project . 2021 - 2026 . On going

Turing AI Fellowship: Human-AI Research Teams - Steering AI in Experimental Design and Decision-Making

UK Research and Innovation
  • Funder: UK Research and InnovationProject code: EP/W002973/1
  • Funded under: EPSRC Funder Contribution: 4,300,500 GBP
  • Status: On going
  • Start Date
    30 Sep 2021
    End Date
    29 Sep 2026
Description
Machine learning offers great promise in helping us solve problems by automatically learning solutions from data, without us having to specify all details of the solution as in earlier computational approaches. However, we still need to tell machine learning systems what problems we want them to solve, and this is currently undertaken by specifying desired outcomes and designing objective functions and rewards. Formulating the rewards for a new problem is not easy for us as humans, and is particularly difficult when we only partially know the goal, as is the case at the beginning of scientific research. In this programme we develop ways for machine learning syst...
Description
Machine learning offers great promise in helping us solve problems by automatically learning solutions from data, without us having to specify all details of the solution as in earlier computational approaches. However, we still need to tell machine learning systems what problems we want them to solve, and this is currently undertaken by specifying desired outcomes and designing objective functions and rewards. Formulating the rewards for a new problem is not easy for us as humans, and is particularly difficult when we only partially know the goal, as is the case at the beginning of scientific research. In this programme we develop ways for machine learning syst...
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