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neural networks PhD Projects, Programmes & Scholarships

We have 92 neural networks PhD Projects, Programmes & Scholarships

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We have 92 neural networks PhD Projects, Programmes & Scholarships

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Computational neuroscience: Statistical signal processing for multivariate neuronal data, Neural computing with Spiking neural networks.

  Research Group: Intelligent Systems and Nanoscience
How does the human brain work? As you read this text, the pixels on your screen are converted into a series of spike trains passing along the neural pathways in your brain, allowing you to understand the content. Read more

Discovering the fundaments about why neural networks are so smart

Intelligence is one of the pillars that allows some animals to live so complex lives. Scientific approaches recently proposed have been capable of simulating networked systems that reproduce similar emergent manifestations of behavior as those observed in the brain. Read more

Parallel-in-time and consistent training methods for solving hyperbolic PDEs via physics informed neural networks

In recent years, neural networks (NNs) have been applied in various fields of numerical modelling to learn solutions of mathematical models from data rather than by approximating equations and solving them by standard numerical methods. Read more

Development of Convolutional Neural Networks and Associated Error Estimation Techniques for Vertebral Segmentation in Axial Computed Tomography Image Slices

Osteoporosis is a common skeletal disorder that increases the risk of fractures and causes significant morbidity and mortality. Vertebral fractures (VFs) are often an early manifestation of osteoporosis but are significantly under-diagnosed in clinical practice. Read more

PhD in Physics and Astronomy - Neuromorphic Single Photon Imaging

What could we learn if we were able to see individual photons with our eyes? Can we learn more if we can see when the photons arrive as well? Gaining access to time information from single photons can allow us to detect the distance to object (LiDAR), see through walls, fog etc. Read more

Neural Architecture Search and Analysis: Robustness and Sparsity

This project aims to study deep neural networks behaviours against clean and adversarial datasets. In addition, projects will investigate different types of attacks on deep neural networks and study the potentiality of making neural robust against these attacks. Read more
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AI: from high energy physics to medical applications

Artificial intelligence techniques are more and more used in many fields. The Liverpool team working on the ATLAS experiment at the Large Hadron Collider (LHC) has been involved for many years in the development and performance evaluation of neural networks applied to high energy physics data analysis. Read more

Self-Adaptive Vehicle Tracking using Transfer Learning and Bayesian Inference within Smart Cities

This project is part of the Centre for Doctoral Training in Geospatial Systems. The successful candidate will be co-supervised by academics from within the School of Engineering at Newcastle University and work alongside our external partner Defence Science and Technology Laboratory (DSTL). Read more

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