[09x10] Intro to RxInfer.jl | Automatic Bayesian Inference on Factor Graph with Message Passing

Meet RxInfer.jl -- a fast, scalable approach to Bayesian inference. Although Markov Chain Monte Carlo (MCMC) may work in theory, for many practical application, MCMC is too slow and takes too much computing power. RxInfer.jl offers a more practical approach. Learn how, by going through a Coin Tossing simulation as a motivating example. 00:00 Intro 01:22 RxInfer.jl 05:55 Set-up 07:38 Data 09:16 Model 12:11 Posterior 15:16 Visualization 19:05 Exploration 25:06 Outro ############################## Links for this tutorial ############################## Code for this tutorial (GitHub) github.com/julia4ta/tutorials/tree/master/Series%2… RxInfer.jl Documentation. "Getting Started". biaslab.github.io/RxInfer.jl/stable/manuals/gettin… RxInfer.jl Documentation. biaslab.github.io/RxInfer.jl/stable/ RxInfer.jl GitHub Repository. github.com/biaslab/RxInfer.jl Bagaev et al. "Reactive Message Passing for Scalable Bayesian Inference". Scientific Programming. 2023. www.hindawi.com/journals/sp/2023/6601690/ Bagaev, Dmitry. Presentation Video. JuliaCon 2023. "RxInfer.jl: a package for real-time Bayesian Inference". (YouTube)    • RxInfer.jl: A Package for Real-Time B...   Bagaev, Dmitry. Presentation Video. "GraphPPL.jl: a package for specification of probabilistic models | Dmitry Bagaev | JuliaCon 2022".    • GraphPPL.jl: A Package for Specificat...   Bagaev, Dmitry. Presentation Video. "ReactiveMP.jl: Reactive Message Passing-based Bayesian Inference | Dmitry Bagaev | JuliaCon2021".    • ReactiveMP.jl: Reactive Message Passi...   Bagaev, Dmitry. Presentation Video. "JuliaCon 2020 | Rocket.jl: A Julia package for reactive programming | Dmitry Bagaev".    • JuliaCon 2020 | Rocket.jl: A Julia pa...   van de Laar, Thijs. Presentation Video. "JuliaCon 2018 | Julia Toolbox for Factor Graph-based Probabilistic Programming | Thijs van deLaar".    • Julia Toolbox for Factor Graph-based ...   BIASlab Website. biaslab.github.io/ Wikipedia article on "Conjugate Prior". en.wikipedia.org/wiki/Conjugate_prior ############################## Links for this series ############################## Link to Series 9 Playlist [Julia Probabilistic Programming for Beginners]    • [09x01] How Much of Earth is Covered ...   Turing.jl Documentation turinglang.org/stable/docs/using-turing/ Turing.jl (GitHub) github.com/TuringLang/Turing.jl Turing.jl Website turinglang.org/stable/ StatsPlots.jl Documentation docs.juliaplots.org/latest/generated/statsplots/ StatsPlots.jl (GitHub) github.com/JuliaPlots/StatsPlots.jl Distributions.jl Documentation juliastats.org/Distributions.jl/stable/ Distributions.jl (GitHub) github.com/JuliaStats/Distributions.jl The Julia Programming Language julialang.org/ docs.julialang.org/en/v1/ youtube.com/@TheJuliaLanguage VS Code code.visualstudio.com/ Pluto.jl plutojl.org/ github.com/fonsp/Pluto.jl ############################## Join Button (Channel Membership): If you like what I do, then please consider Joining and becoming a Channel Member. youtube.comhttps://www.seevid.ir/fa/result?ytch=UCQwQVlIkbalDzmMnr-0tRhw/join Thank you!