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spiking PhD Projects, Programmes & Scholarships
We have 9 spiking PhD Projects, Programmes & Scholarships
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Next-Generation Spiking Neural Networks Architectures and Machine Learning Algorithms
Spiking Neural Networks (SNNs) represent the so called ‘third generation’ of artificial neural network models, that bridge the gap between neuroscience and artificial intelligence by relying on biologically realistic models of neurons and network architectures to carry out computations. Read more
Computational neuroscience: Statistical signal processing for multivariate neuronal data, Neural computing with Spiking neural networks.
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
PhD Scholarship in spiking architectures for event-based computing
The recent advances in spiking neural networks (SNNs), standing as the next generation of artificial neural networks have demonstrated clear computational benefits over traditional frame/image-based neural networks. Read more
Neuromorphic Photonic Spiking Processing Systems for Light-Enabled AI
Start date. October 2023. Duration. 3yrs. Description. The human brain is exceptional at performing fast and efficiently highly complex tasks. Read more
EPSRC ICASE with Leonardo UK: Spiking Neural Network Processing for Infra-red Event Driven Cameras
The aim of this PhD studentship is to research the combination of an infrared event-driven camera (EDC) with data processing algorithms based on neuromorphic (NM) processing and Spiking Neural Networks (SNN), addressing EPSRC’s mission inspired challenges for AI, Digitisation & Data. 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
Neuromorphic RF sensing and processing
Artificial Neural Networks (ANN) have been a research topic since 1940's, even though it is only after the formalisation of the backpropagation algorithm for ANNs in 1986, that it has become possible to effectively train a non-linear ANN with multiple hidden layers of neurons. Read more
Modelling Numerical and Abstract Cognition in Developmental Neuromorphic Robots
This scholarship will support the PhD candidate to carry out frontier research in Developmental Neurorobotics, a combination of Neuromorphic Computing and Cognitive Developmental Robotics. Read more
Computational modelling of the emergence of somatosensory cortical maps
The aim of this project is to to build a computational model of the development of cortical somatotopy in humans, focusing specifically on the representation of the hand. Read more
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