Researcher positions in probabilistic machine learning: Research Fellow, Postdoc and PhD Student

The International Society for Bayesian Analysis

Manchester

On-site

GBP 35,000 - 50,000

Full time

14 days+
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Job summary

Le Manchester Centre for AI Fundamentals recrute des chercheurs à plusieurs niveaux pour se concentrer sur des projets de recherche en apprentissage machine probabiliste. Les candidats retenus travailleront sur des sujets innovants comme l'inférence bayésienne et le design expérimental automatisé, avec une forte opportunité de collaboration avec des secteurs académiques et industriels.

Qualifications

  • Niveau de recherche déterminé par le poste (Research Fellow, Postdoc, PhD Student).
  • Expérience en apprentissage machine et probabiliste souhaitée.

Responsibilities

  • Travailler au sein de l'équipe sur divers sous-ensembles de l'apprentissage machine probabiliste.
  • Collaborer avec des équipes d'autres domaines en médecine personnalisée, biologie synthétique et plus.

Skills

Bayesian inference
Reinforcement learning
Inverse reinforcement learning
Automatic experimental design
Multi-agent learning
Bayesian deep learning
Amortized inference
Human-in-the-loop learning
User modelling
Collaborative AI
Privacy-preserving learning
Likelihood-free inference

Job description

Researcher positions in probabilistic machine learning: Research Fellow, Postdoc and PhD Student

Manchester Centre for AI Fundamentals has researcher positions open at several levels: Research Fellow, Postdoc and Postgraduate Research Student (funded). DL June 30, 2022

I am hiring researchers to my team working on probabilistic machine learning. Keywords include: Bayesian inference, reinforcement learning and inverse reinforcement learning, automatic experimental design, multi-agent learning, Bayesian deep learning, amortized inference, human-in-the-loop learning, user modelling, collaborative AI, privacy-preserving learning, likelihood-free inference. Different researchers work on different but related subsets of these. The work is funded by UKRI Turing AI World-Leading Researcher Fellowship programme, on “Steering AI in Experimental Design and Decision-Making”.

The team is based in the new Manchester Centre for AI Fundamentals, which builds on the new ELLIS Unit Manchester and the Alan Turing Institute. In addition to these outstanding AI and Machine Learning collaboration opportunities, we collaborate with excellent teams in other fields, in both academia and industry, which give application opportunities for those interested: personalized medicine, especially for cancer and remote medicine; synthetic biology; digital twins more generally, etc.

Now is the time to join the University of Manchester when it is significantly boosting its activities in Machine Learning!

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