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

Описание: 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

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Links for this tutorial
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Code for this tutorial (GitHub)
https://github.com/julia4ta/tutorials...

McElreath, Richard. "Statistical Rethinking 2023 - 02 - The Garden of Forking Data." 2023. (YouTube)
   • Statistical Rethinking 2023 - 02 - The Gar...  

"StatisticalRethinkingJulia/TuringModels.jl/m2.1: Globe tossing"
https://statisticalrethinkingjulia.gi...

Grantham, Neal. "Statistical Rethinking homework solutions with Turing.jl." 2022.
https://www.nsgrantham.com/stat-rethi...

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Links for this series
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Link to Series 9 Playlist [Julia Probabilistic Programming for Beginners]
   • [09x01] How Much of Earth is Covered in Wa...  

Turing.jl Documentation
https://turinglang.org/stable/docs/us...

Turing.jl (GitHub)
https://github.com/TuringLang/Turing.jl

Turing.jl Website
https://turinglang.org/stable/

StatsPlots.jl Documentation
https://docs.juliaplots.org/latest/ge...

StatsPlots.jl (GitHub)
https://github.com/JuliaPlots/StatsPl...

Distributions.jl Documentation
https://juliastats.org/Distributions....

Distributions.jl (GitHub)
https://github.com/JuliaStats/Distrib...

The Julia Programming Language
https://julialang.org/
https://docs.julialang.org/en/v1/
   / @thejulialanguage  

VS Code
https://code.visualstudio.com/

Pluto.jl
https://plutojl.org/
https://github.com/fonsp/Pluto.jl

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   / @doggodotjl  

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