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john salvatier ambitious naturalism i m john salvatier for the last 5 years i ve been thinking about and working with world improvers 1 1 i am interested in how to get the world on track the world seems mysteriously not right but the mystery also seems decipherable what s at the center a brief piece on how i see the puzzle is here but very shortly somehow our culture and institutions are constantly trying to work against the grain of reality we re disoriented and continually have to play catchup but whatever problems we have whatever situation we re in we can respond properly and naturally with the right ethos we can work with the grain of reality rather than against i search for scalable and non scalable tools to train that ethos and i run semi regular workshops and studios for example a studio on working with intense questions playfully or a workshop on approaching confusing technical problems more about me works blog essays on thinking and doing pymc3 simple efficient and robust bayesian inference for complex models more of my writings and projects selected publications jan m brauner sören mindermann mrinank sharma david johnston john salvatier et al 2020 the effectiveness of eight nonpharmaceutical interventions against covid 19 in 41 countries science owain evans andreas stuhlmüller john salvatier and daniel filan modeling agents with probabilistic programs http agentmodels org abel d salvatier j stuhlmüller a evans o 2016 agent agnostic human in the loop reinforcement learning future of interactive learning machines workshop at nips 2016 kreuger d leike j evans o salvatier j 2016 active reinforcement learning observing rewards at a cost future of interactive learning machines workshop at nips 2016 salvatier j wiecki tv fonnesbeck c 2016 probabilistic programming in python using pymc3 peerj computer science 2 e55 more publications photo credit sandra sobanska jsalvatier gmail com github com jsalvatier