[09x01] How Much of Earth is Covered in Water? | Turing.jl | Julia Probabilistic Programming

Video Description

Get an introduction to Bayesian Statistics, Probabilistic Programming and the Turing.jl package. As a motivating example, you'll learn the Bayesian approach to solving the problem "How Much of Earth is Covered in Water?" This video is the 1st in a 13-part series covering "Julia Probabilistic Programming for Beginners." Knowledge of Bayesian Statistics or Probabilistic Programming is not required. However, students should know the basics of writing code using the Julia Programming Language. Students should also be familiar using VS Code and Pluto notebooks. 00:00 Intro 01:42 Prerequisites 02:17 Set Up 03:32 Acknowledgments 06:26 Probability Distributions 13:07 Traditional Approach 16:23 Bayesian Approach 21:07 Solution 26:41 Key Takeaways 28:00 Outro ############################## # Links for this tutorial ############################## # Code for this tutorial (GitHub) https://github.com/julia4ta/tutorials/tree/master/Series%2009/Tutorial%2009x01 # McElreath, Richard. "Statistical Rethinking 2023 - 02 - The Garden of Forking Data." 2023. (YouTube) https://youtu.be/R1vcdhPBlXA?list=PLDcUM9US4XdPz-KxHM4XHt7uUVGWWVSus # "StatisticalRethinkingJulia/TuringModels.jl/m2.1: Globe tossing" https://statisticalrethinkingjulia.github.io/TuringModels.jl/models/globe-tossing/ # Grantham, Neal. "Statistical Rethinking homework solutions with Turing.jl." 2022. https://www.nsgrantham.com/stat-rethinking-hw ############################## # Links for this series ############################## # Link to Series 9 Playlist [Julia Probabilistic Programming for Beginners] https://www.youtube.com/watch?v=zU30QOsShls&list=PLhQ2JMBcfAsgU7kZ-Ee_SDrjhJIehICmR # Turing.jl Documentation https://turinglang.org/stable/docs/using-turing/ # Turing.jl (GitHub) https://github.com/TuringLang/Turing.jl # Turing.jl Website https://turinglang.org/stable/ # StatsPlots.jl Documentation https://docs.juliaplots.org/latest/generated/statsplots/ # StatsPlots.jl (GitHub) https://github.com/JuliaPlots/StatsPlots.jl # Distributions.jl Documentation https://juliastats.org/Distributions.jl/stable/ # Distributions.jl (GitHub) https://github.com/JuliaStats/Distributions.jl # The Julia Programming Language https://julialang.org/ https://docs.julialang.org/en/v1/ https://www.youtube.com/@TheJuliaLanguage # VS Code https://code.visualstudio.com/ # Pluto.jl https://plutojl.org/ https://github.com/fonsp/Pluto.jl ############################## Join Button (Channel Membership): If you like what I do, then please consider Joining and becoming a Channel Member. https://www.youtube.com/channel/UCQwQVlIkbalDzmMnr-0tRhw/join Thank you!