Learn how to create artificial information systems that mimic biological systems as well as how to use theoretical insights from AI to better understand cognitive processing in humans.
The human brain is a hugely complex machine that is able to perform tasks that are vastly beyond current capabilities of artificial systems. Understanding the brain has always been a source of inspiration for developing artificially intelligent agents and has led to some of the defining moments in the history of AI. At the same time, theoretical insights from artificial intelligence provide new ways to understand and probe neural information processing in biological systems.
On the one hand, the Master’s in Computation in Neural and Artificial Systems addresses how models based on neural information processing can be used to develop artificial systems, probing of human information processing in closed-loop online settings, as well as the development of new machine learning techniques to better understand human brain function.
On the other hand it addresses various ways of modelling and understanding cognitive processing in humans. These range from abstract mathematical models of learning that are derived from Bayesian statistics, complexity theory and optimal control theory to neural information processing systems such as neural networks that simulate particular cognitive functions in a biologically inspired manner. We also look at new groundbreaking areas in the field of AI, like brain computer interfacing and deep learning.
See the website http://www.ru.nl/masters/ai/computation
Why study Computation in Neural and Artificial Systems at Radboud University?
- Our cognitive focus leads to a highly interdisciplinary AI programme where students gain skills and knowledge from a number of different areas such as mathematics, computer science, psychology and neuroscience combined with a core foundation of artificial intelligence.
- Together with the world-renowned Donders Institute, the Behavioural Science Institute and various other leading research centres in Nijmegen, we train our students to become excellent researchers in AI.
- Master’s students are free to use the state-of-the-art facilities available on campus, like equipment for brain imaging as EEG, fMRI and MEG.
- Exceptional students who choose this specialisation have the opportunity to study for a double degree in Artificial Intelligence together with the specialisation in Brain Network and Neuronal Communication. This will take three instead of two years.
- This specialisation offers plenty of room to create a programme that meets your own academic and professional interests.
- To help you decide on a research topic there is a semi-annual Thesis Fair where academics and companies present possible project ideas. Often there are more project proposals than students to accept them, giving you ample choice. We are also open to any of you own ideas for research.
- Our AI students are a close-knit group; they have their own room in which they often get together to interact, debate and develop their ideas. Every student also receives personal guidance and supervision from a member of our expert staff.
The programme is closely related to the research carried out in the internationally renowned Donders Institute for Brain, Cognition and Behaviour. This institute has several unique facilities for brain imaging using EEG, fMRI and MEG. You will be able to use these facilities for developing new experimental research techniques, as well as for developing new machine learning algorithms to analyse the brain data and integrate them with brain-computer interfacing systems.
Some examples of possible thesis subjects:
- Deep learning
Recent breakthroughs in AI have led to the development of artificial neural networks that achieve human level performance in object recognition. This has led companies like Google and Facebook to invest a lot of research in this technology. Within the AI department you can do research on this topic. This can range from developing deep neural networks to map and decode thoughts from human brain activity to the development of speech recognition systems or neural networks that can play arcade games.
- Brain Computer Interfacing
Brain computer interfaces are systems which decode a users mental state online in real-time for the purpose of communication or control. An effective BCI requires both neuro-scientific insight (which mental states should we decode?) and technical expertise (which measurement systems and decoding algorithms should be used?). A project could be to develop new mental tasks that induce stronger/easier to decode signals, such as using broadband stimuli. Another project could be to develop new decoding methods better able to tease a weak signal from the background noise, such as adaptive-beam forming. Results for both would assessed by performing empirical studies with target users in one of the EEG/MEG/fMRI labs available in the institute.
Our Artificial Intelligence graduates have excellent job prospects and are often offered a job before they have actually graduated. Many of our graduates go on to do a PhD either at a major research institute or university with an AI department. Other graduates work for companies interested in cognitive design and research. Examples of companies looking for AI experts with this specialisation: Google, Facebook, IBM, Philips and the Brain Foundation. Some students have even gone on to start their own companies.
Examples of jobs that a graduate of the specialisation in Computation in Neural and Artificial Systems could get:
- PhD researcher on bio-inspired computing
- PhD researcher on neural decoding
- PhD researcher on neural information processing
- Machine learning expert in a software company
- Company founder for brain-based computer games
- Hospital-based designer of assistive technology for patients
- Policy advisor on new developments in neurotechnology
- Software developer for analysis and online visual displays of brain activity
Half of your second year consists of an internship, giving you plenty of hands-on experience. We encourage students to do this internship abroad, although this is not mandatory. We do have connections with companies abroad, for example in China, Sweden and the United States.
See the website http://www.ru.nl/masters/ai/computation
The Natural Resources Institute (NRI) is a specialised multidisciplinary research organisation within the University of Greenwich. The award-winning institute leads research on food security, environment, agriculture and rural development in developing countries, although it has an expanding portfolio of activities within the UK, Europe and other industrialised countries.
The NRI's recent awards include:
The NRI provides a thriving environment for MPhil and PhD students working in agricultural, health, environmental, social and food sciences. Each of the NRI's departments (details below) has a strong portfolio of research activities and groups, of which students form an integral part. NRI's work provides many opportunities for postgraduates to be involved in multidisciplinary projects.
The Agriculture Health and Environment department has a specialists in ecology, entomology, molecular biology, plant physiology and environmental science. The major area of expertise is on the biology of pests and diseases of plants, livestock and humans that affect livelihoods in developing countries, specialising in the complex biology of the insect vectors of disease to plants and animals. This includes understanding the molecular biology of disease transmission by vectors to crops, detection of plant viruses, the effects of endosymbionts on insect vectors, the behavioural entomology of mosquito mating and sensory cues for egg-laying and host detection. Other areas of work are around ecosystem services in agriculture such as pollination, ecological engineering, carbon dynamics, climate adaption in crops, sustainable agriculture and biodiversity in agricultural systems.
Research is undertaken in the UK, using the NRI's state-of-the-art laboratories, insectaries and glasshouses, but often with its application in developing countries.
The Food and Markets Department works on food security and food safety aspects of crops and livestock products. The department works with all aspects of the operations of the food sector and has recently taken over a state of the art research facility (Produce Quality Centre) at East Malling. The research interests of the department include by way of example:
The Livelihoods and Institutions Department works on several themes related to natural resources, environment and development. Its interests include:
This degree aims to:
Our Master of Philosophy (MPhil) with possibility to transfer to our Doctor of Philosophy (PhD) involves the systematic acquisition and understanding of a substantial body of knowledge in your chosen academic disciplinary field.
You will be assessed through submission of a thesis and an oral examination.
We have developed strong relations with many academic institutions and research centres both in the UK and overseas. This offers you networking, mentoring and internship opportunities, making it a perfect location to develop your career.
Helping graduates into careers is a very important part of our mission as a university. Many of our PhD students go on to obtain employment at middle and senior levels and positions in ministries, NGOs, universities and international organisations.
This programme will develop your critical understanding of concepts and principles of positive behaviour support.
Coursework is taught through a mixture of web-based resources, directed reading, videos, lectures, seminars and practical sessions, supported by a number of workshops, where you work with skilled professionals and have the opportunity to share ideas and experiences with fellow students.
The following modules are indicative of those offered on this programme:
You will gain knowledge and understanding of:
You will gain the following transferable skills:
This programme is taught by the University's renowned Tizard Centre. An annual seminar series runs at which staff or guest lecturers present the results of research or highlight recent developments in the field of social care. The Jim Mansell Memorial Lecture invites public figures or distinguished academics to discuss topics that could interest a wider audience. The Centre also publishes the Tizard Learning Disability Review (in conjunction with Emerald Publishing) to provide a source of up-to-date information for professionals and carers.
The Tizard Centre provides consultancy to organisations in the statutory and independent sectors, both nationally and internationally, in diversified areas such as service assessment, person-centred approaches, active support and adult protection..
We offer inspirational teaching and supervision alongside first-class library and IT facilities. You also benefit from our high-impact research in all subjects. Whatever you are looking to study, Kent provides a dynamic and challenging environment for your postgraduate studies.
Find out more: https://www.kent.ac.uk/courses/postgraduate/why-kent/
* of 122 universities, not including specialist institutions