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trappmartin/README.md

Hi there

I am a Research Council of Finland postdoctoral research at Aalto University working on probabilistic machine learning.

My research interest are on computational approaches to probabilistic modeling/reasoning, uncertainty quantification, and Bayesian statistics. I am actively involved in several research communities, such as, tractable probabilistic modeling (e.g., probabilistic circuits), probabilistic programming (e.g., Turing.jl), and Bayesian deep learning.

For details, see my website and my Google scholar profile.

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  1. TuringLang/Turing.jl TuringLang/Turing.jl Public

    Bayesian inference with probabilistic programming.

    Julia 2k 219

  2. SumProductNetworks.jl SumProductNetworks.jl Public

    Sum-product networks in Julia.

    Julia 37 4

  3. BayesianSumProductNetworks BayesianSumProductNetworks Public

    Implementation of Bayesian Sum-Product Networks

    Julia 12 6

  4. DeepStructuredMixtures DeepStructuredMixtures Public

    Code for Deep Structured Mixtures of Gaussian Processes (DSMGPs)

    Julia 10 5