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Dublin City University (DCU)
Postdoctoral Researcher – Various Opportunities available in Machine Learning and Video Analytics
Dublin City University (DCU)
DCU is a young, dynamic and ambitious university with a distinctive mission to transform lives and societies through education, research and innovation.
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Veröffentlicht: vor 10 Monaten
Bewerbungsschluss: Offen
Standort: Dublin 9, Irland
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Postdoctoral Researcher – Various Opportunities available in Machine Learning and Video Analytics

Insight Centre for Data Analytics
Fixed term contract – up to 1 year

Background

The Insight Centre for Data Analytics (http://www.Insight-centre.org) is a joint initiative between researchers at Dublin City University, NUI Galway, University College Cork, and, University College Dublin, as well as other partner institutions. It brings together a critical mass of more than 450 researchers from Ireland's leading ICT centers to develop a new generation of data analytics technologies in a number of key application areas.

The €88m Centre is funded by Science Foundation Ireland and a wide range of industry partners. Insight's research focus encompasses a broad range of data analytics technologies from machine learning, decision analytics and social network analysis to linked data, recommender systems and the sensor web. Together, with more than 70 partner companies, Insight researchers are solving critical challenges in the areas of Connected Health and the Discovery Economy. Current project funding is to July 2019.

The Projects

The specific projects for which these roles are being recruited, involve the development of recommender systems for video, using video analytics, and deep learning approaches for computer vision.

Background & Role

Insight wishes to recruit Postdoctoral Researchers on a fixed term contract basis to facilitate the delivery of a number of industry-sponsored research projects. Working at the boundary of research and industry, the projects are a collaborative programme of research between industry and Insight researchers. Please note that the successful candidate may be asked to travel abroad from time to time to attend consortium and partner meetings, conferences etc.

Main Duties and Responsibilities

Reporting to his/her Principal Investigator(s) the Postdoctoral Researcher will:

  • Support the research group in software and system development for an Insight Project in the area of video recommendation using deep learning approaches.
  • Contribute to the design and implementation of the project’s prototype demonstrators.
  • Provide support and advice to PhD students working on similar topics.
  • Produce top quality journal and conference publications, in collaboration with the Principal Investigators (PIs).
  • Participate in Insight Centre activities, including industry showcases, annual reviews and industry and agency visits to the Insight labs.
  • Assist with presentation and documentation of demonstrator systems for our industry sponsor.
  • Other tasks relevant to successfully implementing the project’s and the Research Centre’s research programme.
  • Carry out administrative work associated with the programme of research as necessary

The successful candidate should demonstrate strong competence in some of these areas:

  • Programming and software development: especially in Python and C/C++, and experience in numerical and scientific computing in Python or MATLAB.
  • Mathematical skills: advanced linear algebra, probability and statistics, multivariate calculus, and mathematical optimization.
  • Theoretical and applied machine learning: especially deep learning, and knowledge of unsupervised or semi-supervised methods in deep learning.
  • Software frameworks for deep learning: e.g. PyTorch, Tensorflow, Theano, Keras, Lasagne, etc.
  • Computer vision theory and algorithms.
  • Various operating systems, especially GNU/Linux.

Skills

  • Excellent written and oral proficiency in English (essential)
  • Excellent written and verbal communication and interpersonal skills.
  • Proven ability to prioritise workload and work to strict deadlines.
  • Ability to work in a team and to take responsibility to contribute to the overall success of the team.
  • Strong problem solving abilities.

Minimum Criteria

The ideal candidate will have a PhD in Computer Science, Engineering or a related discipline with strong software and programming skills and relevant experience in computer vision, deep learning.

Additional Information

The successful candidates will be offered opportunities for developing their own careers in a number of directions including support for conference/workshop travel, upskilling through Insight’s continuous professional development in areas like research ethics and data privacy, student supervision and development and submission of their own research project proposals.

Salary Scale: * €36,488 – €47,255 per annum

*Appointment will be commensurate with qualifications and experience

Application Procedure

Please send a CV and covering letter to Dr. Breda Kiernan, Insight Centre Manager, DCU

Email: Breda.kiernan@insight-centre.org

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