of employment, with a 1.5-year contract followed by a 2.5-year contract. The salary and benefits are in accordance with the Collective Labour Agreement for Dutch Universities. The TU Delft offers a customizable compensation package, discounts on health insurance, and a monthly work costs contribution. Flexible work schedules can be arranged.
About TU DelftTU Delft is a top international university combining science, engineering, and design. It delivers world-class results in education, research, and innovation to address challenges in the areas of energy, climate, mobility, health, and digital society. At TU Delft, we value diversity and strive to create an inclusive environment where everyone feels at home and can flourish.
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PhD Position in Scalable Graph Learning
3 weken geleden
Delft, Zuid-Holland, Nederland TU Delft VoltijdJob Description TU Delft is seeking a highly motivated PhD candidate to work on a project focused on scalable graph learning. The project aims to identify the trade-offs between combinatorial and neural-network-based approaches in the Graph ML space. The successful candidate will have the opportunity to contribute to the development of novel graph neural...
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PhD Position in Scalable Graph Learning
6 dagen geleden
Delft, Zuid-Holland, Nederland TU Delft VoltijdJob Description TU Delft is seeking a highly motivated PhD candidate to work on a project focused on scalable graph learning. The project aims to identify the trade-offs between combinatorial and neural-network-based approaches in the Graph ML space. The successful candidate will have the opportunity to contribute to the development of novel graph learning...
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PhD Position in Scalable Graph Learning
4 weken geleden
Delft, Zuid-Holland, Nederland TU Delft VoltijdJob DescriptionAt TU Delft, we are seeking a highly motivated PhD researcher to join our team in the Faculty of Electrical Engineering, Mathematics and Computer Science. The successful candidate will be part of a dynamic research group focused on developing novel graph learning and reasoning techniques.The PhD researcher will work on the development of...
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PhD Position in Scalable Graph Learning
3 weken geleden
Delft, Zuid-Holland, Nederland TU Delft VoltijdJob DescriptionGraph machine learning is an emerging field of artificial intelligence that deals with graph-structured data. Graph neural networks (GNNs) are a key technology in this area, used in various applications such as recommendation systems, financial crime analysis, and social network analysis. However, conventional GNN architectures have...
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PhD Position in Scalable Graph Learning
3 weken geleden
Delft, Zuid-Holland, Nederland TU Delft VoltijdJob DescriptionGraph machine learning is an emerging field of artificial intelligence that deals with graph-structured data. Graph neural networks (GNNs) are a key technology in this area, used in various applications such as recommendation systems, financial crime analysis, and social network analysis. However, conventional GNN architectures have...
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PhD Position in Scalable Graph Learning
3 weken geleden
Delft, Zuid-Holland, Nederland TU Delft VoltijdJob DescriptionGraph machine learning is an emerging field of artificial intelligence that deals with graph-structured data. Graph neural networks (GNNs) are a key technology in this area, used in applications such as recommendation systems, financial crime analysis, and social network analysis. However, conventional GNN architectures have limitations in...
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Delft, Zuid-Holland, Nederland TU Delft VoltijdJob DescriptionWe are seeking a highly motivated PhD student to join our research team in the field of affective computing. The successful candidate will work on developing data-efficient machine learning approaches for context-sensitive affect prediction.Research ObjectivesThe PhD project aims to explore the context-sensitivity of data-driven approaches for...
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Delft, Zuid-Holland, Nederland TU Delft VoltijdJob DescriptionWe are seeking a highly motivated PhD student to join our research team in the area of affective computing. The successful candidate will work on developing data-efficient machine learning approaches for context-sensitive affect prediction.Research ObjectivesThe PhD project will focus on exploring the context-sensitivity of data-driven...
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Delft, Zuid-Holland, Nederland Technische Universiteit Delft (TU Delft) VoltijdTransform the Internet into a Global BrainWe are seeking a highly motivated PhD candidate to join our team at Technische Universiteit Delft (TU Delft) and contribute to the development of a fully decentralised video search engine. As a PhD candidate, you will be part of our Tribler Lab, a dynamic and internationally diverse team of researchers and developers...
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PhD Decentralised Machine Learning Researcher
3 weken geleden
Delft, Zuid-Holland, Nederland Technische Universiteit Delft (TU Delft) VoltijdTransform the Internet into a Global BrainWe are seeking a highly motivated PhD candidate to join our team at Technische Universiteit Delft (TU Delft) and contribute to the development of a fully decentralised video search engine. As a PhD candidate, you will be part of our Tribler Lab, a dynamic and internationally diverse team of researchers and developers...
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Delft, Zuid-Holland, Nederland TU Delft VoltijdJob DescriptionWe are seeking a highly motivated PhD student to join our research team in the area of affective computing. The successful candidate will work on developing data-efficient machine learning approaches for context-sensitive affect prediction from human behavior.The project aims to explore the context-sensitivity of data-driven approaches for...
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PhD Position in Wind Resource Assessment Using Machine Learning
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PhD Position in Safe Learning for Interconnected Systems
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Delft, Zuid-Holland, Nederland TU Delft VoltijdJob DescriptionWe are seeking a highly motivated PhD researcher to join our team at TU Delft to work on a project that combines mmWave radar and machine learning to design privacy-aware monitoring systems. The goal of this project is to develop a system that can monitor a given area without compromising individual privacy.The project will involve the design...