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 mywebsite and myGoogle scholar profile.

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1. TuringLang/Turing.jlTuringLang/Turing.jlPublic

   Bayesian inference with probabilistic programming.

   Julia 2.1k 225

2. SumProductNetworks.jlSumProductNetworks.jlPublic

   Sum-product networks in Julia.

   Julia 37 4

3. BayesianSumProductNetworksBayesianSumProductNetworksPublic

   Implementation of Bayesian Sum-Product Networks

   Julia 13 6

4. DeepStructuredMixturesDeepStructuredMixturesPublic

   Code for Deep Structured Mixtures of Gaussian Processes (DSMGPs)

   Julia 11 5