| There is a fully funded PhD position open at Idiap Research Institute on spiking neural architectures for speech prosody.
The research will build on work done recently at Idiap on creating tools for physiologically plausible modelling of speech. The current 'toolbox' contains rudimentary muscle models and means to drive these using conventional (deep) neural networks. The main focus of the work will involve use of spiking neural networks such as the 'integrate and fire' type that is broadly representative of those found in biological systems. Whilst we have focused so far on prosody (actually intonation), the application is open ended; the focus is on the neural modelling. A key problem to be solved will be that of training of the spiking networks, especially with the recurrence that is usual in such networks. We hope to be able to train and use spiking networks as easily as conventional backpropagation networks, and to shed light on current understanding of how biological spiking networks learn (e.g., via spike timing-dependent plasticity).
For more information, and to apply, please follow this link: http://www.idiap.ch/education-and-jobs/job-10263
Idiap is located in Martigny in French speaking Switzerland, but functions in English and hosts many nationalities. PhD students are registered at EPFL. All positions offer quite generous salaries. Martigny has a distillery and a micro-brewery and is close to all manner of skiing, hiking and mountain life.
There are other open positions on Idiap's main page https://www.idiap.ch/en/join-us/job-opportunities |